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@@ -138,7 +138,11 @@ This list is for servers with a GitHub repo you install and run yourself. Lookin
### ๐ Aggregators
Servers for accessing many apps and tools through a single MCP server.
+- [402signalhq/402signal](https://github.com/402signalhq/402signal) [](https://glama.ai/mcp/servers/402signalhq/402signal) ๐ โ๏ธ - Checks live x402 routes across Base, Solana, and Algorand. $0.003 USDC settles only for a valid live eligible route; normal typed misses are not settled. Free preview and validate tools. Seller payment is separate; the agent keeps its wallet. Remote MCP: https://402signal.com/mcp (x402-capable client required for paid routing).
+- [GarphenGate/moltline-mcp](https://github.com/GarphenGate/moltline-mcp) [](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Zero-dependency stdio bridge to Moltline Studio's 22 hosted MCP servers (160 tools, 110 free) โ code review, agent governance, data & business math, regulatory deadlines, crypto tax lots, routing/optimization and more. Free tier needs no account or API key. Remote streamable-http at `mcp.moltlinestudio.com/`.
- [team886/findagent-mcp](https://github.com/team886/findagent-mcp) [](https://glama.ai/mcp/servers/team886/findagent-mcp) ๐ โ๏ธ - Cross-LLM marketplace of vetted "doer" agents โ itself an MCP server. Automated security scan + human review, credential-to-host binding, and sandboxed hosted code with default-deny egress. Remote endpoint `https://mcp.findagent.cloud/mcp`.
+- [BotHireAgent/BotHireMCPServer](https://github.com/BotHireAgent/BotHireMCPServer) [](https://glama.ai/mcp/servers/BotHireAgent/BotHireMCPServer) ๐ ๐ - Discover BotHire, the machine-to-machine marketplace where autonomous AI agents hire each other and settle in USDT & USDC (gasless) across Base, Arbitrum, BNB Chain & Solana. Search skills/agents by capability + trust score, read live market demand, and get a step-by-step participation guide. `npx -y bothire-mcp`
+- [@neoninnovationlab/neon-mcp-gateway](https://github.com/neoninnovationlab/neon-mcp-gateway) [](https://glama.ai/mcp/servers/neoninnovationlab/neon-mcp-gateway) ๐ โ๏ธ ๐ - An edge firewall for AI agents to securely expose internal PostgreSQL databases and APIs with strict validation.
- [Correctover/mcp-server](https://github.com/Correctover/mcp-server) [](https://glama.ai/mcp/servers/Correctover/mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Contract validation and self-healing failover for LLM APIs. 6-dimension verification (structure, schema, latency, cost, identity, integrity) in 22ฮผs P50. 87 self-healing rules with MAPE-K autonomic loop. BYOK direct connect to 9 providers (OpenAI, Anthropic, DeepSeek, Moonshot, Zhipu AI, Qwen, SiliconFlow, Groq, Together AI). L3 failover in 949ms E2E. Install: `npx -y correctover-mcp-server`.
- [daedalusdevelopmentgroup/ddg-agent-payable-services](https://github.com/daedalusdevelopmentgroup/ddg-agent-payable-services) [](https://glama.ai/mcp/servers/daedalusdevelopmentgroup/ddg-agent-payable-services) ๐ โ๏ธ - Pay-per-call x402 gateway: one MCP server for 90+ agent tools (utilities, DNS/WHOIS, blockchain RPC, market data, prediction markets, DEX data, security audits) plus an OpenAI-compatible LLM gateway. USDC on Base, free-trial calls per agent. `pip install ddg-agent-services-mcp` or remote `https://mcp.daedalusdevelopmentgroup.com/mcp`.
- [forgemeshlabs/coinopai-mcp](https://github.com/forgemeshlabs/coinopai-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/coinopai-mcp) ๐ - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with `decision_id`, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base.
@@ -185,6 +189,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [edgarriba/prolink](https://github.com/edgarriba/prolink) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Agent-to-agent marketplace middleware โ MCP-native discovery, negotiation, and transaction between AI agents
- [Proofpane/releases](https://github.com/Proofpane/releases) [](https://glama.ai/mcp/servers/Proofpane/releases) ๐๏ธ ๐ ๐ ๐ช ๐ง - Governance proxy for MCP: pair once and route your MCP servers through policy gates (allow / deny / human-in-the-loop approval), DLP redaction before the model, and cost caps, with every tool call recorded to a hash-chained audit log exportable as an Ed25519-signed, offline-verifiable evidence pack. Single-file binary daemon (macOS / Linux / Windows); downloads and install docs in the linked repo.
- [entire-vc/evc-spark-mcp](https://github.com/entire-vc/evc-spark-mcp) [](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.
+- [gamaze-labs/hicortex](https://github.com/gamaze-labs/hicortex) [](https://glama.ai/mcp/servers/gamaze-labs/hicortex) ๐ ๐ - Shared fleet memory for AI agents: the store corrects itself nightly (stale facts rewritten in place, duplicates merged), recall is injected into every prompt in supported coding agents โ what one agent learns, the whole fleet knows. [Website](https://hicortex.gamaze.com/?utm_source=awesome-mcp-servers&utm_medium=directory&utm_campaign=launch-2026-09)
- [glenngillen/mcpmcp-server](https://github.com/glenngillen/mcpmcp-server) โ๏ธ ๐ ๐ ๐ช ๐ง - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
- [Gliana-Labs/gliana-mcp](https://github.com/Gliana-Labs/gliana-mcp) [](https://glama.ai/mcp/servers/Gliana-Labs/gliana-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Pay-per-call access to 90+ AI models (LLM chat, image, video, music, speech) plus utility and data tools โ web scraping, screenshots, OCR, face matching, crypto and FX rates. No signup and no API key: HTTP 402 settles each call from your own wallet in USDC on Base, Solana, BNB Chain or Algorand. The tool list is read live from the gateway, so it is never stale. `npx -y gliana-ai-mcp` or remote `https://mcp.glianalabs.com`.
- [gpu-bridge/mcp-server](https://github.com/gpu-bridge/mcp-server) [](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.
@@ -206,6 +211,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [codeislaw101/katzilla](https://github.com/codeislaw101/katzilla) [](https://glama.ai/mcp/servers/codeislaw101/katzilla) ๐ โ๏ธ ๐ ๐ช ๐ง - Unified data API for AI agents โ 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: `npx @katzilla/mcp`.
- [K-Dense-AI/claude-skills-mcp](https://github.com/K-Dense-AI/claude-skills-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native.
- [kansei-link/kansei-mcp-server](https://github.com/kansei-link/kansei-mcp-server) [](https://glama.ai/mcp/servers/kansei-link/kansei-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Local-first MCP navigator with verified data on 11,000+ SaaS services, 200 workflow recipes, and 89-97% token savings vs web search.
+- [kevmoz/macaroonnetwork-mcp](https://github.com/kevmoz/macaroonnetwork-mcp) [](https://glama.ai/mcp/servers/kevmoz/macaroonnetwork-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Discovery and purchase client for a predicate-gated scientific and data marketplace. Search the live catalogue and inspect metadata for free, then pay via x402 (USDC on Base mainnet, the live primary rail) or Lightning L402. Install with `pip install macaroonnetwork-mcp`.
- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.
- [malamutemayhem/unclick](https://github.com/malamutemayhem/unclick) [](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) ๐ ๐ ๐ ๐ช ๐ง - The universal remote for AI: one MCP install gives any compatible agent 450+ callable endpoints across 60+ integrations, plus persistent cross-session memory. `npx @unclick/mcp-server`
- [mambalabsdev/mcp-gtm-suite](https://github.com/mambalabsdev/mcp-gtm-suite) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-suite) ๐ โ๏ธ - Six GTM signal tools in one MCP server, covering hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring, and signal aggregation via Apify actors.
@@ -220,6 +226,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [mirastacklabs-ai/mirastack-redfish-mcp](https://github.com/mirastacklabs-ai/mirastack-redfish-mcp) [](https://glama.ai/mcp/servers/mirastacklabs-ai/mirastack-redfish-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Governed MCP access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware, and BIOS management. Read-only by default with tiered write modes.
- [mroops0111/openapi-mcp-gateway](https://github.com/mroops0111/openapi-mcp-gateway) [](https://glama.ai/mcp/servers/mroops0111/openapi-mcp-gateway) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three `list/get/call` meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens.
- [nimbus-agent/Nimbus](https://github.com/nimbus-agent/Nimbus) [](https://glama.ai/mcp/servers/nimbus-agent/Nimbus) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Read-only access to a local index of your engineering stack: full-text search plus recent incidents, pull requests, deployments, DORA metrics and connector status. The index is built on your own machine from 94 developer and infrastructure services (GitHub, GitLab, Jira, Slack, PagerDuty, Datadog, Sentry, Snowflake and more) through first-party MCP connectors; credentials stay in the OS keystore. 21 tools (9 index reads, 12 agent briefs). Requires the Nimbus gateway (Homebrew/Scoop/winget/apt); run via `npx -y @nimbus-dev/mcp` or `nimbus mcp-server --stdio`.
+- [ni-c/mcp-hub](https://github.com/ni-c/mcp-hub) [](https://glama.ai/mcp/servers/ni-c/mcp-hub) ๐ ๐ ๐ ๐ช ๐ง - Serve many stdio MCP servers from one container, published over HTTPS for Claude Web custom connectors and any Streamable-HTTP client. Claude-Code-style `mcpServers` config, path-based routing, a `/hub` aggregate exposing every server through 4 meta-tools, built-in OAuth 2.1 (DCR, PKCE, resource-bound tokens), supervision with backoff restarts and config hot reload. `docker pull ghcr.io/ni-c/mcp-hub` or `npx @ni-c/mcp-hub`.
- [Octodamus/octodamus-core](https://github.com/Octodamus/octodamus-core) [](https://glama.ai/mcp/servers/Octodamus/octodamus-core) ๐ - AI consensus market oracle for crypto traders and autonomous agents. 11-signal BUY/SELL/HOLD consensus (RSI, MACD, funding rate, L/S ratio, on-chain flow, Fear & Greed, congressional trading), Polymarket prediction market edges with EV scoring, Grok X crowd sentiment divergence. Ed25519-signed, on-chain verifiable. x402 micropayments at $0.01/call on Base, or 500 req/day free.
- [opentabs-dev/opentabs](https://github.com/opentabs-dev/opentabs) [](https://glama.ai/mcp/servers/opentabs-dev/opentabs) ๐ ๐ ๐ ๐ช ๐ง - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
- [oxgeneral/agentnet](https://github.com/oxgeneral/agentnet) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
@@ -266,6 +273,8 @@ Servers for accessing many apps and tools through a single MCP server.
- [forcedreamai/forcedream-mcp](https://github.com/forcedreamai/forcedream-mcp) [](https://glama.ai/mcp/servers/forcedreamai/forcedream-mcp) ๐๏ธ ๐ โ๏ธ - Discover, invoke, and cryptographically verify AI agents on a paid agent marketplace. 13 tools spanning code generation (6-module engineering verification), security scanning (OSV.dev + GitGuardian), and lead scoring (8 real sources). Every result is Ed25519-signed and independently verifiable -- no trust in the platform required. Install: `npx -y @forcedream/mcp-server`.
- [mcccsm/x402-list-mcp](https://github.com/mcccsm/x402-list-mcp) [](https://glama.ai/mcp/servers/mcccsm/x402-list-mcp) ๐ โ๏ธ - Find and vet x402 payment APIs before your agent pays one: search and rank listed services, live uptime and health windows, per-endpoint USD pricing, and on-chain-verified facilitator settlement volume, over the public x402-list directory. Free REST API, no auth for reads. `npx -y x402-list-mcp`. Web: [x402-list.com](https://x402-list.com).
+- [activeing123/mcptoon](https://github.com/activeing123/mcptoon) [](https://glama.ai/mcp/servers/activeing123/mcptoon) ๐ ๐ ๐ ๐ช ๐ง - Zero-dependency CLI that connects any AI agent to every MCP server: one config, synced to Claude Code, Cursor, Codex, Cline, Windsurf and VS Code. Tool discovery drops from 71,929 to 581 tokens across 255 tools (-99.2%, measured) through one `mcptoon serve` process, with strict spec validation and cross-agent config cleanup. `pip install mcptoon`.
+
### ๐ Aerospace & Astrodynamics
- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [](https://glama.ai/mcp/servers/gregario/astronomy-oracle) ๐ ๐ ๐ ๐ช ๐ง - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. `npx astronomy-oracle`
@@ -280,15 +289,18 @@ MCP servers for creating, coordinating, and executing agreements: commitments, e
- [cogdepot/mcp-server](https://github.com/cogdepot/mcp-server) [](https://glama.ai/mcp/servers/cogdepot/mcp-server) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Official server for [cogDepot](https://cogdepot.com), an anonymous broker where agents publish capability listings, negotiate terms, and form direct peer-to-peer deals backed by escrow and two-sided reputation. Five tools need no account at all - what the broker does and what it costs, how to get a key, a preview of the live board, any agent's public reputation record, and the marketplace's aggregate stats; with a key, read balance and escrow holds, negotiation threads, sealed deals and their reveal packages, and rate a counterparty. Prices come from the live discovery document at call time rather than being baked into the package, and an unreachable API is reported as stale rather than answered from a snapshot silently. Install via `npx -y @cogdepot/mcp-server`.
- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [](https://glama.ai/mcp/servers/decision-anchor/mcp-server) ๐ โ๏ธ - External anchoring layer that records AI agent accountability boundaries on both sides โ content-blind, non-judgmental. Remote streamable HTTP at https://mcp.decision-anchor.com/mcp; free trial, then pay-per-call USDC (x402) on Base.
- [elicitly/elicitly](https://github.com/elicitly/elicitly) [](https://glama.ai/mcp/servers/elicitly/elicitly) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Human-in-the-loop over MCP elicitation: `elicit_confirm` (OK/Cancel) and `elicit_form` (typed fields from your JSON schema) raise native dialogs in the connected host, and `elicit_doctor` reports which elicitation features the host actually supports. Local stdio via `npx -y elicitly`.
+- [ianewsfr-a11y/ergonia](https://github.com/ianewsfr-a11y/ergonia) [](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia) ๐๏ธ ๐ โ๏ธ - A marketplace of verifiable tasks for AI agents: agents register, publish tasks whose completion a stranger can independently check, submit work, and build public reputation. Every action is recorded in a hash-chained register anyone can re-verify. Read access needs no key at `https://ergonia.works/mcp/read`; writes use a Bearer token obtained once from `POST /api/register`.
- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) ๐ ๐ช ๐ ๐ง - MCP server (stdio, JSON-RPC 2.0, standard library only) for detecting and normalizing machine-generation traces in Russian text: four tools (scan, markers, polish, detect), schemas generated from the contract, no authorship verdicts.
- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) ๐๏ธ ๐ โ๏ธ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via `npx -y humanforai`.
- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) ๐ โ๏ธ - A public bounty board where AI agents do paid work. Claim funded bounties, deliver artifacts in the open, and get paid in USDC on Base only when a delivery is accepted, with every claim, judgment, and payout sealed to a public receipt ledger anyone can verify. Vendors hire the Town from the other side: post a task with its acceptance criteria and fund it in the same call. 14 tools across onboarding, posting, funding, claiming, delivery, and judgment. Remote Streamable HTTP at https://api.gofrantic.com/mcp, or local stdio via `npx -y frantic-mcp`.
- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) ๐ ๐ - Machine-native identity, verifiable multi-party meeting rooms (co-signed transcript receipts), and script provenance chains. Agents hold their own Ed25519 keys; join is one MCP call. Python, dependency-free.
+- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [](https://glama.ai/mcp/servers/tribeunal/mcp-server) ๐ โ๏ธ ๐ - Community jury platform where humans and AI agents open cases, weigh evidence and vote together; 39 tools plus eight Agent Skills, long-poll verdict awaiting, arbitration mode and HMAC-signed webhooks. Remote Streamable HTTP at https://mcp.tribeunal.com/mcp (OAuth) or local stdio via `npx -y @tribeunal/mcp-server`.
### โฟ Accessibility
- [kinti/a11y-toolkit](https://github.com/kinti/a11y-toolkit) [](https://glama.ai/mcp/servers/kinti/a11y-toolkit) ๐ ๐ - MCP server + CLI for WCAG 2.2 accessibility: color contrast (pairs plus pixel-level text-over-image sampling), EU accessibility declaration generation (RD 1112/2018, Ley 11/2023 / European Accessibility Act, EN 301 549), and an aria-live announcement monitor. Multilanguage es/en, zero dependencies.
+- [vince-gonzalez/opticquiz-mcp](https://github.com/vince-gonzalez/opticquiz-mcp) [](https://glama.ai/mcp/servers/vince-gonzalez/opticquiz-mcp) ๐ ๐ ๐ ๐ช ๐ง - Color-vision accessibility. Check whether a palette or an image is colorblind-safe and name the conflicting pairs, generate colorblind-safe palettes (Okabe-Ito seeded), recolor an image as protanopia/deuteranopia/tritanopia renders it, and generate Ishihara-style test plates. Built on Machado, Oliveira & Fernandes (2009) + CIEDE2000, published open access at doi.org/10.5281/zenodo.21310578. Runs locally over stdio, no network calls. Install: `npx -y cvdsafe-mcp` and `npx -y colorblind-mcp`.
### ๐จ Art & Culture
@@ -319,6 +331,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [forgemeshlabs/imagegen-mcp](https://github.com/forgemeshlabs/imagegen-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/imagegen-mcp) ๐ โ๏ธ - AI image generation MCP server with generate, background removal, 4x HD upscale, and full pro pipeline tools. Pay per image in USDC on Base mainnet via x402; no API key or subscription required.
- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) ๐ ๐ ๐ - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) ๐ โ๏ธ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) ๐ ๐ - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
+- [CreativeClawCo/creative-claw-marketplace](https://github.com/CreativeClawCo/creative-claw-marketplace) [](https://glama.ai/mcp/servers/CreativeClawCo/creative-claw-marketplace) โ๏ธ - Remote MCP server giving Claude, Claude Code, and OpenClaw access to every top AI media model (Flux 2 Pro, Nano Banana Pro, GPT Image 2, Recraft V3, Veo 3.1, Sora 2, Kling, Seedance, Hailuo, ElevenLabs). Image, video, speech, 3D, background removal, brand themes, and HTML-rendered branded graphics. One connection, no API keys, pay-per-use credits.
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) ๐ โ๏ธ - MCP server to interact with the Discogs API
- [clanker-records/crompton-network](https://github.com/clanker-records/crompton-network) [](https://glama.ai/mcp/servers/clanker-records/crompton-network) ๐ โ๏ธ ๐ ๐ช ๐ง - Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. Your agent can listen. For real. `npx @clanker-records/crompton-network`
- [DataCraftsmanAU/vineverse-mcp](https://github.com/DataCraftsmanAU/vineverse-mcp) [](https://glama.ai/mcp/servers/DataCraftsmanAU/vineverse-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - The Bible as a knowledge graph: 31,102 verses of the Berean Standard Bible, ~3,000 people, ~1,300 places with coordinates, ~3,000 Nave's topical themes, ~2,900 Strong's Hebrew lexemes, the 613 commandments, and 90,564 connections between them. 15 tools for scripture search, passage and interlinear lookup, cross references, genealogy, places near a point, and graph traversal. Public-domain sources, no API key. Hosted at `https://vineverse.bible/api/mcp`, or `npx -y github:DataCraftsmanAU/vineverse-mcp` for stdio clients.
@@ -361,16 +374,19 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [rosasynthesiz/flstudio-mcp](https://github.com/rosasynthesiz/flstudio-mcp) [](https://glama.ai/mcp/servers/rosasynthesiz/flstudio-mcp) ๐ ๐ ๐ช - Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.
- [runcomfy-com/runcomfy-mcp](https://github.com/runcomfy-com/runcomfy-mcp) [](https://glama.ai/mcp/servers/runcomfy-com/runcomfy-mcp) ๐๏ธ ๐ โ๏ธ - Official remote MCP server for RunComfy: ComfyUI serverless deployments, hosted model inference, and LoRA training jobs. 31 tools. Website: [www.runcomfy.com](https://www.runcomfy.com). Remote server at `https://mcp.runcomfy.com/mcp`.
- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) ๐ - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
+- [sharafutdinovdi/revit-model-mcp](https://github.com/sharafutdinovdi/revit-model-mcp) [](https://glama.ai/mcp/servers/sharafutdinovdi/revit-model-mcp) ๐ #๏ธโฃ ๐ ๐ช - Read a live Autodesk Revit model (elements, parameters, views, warnings, PNG view exports) from any MCP client; model-changing actions are opt-in behind two gates, with dry runs and post-commit verification. Ships MSI installers for Revit 2022-2027 and a Claude Desktop bundle.
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) ๐ ๐ ๐ ๐ช ๐ง - Bazi (Four Pillars / ๅๆฑๆจๅฝ / ์ฌ์ฃผํ์) charting MCP server with true solar time correction and multilingual output (ไธญๆ/EN/ๆฅๆฌ่ช/ํ๊ตญ์ด). `npx shunshi-bazi-mcp`
- [smeet666/mcp-lrclib](https://github.com/smeet666/mcp-lrclib) [](https://glama.ai/mcp/servers/smeet666/mcp-lrclib) ๐ โ๏ธ ๐ ๐ช ๐ง - Search tracks on LRCLIB and read their lyrics, including time-synced (LRC) lines with a timestamp on every line. Strips lyrics from search results, cutting a search from ~29k to ~800 tokens. No API key. `npx -y mcp-lrclib`
- [smeet666/mcp-imslp](https://github.com/smeet666/mcp-imslp) [](https://glama.ai/mcp/servers/smeet666/mcp-imslp) ๐ โ๏ธ - Read IMSLP, the Petrucci Music Library: search works and composers, read a work with its catalogue numbers, key and instrumentation, and page through its editions with the copyright status of each stated per jurisdiction. Downloads no score file. `npx mcp-imslp`
- [slshults/shakespeare-monologues-mcp](https://github.com/slshults/shakespeare-monologues-mcp) [](https://glama.ai/mcp/servers/slshults/shakespeare-monologues-mcp) ๐ โ๏ธ - Search Shakespeare monologues by character, play, or first line; fetch full text, modern-English paraphrases, and scene/play summaries from shakespeare-monologues.org. Remote server at `https://mcp.shakespeare-monologues.org/mcp`
- [smeet666/mcp-books](https://github.com/smeet666/mcp-books) [](https://glama.ai/mcp/servers/smeet666/mcp-books) ๐ โ๏ธ - Asks the Internet Archive, the Library of Congress and the Bibliothรจque nationale de France at once, inside scanned text and across catalogues. Counts are never added and no source's absence is read as evidence about another. Install via `npx mcp-books`.
+- [speedwarnsf/scenef-mcp](https://github.com/speedwarnsf/scenef-mcp) [](https://glama.ai/mcp/servers/speedwarnsf/scenef-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Local stdio server (`npx -y scenef-mcp`) for movie showtimes across 33 regional boards in California and Hawaii โ repertory houses, single-screen neighborhood theaters, 35mm and 70mm prints, and the chains โ every showtime re-verified against the theater's own calendar, with a public accuracy record that includes the checks that failed. Nine read-only tools, no key.
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) ๐ ๐ ๐ ๐ช ๐ง - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
- [TOBYCAI/image-mcp](https://github.com/TOBYCAI/image-mcp) [](https://glama.ai/mcp/servers/TOBYCAI/image-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local Pillow-based image-processing MCP server: info / resize / crop / convert / compress / rotate / flip / thumbnail / watermark / effects / placeholder / overlay (12 tools). Offline, no API key. Install: `pip install pillow && python3 image_mcp.py`.
- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
- [UModeler/picoberry-mcp](https://github.com/UModeler/picoberry-mcp) [](https://glama.ai/mcp/servers/UModeler/picoberry-mcp) ๐๏ธ ๐ โ๏ธ - Generate 3D models and images from a text prompt or reference images, then remesh, retexture, auto-rig, animate, and export GLB/FBX/OBJ through the PicoBerry API. Install: `npx -y @picoberry/mcp-server`.
- [vicseeai/vicsee-mcp-server](https://github.com/vicseeai/vicsee-mcp-server) [](https://glama.ai/mcp/servers/vicseeai/vicsee-mcp-server) ๐ โ๏ธ - Generate, edit, and upscale AI video & images (Seedance, Veo, Kling, FLUX, Nano Banana) from any agent via VicSee.
+- [wretcher207/reaper-daemon](https://github.com/wretcher207/reaper-daemon) [](https://glama.ai/mcp/servers/wretcher207/reaper-daemon) ๐ ๐ ๐ ๐ช ๐ง - Drive the REAPER DAW from an AI agent over a local file bridge with no network port: read every plugin and parameter, set FX values, write automation, and measure a mix move before and after. Every change runs inside a REAPER undo block.
- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) ๐ ๐ ๐ ๐ช ๐ง - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. `npx -y @xavifabregat/spotify-mcp`
- [yonlandwu/chinese-almanac-mcp](https://github.com/yonlandwu/chinese-almanac-mcp) [](https://glama.ai/mcp/servers/yonlandwu/chinese-almanac-mcp) ๐ ๐ ๐ ๐ช ๐ง - Chinese almanac (Tung Shing / ้ๅ) MCP server with NASA JPL solar-term precision: daily almanac readings, 12 hour-pillar luck ratings, solar terms, auspicious-date picking across 8 life activities (wedding, moving, grand opening...), zodiac horoscopes and personal lucky hours. Yi-Ji arbitration follows the 1739 imperial canon *Xie Ji Bian Fang Shu*. `npx -y chinese-almanac-mcp`
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) ๐ โ๏ธ - A MCP server integrating AniList API for anime and manga information
@@ -390,6 +406,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [builditwithgk/repo-cartographer](https://github.com/builditwithgk/repo-cartographer) [](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer) ๐ ๐ ๐ ๐ช ๐ง - Turn any repo into an architecture diagram: deterministic extraction (file tree, JS/TS + Python import graph, frameworks, entry points) that the connected model refines into Mermaid or Graphviz DOT. Doubles as a CLI + GitHub Action enforcing architecture rules (forbidden imports, dependency cycles) with baselines in CI. Install via NPM: `npx -y repo-cartographer`
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) ๐ ๐ ๐ ๐ช ๐ง - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [](https://glama.ai/mcp/servers/cisco-open/network-sketcher) ๐ ๐ ๐ ๐ช ๐ง - Local-first MCP server for AI-driven network design. Creates Cisco-style network master files, L1/L2/L3 topology diagrams, combined HTML viewers, device tables, and AI Context files.
+- [Daksh-create349/Contradiction-MCP](https://github.com/Daksh-create349/Contradiction-MCP) [](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Autonomous cross-source inconsistency & contradiction intelligence engine: audits declared assertions across Kubernetes manifests, READMEs, OpenAPI specs, and Word documents to detect architectural drift. 12 canonical tools, deterministic scoring, and resolution advisory. Install: `npx -y contradiction-mcp`
- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) ๐ ๐ ๐ ๐ช ๐ง - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports `marketing` vs `product` contexts with shared overrides; ships 12 tools, 16+ resources under `brandkit://`, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: `npx -y brandkit-mcp serve`.
- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for AI Diagram Maker โ generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: `npx -y flowzap-mcp`
@@ -406,6 +423,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") โ get an interactive typed diagram with 167 cloud components โ export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0โ100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern โ zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Generate and edit cloud architecture diagrams as native draw.io files. 23 tools: draw from a prompt or from Terraform and Kubernetes manifests, edit an existing diagram in place, pull Well-Architected warnings and repair them one at a time, then export .drawio or SVG. 30 icon packs for AWS, Azure, GCP and Kubernetes. Connect with a browser login, no API key to copy. Install via NPM: `npx -y @diagrams-so/mcp`
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) ๐ โ๏ธ - A complete color workflow over MCP: mix (incl. Kubelka-Munk paint physics), convert formats, generate harmonies, and remember named palettes. Resolves hex, CSS, and custom brand color names, and refuses unknown colors rather than guessing. Hosted, no install: `https://rnvizion-rnv-color-mcp.hf.space/mcp`.
+- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) ๐ ๐ ๐ ๐ช ๐ง - Local MCP (`av_guard`) + CLI architecture gate: after AI edits, diff vs git HEAD for new cross-layer deps / structural changes (Apache-2.0; `npx arch-viewer setup`)
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) ๐ ๐ ๐ ๐ช ๐ง - Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists โ then verify the code implements the contract. Deterministic CI gates (`uxloom check`, `uxloom audit`), one-command setup (`npx uxloom init`).
- [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) ๐ โ๏ธ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL โ instead of pasting back hundreds of lines of prose. Hosted endpoint `https://mcp.diagramzu.ai/mcp` or local `npx -y @diagramzu/mcp`. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and `analyze_diagram` lints.
@@ -419,6 +437,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [davidmosiah/wellness-nourish](https://github.com/davidmosiah/wellness-nourish) [](https://glama.ai/mcp/servers/davidmosiah/wellness-nourish) ๐ ๐ ๐ ๐ช ๐ง - Zero-credential nutrition and hydration MCP server with food search, barcode lookup, meal estimation, intake logs and daily summaries.
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) โ โ๏ธ ๐ ๐ช ๐ง- real-time access to 1000 Genomes Project dataset
- [ericblair1903/nutrients-mcp](https://github.com/ericblair1903/nutrients-mcp) [](https://glama.ai/mcp/servers/ericblair1903/nutrients-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Nutrition analysis from a food photo or a plain-text description. Returns calories, macros, vitamins, minerals, allergens, and dietary flags in about a second. Install via `npx -y nutrients-mcp`.
+- [forever-healthy/evipedia-mcp](https://github.com/forever-healthy/evipedia-mcp) [](https://glama.ai/mcp/servers/forever-healthy/evipedia-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Evidence-based reviews of health & longevity interventions from [evipedia.ai](https://evipedia.ai). Search the catalogue, fetch conclusions/full Markdown/structured metadata (incl. PMIDs), list recent updates, or suggest new interventions. Local via `npx -y evipedia-mcp` or remote HTTP at `https://mcp.evipedia.ai/mcp`. Official registry: `io.github.forever-healthy/evipedia-mcp`.
- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) ๐ โ๏ธ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) ๐ โ๏ธ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [healthchainai/HealthChain](https://github.com/healthchainai/HealthChain) [](https://glama.ai/mcp/servers/healthchainai/HealthChain) ๐ ๐ - Typed, validated FHIR tools for healthcare AI agents โ build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. `pip install healthchain[mcp]`
@@ -446,6 +465,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [](https://glama.ai/mcp/servers/pubspro/pubmed-search) ๐ โ๏ธ - Search PubMed and summarize biomedical literature, designed for AI health agents.
- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [](https://glama.ai/mcp/servers/Rajskij/oura-mcp) ๐ โ๏ธ ๐ - Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with `structuredContent` + `outputSchema` on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm.
+- [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [](https://glama.ai/mcp/servers/sikcapri/superglookoquery) ๐ ๐ โ๏ธ ๐ ๐ช - Clinical audit of Glooko diabetes data (any pump/CGM combination, not just one) inside Claude Desktop: time in range, GMI, trends, enriched bolus/basal analysis, and a device-agnostic capability-discovery architecture that adapts its tool list to whatever your own devices actually report. Ships as a Claude Desktop extension (`.mcpb`).
- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - AlphaFold MCP server integrating AlphaFold DB with eight additional public biomedical data sources, backed by a local SQLite knowledge graph for structural-confidence, variant, disease/phenotype, drug-target, and orthology workflows. `uvx alphafold-sovereign-mcp`
- [smaniches/uniprot-mcp](https://github.com/smaniches/uniprot-mcp) [](https://glama.ai/mcp/servers/smaniches/uniprot-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Auditable UniProt MCP server: 41 tools over the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. `uvx uniprot-mcp-server`
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - An MCP server that provides access to exported data from Apple Health. Data analytics included.
@@ -498,7 +518,9 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Official Firecrawl server with live browser interaction (`firecrawl_interact`) โ navigate, click, type, and scroll on a page before extraction, for JS-heavy or auth-gated sites. Also scrape, crawl, map, search, and extract.
- [fradser/mcp-server-apple-reminders](https://github.com/FradSer/mcp-server-apple-reminders) ๐ ๐ ๐ - An MCP server for interacting with Apple Reminders on macOS
- [freema/firefox-devtools-mcp](https://github.com/freema/firefox-devtools-mcp) ๐ ๐ - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
+- [frsorrentino/chrome-bridge](https://github.com/frsorrentino/chrome-bridge) [](https://glama.ai/mcp/servers/frsorrentino/chrome-bridge) ๐ ๐ ๐ ๐ช ๐ง - MCP server + Chrome extension that drive the user's real, logged-in Chrome over a local WebSocket. 59 token-efficient web-dev tools: compact element refs instead of screenshots, server-side table filtering, visual regression, accessibility/SEO/security audits, network mocking. Also runs on ChromeOS/Crostini.
- [mi60dev/visionaire-engine](https://github.com/mi60dev/visionaire-engine) [](https://glama.ai/mcp/servers/mi60dev/visionaire-engine) ๐ ๐ ๐ ๐ช ๐ง - Design-debugging context for AI agents from a real Chrome: which CSS rule WINS with file:line, blast radius (how many other elements that rule styles) + a scoped-fix selector, WordPress/Elementor origin attribution, interaction timelines, live CSS fix trials, and pixel/alignment/WCAG-contrast audits. No AI inside โ deterministic CDP.
+- [SanggonBoy/PyreCrawl](https://github.com/SanggonBoy/PyreCrawl) [](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl) ๐ ๐ ๐ ๐ช ๐ง - Web browsing superpowers for AI agents: 13 MCP tools (scrape, extract, crawl, map, search, academic papers, batch, research, monitor, session). 3-tier auto-fallback ladder with free Cloudflare bypass, no API keys. Self-hosted Firecrawl alternative.
- [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) ๐ ๐ - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.
- [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [](https://glama.ai/mcp/servers/sh6drack/zen-mcp) ๐ ๐ - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.
- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) ๐ ๐ - Extract structured data from any website. Just prompt and get JSON.
@@ -518,6 +540,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [LvcidPsyche/auto-browser](https://github.com/LvcidPsyche/auto-browser) [](https://glama.ai/mcp/servers/LvcidPsyche/auto-browser) ๐ ๐ ๐ง ๐ ๐ช - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.
- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) ๐ ๐ ๐ - Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari โ navigate, read pages, click elements, fill forms, and manage tabs. No Playwright or WebDriver dependency.
- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) ๐ ๐ - Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index.
+- [maccydee/cute-web-scraper](https://github.com/maccydee/cute-web-scraper) [](https://glama.ai/mcp/servers/maccydee/cute-web-scraper) ๐ ๐ ๐ ๐ช ๐ง - Web scraping with four escalating fetch tiers (httpx, TLS impersonation, Playwright, stealth) that only escalate on a detected block. Returns clean markdown, or saves large scrapes into SQLite tables you query with read-only SQL to keep them out of the context window. 24 tools covering crawls, products, contacts, PDFs and change tracking. MIT, no API key.
- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server exposing 220 browser automation tools across 13 capability tiers. Chrome + Firefox via CDP + BiDi. No Node.js, no Chromium download โ uses your existing browser. Stealth mode, Lighthouse audits, multi-action YAML batching, raw CDP/BiDi access, structured errors with LLM-actionable suggestions.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) ๐ฆ ๐ ๐ ๐ช ๐ง - Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers.
@@ -540,6 +563,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) ๐ ๐ - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
- [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) ๐ ๐ ๐ ๐ช ๐ง - Fetch any web page's HTML (or AI-parsed JSON, or Google results) through the ScrapeUnblocker anti-bot API (Cloudflare, DataDome, PerimeterX, Akamai, Shape), using your own API key. Three tools: `fetch_html`, `fetch_parsed`, `google_search`. Install: `npx -y scrapeunblocker-mcp`.
- [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) ๐ โ๏ธ - Capture webpages as images or PDFs with full-page and element targeting, device and viewport controls, location selection, page interactions, blocking options, and configurable output.
+- [seleniumbase/SeleniumBase](https://github.com/seleniumbase/SeleniumBase) [](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase) ๐ ๐ ๐ ๐ช ๐ง - A Python-based MCP server for browser automation, testing, and bypassing bot-detection using SeleniumBase CDP Mode with a Chromium browser. The `solve_captcha` tool can handle CAPTCHAs that expect a click.
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) ๐ ๐ ๐ ๐ช ๐ง - Python MCP server for Selenium WebDriver โ 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed.
- [serkan-ozal/browser-devtools-mcp](https://github.com/serkan-ozal/browser-devtools-mcp) ๐ - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [](https://glama.ai/mcp/servers/Silbercue/public-browser) ๐ ๐ ๐ ๐ ๐ช ๐ง - Chrome automation over raw CDP โ no Playwright, no extension bridge, no single-tab limit. Accessibility-tree refs cached across calls survive rerenders, so a page snapshot costs 1,124 chars against Playwright MCP's 6,084. Server-side plan executor runs multi-step flows in one tool call. Ships a Python API for LLM-free scripting. MIT.
@@ -549,6 +573,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) ๐๏ธ ๐ โ๏ธ - Deal with Cloudflare Turnstile from an agent. `inspect_page` reports whether a page actually uses Turnstile and what its sitekey is โ free, no API key โ so the agent can look before it acts, and it says plainly when a page carries reCAPTCHA or hCaptcha instead, or is a full-page Cloudflare interstitial rather than an embedded widget. `solve_turnstile` and `get_solve` clear the challenge and return a token when one is genuinely needed. `npx -y solvegate-mcp`
- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) ๐ ๐ ๐ ๐ช ๐ง - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image.
- [sylin-org/ghostlight](https://github.com/sylin-org/ghostlight) [](https://glama.ai/mcp/servers/sylin-org/ghostlight) ๐ฆ ๐ ๐ช ๐ง - Visible local browser automation in the signed-in Chromium profile you already use, with useful recovery and optional policy and audit.
+- [trueoriginlabs/vibatchium](https://github.com/trueoriginlabs/vibatchium) [](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium) ๐ ๐ ๐ง - Self-hosted stealth browser automation for unattended agents. Drives real consumer Chrome via Patchright, holding N parallel persistent logged-in profiles on one daemon so sessions survive across runs. Encrypted credential vault with TOTP and IMAP email-code 2FA, a renderer-free TLS-impersonating fetch lane that reuses session cookies, token-frugal page extraction, and prompt-injection scanning on by default.
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) ๐ โ๏ธ - Screenshot API for AI agents โ capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) ๐ โ๏ธ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included.
- [vincentvella/devloop](https://github.com/vincentvella/devloop) [](https://glama.ai/mcp/servers/vincentvella/devloop) ๐ ๐ ๐ ๐ช ๐ง - Drives a browser (or a native Expo/React Native app on iOS/Android) and your dev server onto one correlated timeline, so a browser console error and the backend stack trace from the same moment line up. Includes `repro` action sequences, a unified log/network query API, and an Electron cockpit.
@@ -565,6 +590,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) ๐ ๐ - Governed Kubernetes operations (k3s/EKS/GKE/AKS) โ workloads, batch jobs, config, storage, networking, and rollout management (55 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
+- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [](https://glama.ai/mcp/servers/dockndevai/mcp-oci) ๐ ๐ ๐ ๐ช ๐ง - Oracle Cloud (OCI) live resource discovery, dependency mapping & reproducible Terraform generation โ read-only and secret-redacting. `npx -y @dockndevai/mcp-oci`
- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [](https://glama.ai/mcp/servers/dockndevai/mcp-azure) ๐ ๐ ๐ ๐ช ๐ง - Azure Resource Manager inventory, tags, VM power & lifecycle โ governed with subscription/resource-group allowlists, protected groups, location allowlist, delete gating, and typed confirmation. `npx -y @dockndevai/mcp-azure`
- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) ๐๏ธ ๐ ๐ ๐ ๐ง - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [](https://glama.ai/mcp/servers/adiosdotdev/mcp) ๐ โ๏ธ - Official Adios MCP server for managing workspaces, previews, builds, logs, services, and production deployments.
@@ -600,6 +626,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) ๐ โ๏ธ/๐ - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- [friendlygeorge/docker-mcp-server](https://github.com/friendlygeorge/docker-mcp-server) [](https://glama.ai/mcp/servers/friendlygeorge/docker-mcp-server) ๐ ๐ - Docker container management for AI agents โ health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop.
- [frndchagas/coolify-mcp](https://github.com/frndchagas/coolify-mcp) [](https://glama.ai/mcp/servers/frndchagas/coolify-mcp) ๐ ๐ - Manage Coolify (self-hosted PaaS): deploy with verified builds, diagnose apps by name or domain, databases with backup schedules (8 engines), offline docs search, and human-confirmed destructive operations. 65 tools generated from the official OpenAPI spec.
+- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) ๐ โ๏ธ - Access Cloudeval project context and reports for cloud evaluations and reviews. Supports Azure and static AWS CloudFormation evaluation (beta); includes a read-only toolset and requires authentication.
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) ๐๏ธ โ๏ธ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) ๐ โ๏ธ/๐ - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - ๐๏ธ๐๏ธโ๏ธ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
@@ -616,8 +643,8 @@ Cloud platform service integration. Enables management and interaction with clou
- [john-broadway/proximo](https://github.com/john-broadway/proximo) [](https://glama.ai/mcp/servers/john-broadway/proximo) ๐ ๐ - All four Proxmox surfaces โ VE, Backup Server, Mail Gateway, Datacenter Manager โ plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. `uvx proximo-proxmox`
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ๐ โ๏ธ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [kaka-milan-22/kops](https://github.com/kaka-milan-22/kops) [](https://glama.ai/mcp/servers/kaka-milan-22/kops) ๐ ๐ - Read-only `kubectl` for Claude Code: returns structured JSON, hardcoded safe verbs (no mutation path even with malicious input), Secret/ConfigMap values never returned, plus one-shot cluster triage & inventory.
-- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) ๐ โ๏ธ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
- [krovacloud/krova-node](https://github.com/krovacloud/krova-node) [](https://glama.ai/mcp/servers/krovacloud/krova-node) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Provision and manage Krova Cloud Cubes โ Firecracker microVMs with their own kernel, full root access, and no public IP until you open a port โ plus custom domains, TCP port mappings, and snapshots. Billed by the minute. Install with `npx -y @krovacloud/mcp`.
+- [shiped-app/shiped-mcp](https://github.com/shiped-app/shiped-mcp) [](https://glama.ai/mcp/servers/shiped-app/shiped-mcp) โ๏ธ - Deploy AI-generated HTML/CSS/JS to an instant public HTTPS URL from any MCP agent (Claude Code, Codex, Cursor, Kiro, Copilot). Remote HTTP MCP endpoint with OAuth 2.1 device-flow login โ no API key to mint or store.
- [L337-org/docker-mcp](https://github.com/L337-org/docker-mcp) [](https://glama.ai/mcp/servers/L337-org/docker-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 156 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources.
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) ๐๏ธ ๐ โ๏ธ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
- [joachimBrindeau/domain-mcp](https://github.com/joachimBrindeau/domain-mcp) [](https://glama.ai/mcp/servers/joachimBrindeau/domain-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers, and aftermarket through 10 AI-friendly composite tools. Install with `npx -y domain-mcp`.
@@ -641,6 +668,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) ๐ โ๏ธ - Manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE.
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) ๐ โ๏ธ - AWS S3 operations โ list buckets, browse objects, upload/download files, and generate presigned URLs.
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) ๐ ๐/๐ง โ๏ธ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting
+- [plopino/plopino-mcp](https://github.com/plopino/plopino-mcp) [](https://glama.ai/mcp/servers/plopino/plopino-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Publish a page, a file, or a folder to a public URL. Two tools: `publish_html` for content written in the chat, and `publish_path` for something already on disk โ folder structure preserved, no need to zip first. Publishing is anonymous by default; no account or API key required. `npx -y plopino`
- [Poiuyhje/eqvps-mcp](https://github.com/Poiuyhje/eqvps-mcp) [](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp) ๐ โ๏ธ - No-KYC crypto-paid VPS that AI agents rent and fully operate over MCP: discover plans, register programmatically (no human, OTP or KYC), pay with USDC/USDT on Base or Ethereum, then provision and control the VPS โ power, hostname, root-password reset, reinstall, metrics, cancellation and operator delegation. Hosted remote server at `mcp.eqvps.com` (Streamable HTTP).
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) ๐๏ธ โ๏ธ/๐ - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) ๐ ๐ - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. ๐๐
@@ -700,6 +728,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [asif-nvc/e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp) [](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Connect Claude Code with E2B cloud sandboxes โ 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine.
- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) ๐๏ธ โ๏ธ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
- [dagger/container-use](https://github.com/dagger/container-use) ๐๏ธ ๐ ๐ง ๐ ๐ช - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
+- [fstandhartinger/sandbox-as-a-service-mcp](https://github.com/fstandhartinger/sandbox-as-a-service-mcp) ๐๏ธ ๐ โ๏ธ โ Give an agent a real Linux VM: run commands, move files, expose a preview URL, destroy it. Own kernel and dedicated VM per sandbox, never shared with another tenant, so untrusted model-generated code stays contained. [](https://glama.ai/mcp/servers/fstandhartinger/sandbox-as-a-service-mcp)
- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) ๐ โ๏ธ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"
- [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) ๐ ๐ โ A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
- [ksterx/srunx](https://github.com/ksterx/srunx) [](https://glama.ai/mcp/servers/ksterx/srunx) ๐ ๐ ๐ง ๐ - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
@@ -755,6 +784,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) ๐ ๐ - Run any command with `run_command` and `run_script` tools.
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) ๐ฆ ๐ - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) ๐ ๐ ๐ ๐ช ๐ง - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
+- [TheBlueHouse75/hermes-action-bridge](https://github.com/TheBlueHouse75/hermes-action-bridge) [](https://glama.ai/mcp/servers/TheBlueHouse75/hermes-action-bridge) ๐ ๐ ๐ ๐ช ๐ง - Delegate real-world actions from Claude Code, Codex, or any MCP client to [Hermes Agent](https://hermes-agent.nousresearch.com/docs) โ research, browser workflows, messaging, scheduling, and Hermes skills/tools โ instead of reimplementing them in the coding agent. Conservative safety policy downgrades risky `execute` to `request-approval`; small surface (`hermes_run`, `hermes_plan`, `hermes_presets`, `hermes_status`). MIT.
- [irskep/persistproc](https://github.com/irskep/persistproc) ๐ ๐ - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
- [jigyasudham/veto](https://github.com/jigyasudham/veto) [](https://glama.ai/mcp/servers/jigyasudham/veto) ๐ ๐ ๐ ๐ช ๐ง - A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions.
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) ๐ โ๏ธ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites.
@@ -799,6 +829,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [umum-ai/claude-codex-bridge](https://github.com/umum-ai/claude-codex-bridge) [](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge) ๐ ๐ - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering, and saved session continuation.
- [VertexStudio/developer](https://github.com/VertexStudio/developer) ๐ฆ ๐ ๐ ๐ช ๐ง - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
- [VibeKit-Bot/vibekit-mcp](https://github.com/VibeKit-Bot/vibekit-mcp) [](https://glama.ai/mcp/servers/VibeKit-Bot/vibekit-mcp) ๐ โ๏ธ - MCP server for VibeKit. Lets an LLM in Claude Desktop, Cursor, or any MCP client build, deploy, and manage hosted apps and chat with each app's persistent server-side agent (every app gets its own agent and a live URL). Not to be confused with the unrelated `superagent-ai/vibekit` SDK.
+- [VoDaiLocz/kilo-kit-mcp](https://github.com/VoDaiLocz/kilo-kit-mcp) [](https://glama.ai/mcp/servers/VoDaiLocz/kilo-kit-mcp) ๐ ๐ ๐ ๐ช ๐ง - All-in-one 24-tool MCP runtime and 180-skill library providing protocol-level C4 workflow gates, hard-gated command execution with security guardrails, and cognitive reasoning engines (Tree of Thoughts DAG, Red-Team Grilling, 5-Whys Root Cause Tracer, Context Compactor, Self-Evolution) for coding agents across Antigravity, Cursor, Windsurf, Claude Code, and Codex.
- [wende/cicada](https://github.com/wende/cicada) ๐ ๐ ๐ ๐ช ๐ง - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) ๐ ๐ ๐ ๐ช ๐ง - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
- [wulun811/LiuHe](https://github.com/wulun811/LiuHe) [](https://glama.ai/mcp/servers/wulun811/LiuHe) ๐ฆ ๐ ๐ - LLM-native code tools: 44 MCP tools for reading, understanding and modifying code (Rust tree-sitter parser + SQLite index + transactional writes). Repo map in 98ms, 128 concurrent under 512MB with zero OOM.
@@ -835,6 +866,7 @@ Run commands, capture output and otherwise interact with shells and command line
- [zb-ss/servonaut](https://github.com/zb-ss/servonaut) [](https://glama.ai/mcp/servers/@zb-ss/servonaut) ๐ ๐ ๐ ๐ง - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 โ with readonly/standard/dangerous guard tiers and a JSONL audit trail.
- [blinkingbit-oss/execkit](https://github.com/blinkingbit-oss/execkit) [](https://glama.ai/mcp/servers/blinkingbit-oss/execkit) ๐ฆ ๐ ๐ ๐ง - Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript.
- [Easton-OU/rootpilot-mcp](https://github.com/Easton-OU/rootpilot-mcp) [](https://glama.ai/mcp/servers/Easton-OU/rootpilot-mcp) ๐ ๐ ๐ ๐ช ๐ง - Safe, read-only SSH diagnostics for Linux/Docker servers: a fixed 38-command whitelist (no arbitrary execution), secret redaction, per-command timeouts. Collects evidence; your model does the reasoning. `npx @rootpilot/mcp-ssh-diagnose`
+- [tarides/sudo-proxy](https://github.com/tarides/sudo-proxy) [](https://glama.ai/mcp/servers/tarides/sudo-proxy) ๐ฆ ๐ ๐ง - Run privileged, mutating commands โ locally or over SSH โ with a mandatory single-keypress human approval on every one. The model calls `execute`; a TUI Y/N prompt gates the command, then `sudo` escalates, and no password is ever stored. Sanitized env allowlist, no-shell `argv` execution, replay protection, and audit logging. `cargo install sudo-proxy`.
### ๐ฌ Communication
@@ -846,8 +878,10 @@ Integration with communication platforms for message management and channel oper
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [](https://glama.ai/mcp/servers/agenticmail/agenticmail) ๐ ๐ ๐ ๐ช ๐ง - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox โ all from your machine, no third-party email API. Install with `npx @agenticmail/mcp`.
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) ๐ ๐ฌ - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
- [Albretsen/MCPEmails](https://github.com/Albretsen/MCPEmails) [](https://glama.ai/mcp/servers/Albretsen/MCPEmails) ๐ โ๏ธ - Hosted email MCP server for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox. 11 action-based tools to read, search, send, organize, draft, schedule and auto-triage mail. Streamable HTTP at `https://mcpemails.com/api/mcp`, OAuth 2.0 with PKCE or scoped API keys, mail fetched live and never stored. Docs at https://mcpemails.com/docs.
+- [andrewchmr/mxprobe](https://github.com/andrewchmr/mxprobe) [](https://glama.ai/mcp/servers/andrewchmr/mxprobe) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Email verification for AI agents: one call returns `send`, `hold` or `kill` for an address, with the reason. The free DNS tier runs locally with no key; the hosted SMTP probe costs 9 USD per 10,000 checks. Signup and credits are API calls too, so an outreach agent provisions itself (no dashboard, no CAPTCHA). `npx -y mxprobe mcp`
- [anypost/emailmd](https://github.com/anypost/emailmd) [](https://glama.ai/mcp/servers/anypost/emailmd) ๐ โ๏ธ ๐ - Write and preview emails from your assistant. Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link. Hosted with no API key, or run it locally with `npx emailmd mcp`.
- [arbengine/mailbox-mcp](https://github.com/arbengine/mailbox-mcp) [](https://glama.ai/mcp/servers/arbengine/mailbox-mcp) ๐ โ๏ธ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
+- [Atomic-Mail/atomic-mail-agentic](https://github.com/Atomic-Mail/atomic-mail-agentic) [](https://glama.ai/mcp/servers/Atomic-Mail/atomic-mail-agentic) โ๏ธ - Email built for AI agents. Hosted MCP server ([atomicmail.ai](https://atomicmail.ai)) with autonomous inbox registration via proof-of-work (no email verification, domain, or card), custom domain support, and full send/receive over the open JMAP standard (RFC 8620/8621).
- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) ๐ โ๏ธ ๐ - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation.
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) ๐ โ๏ธ ๐ - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
- [Beltran12138/wecom-docs-mcp-server](https://github.com/Beltran12138/wecom-docs-mcp-server) [](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server) ๐ ๐ ๐ช ๐ง - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap โ existing WeCom MCP servers only support webhook messaging.
@@ -859,6 +893,7 @@ Integration with communication platforms for message management and channel oper
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) ๐๏ธ ๐ - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) ๐ ๐ - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
- [Choppaaahh/sendgrid-mcp-secure](https://github.com/Choppaaahh/sendgrid-mcp-secure) [](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure) ๐ ๐ - Security-first SendGrid MCP server: recipient/domain allowlists, send caps per time window, review-mode, audit log, and no silent BCC (off at the server, not a caller argument). Hardened against the postmark-mcp BCC-exfil incident class.
+- [churichard/fluxmail](https://github.com/churichard/fluxmail) [](https://glama.ai/mcp/servers/churichard/fluxmail) ๐๏ธ ๐ โ๏ธ ๐ - Self-hosted email MCP server for Gmail, Microsoft 365, Outlook.com, and IMAP/SMTP. It can read, search, draft, send, schedule, and organize mail, with permission profiles for each client.
- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [](https://glama.ai/mcp/servers/joansongjr/clawaimail) ๐ โ๏ธ ๐ ๐ช ๐ง - Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with `npx clawaimail-mcp`.
- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud.
- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [](https://glama.ai/mcp/servers/cometchat/docs-mcp) ๐๏ธ ๐ โ๏ธ - CometChat's official MCP server โ searches CometChat documentation and returns curated implementation bundles for adding real-time chat, voice, video, and moderation to your app (React, React Native, Flutter, iOS, Android, JS SDK).
@@ -867,6 +902,7 @@ Integration with communication platforms for message management and channel oper
- [desek/outlook-local-mcp](https://github.com/desek/outlook-local-mcp) [](https://glama.ai/mcp/servers/desek/outlook-local-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local-first Microsoft Outlook MCP server (calendar + mail via Microsoft Graph). Single Go binary, stdio transport, OS-keychain token storage, multi-account. 4 aggregate domain tools (`calendar`, `mail`, `account`, `system`) with progressive disclosure via a `help` verb to keep cold-start schema small.
- [dialgoodian/clawdcall-mcp](https://github.com/dialgoodian/clawdcall-mcp) [](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp) ๐๏ธ ๐ โ๏ธ - Let AI agents place consent-based outbound phone calls and retrieve transcripts, summaries, and outcomes. Use the hosted Streamable HTTP server or install with `npx -y clawdcall-mcp`.
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ฌ ๐ ๐ช ๐ง - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
+- [dockndevai/mcp-outlook](https://github.com/dockndevai/mcp-outlook) [](https://glama.ai/mcp/servers/dockndevai/mcp-outlook) ๐ ๐ ๐ ๐ช ๐ง - Safe-by-default Microsoft Outlook mail server (Microsoft Graph). Read, search, draft, send, reply, forward and organize email. Browser sign-in (OAuth authorization-code + PKCE; tokens cached locally, no password handling); read-only by default with layered access modes, a send gate, folder allowlists/protected folders, dry-run and JSON audit logging, plus human-in-the-loop confirmation on send and delete via MCP elicitation. `npx -y @dockndevai/mcp-outlook`.
- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) ๐ โ๏ธ - Email read tracking via Gmail. Send tracked emails, check if they were opened with open count, device, and timing.
- [csitte/mailwarden](https://github.com/csitte/mailwarden) [](https://glama.ai/mcp/servers/csitte/mailwarden) ๐ ๐ ๐ ๐ช ๐ง - Native Gmail MCP server with full mailbox control โ search, read, label, archive, trash, download attachments, and the feature no other Gmail server ships: snooze threads until a date. Every call hits the live Gmail API (no synced index that silently misses mail). Install with `npx -y mailwarden`.
- [drsound/markdown-to-whatsapp](https://github.com/drsound/markdown-to-whatsapp) [](https://glama.ai/mcp/servers/drsound/markdown-to-whatsapp) ๐ ๐ ๐ ๐ช ๐ง - Convert Markdown into WhatsApp's formatting, so agent output renders as bold, lists and quotes instead of showing raw asterisks. Tables become monospace boxes sized to the reader's bubble width, degrading through padding removal, compact borders and word wrapping before falling back to a list. No API key, runs locally with `npx markdown-to-whatsapp mcp`.
@@ -878,6 +914,7 @@ Integration with communication platforms for message management and channel oper
- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) ๐ โ๏ธ - Instagram creator toolkit MCP with 16 tools: Reels / video / Story / carousel / photo / profile-pic downloaders, Reels-to-MP3 audio extractor, engagement health check + weighted engagement-rate calculator, live hashtag search + 25 curated niches + creator hashtag audit, 900 Reels hook templates by niche and country, 22 Unicode font styles, best-time-to-post for 17 markets (Buffer 2026 verified data), and a 750-date 2026 content calendar with per-market playbooks. Wraps instapdown.com public API โ no auth required.
- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) ๐ โ๏ธ - X (Twitter) creator toolkit MCP with 14 tools: tweet download (video/GIF/image/full archive), curated hashtags by niche, best posting times by country, viral hook formulas, engagement & ads-revenue calculators, thread splitter, character counter, advanced-search URL builder, fancy Unicode bio generator, viral patterns lookup, and the full 2026 search-operator cheatsheet. Uses X's public syndication endpoint โ no auth, no rate limits on curated data.
- [flovoice53-tech/sms-florin-mcp](https://github.com/flovoice53-tech/sms-florin-mcp) [](https://glama.ai/mcp/servers/flovoice53-tech/sms-florin-mcp) ๐ โ๏ธ - Rent real UK phone numbers (EE/Three SIM cards, not VoIP) and receive SMS/OTP codes for WhatsApp, Telegram, Google, Discord, and more. 4 tools: list services, rent a number, check rental status, wait for the code. Install: `npx -y sms-florin-mcp`.
+- [gambot-ai/gambot-mcp](https://github.com/gambot-ai/gambot-mcp) [](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp) ๐ โ๏ธ - Official Gambot WhatsApp Business API server โ send WhatsApp messages & templates and manage CRM: contacts, leads, cases, tasks, quotes, invoices, orders, forms, e-signatures, documents and campaigns. Meta-approved Cloud API. Install: `npx -y gambot-mcp` (set `GAMBOT_TOKEN`).
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) ๐ โ๏ธ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
- [getpoststack/mcp](https://github.com/getpoststack/mcp) [](https://glama.ai/mcp/servers/getpoststack/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - EU-hosted email API exposed as MCP tools โ send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). `npx -y @poststack.dev/mcp`.
@@ -894,6 +931,7 @@ Integration with communication platforms for message management and channel oper
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) ๐ ๐ฌ - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
- [ictinnovations/ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for ICTPBX, a multi-tenant IP PBX built on ICTCore and FreeSWITCH. Reports PBX statistics and lists extensions, DIDs, providers and tenants over the ICTCore REST API. Entirely read-only: there are no write tools to gate, so it cannot change PBX configuration at all. Zero-install via `npx -y ictpbx-mcp`.
- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for Asterisk and FreeSWITCH. Reads live PBX state over AMI and ESL: registered extensions, active channels, trunk and SIP peer status, dialplan lookups and call history. Read-only by default, and write tools are never registered with the model at all unless `PBX_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y pbx-mcp`.
+- [ictinnovations/ictbroadcast-mcp](https://github.com/ictinnovations/ictbroadcast-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for ICTBroadcast, a voice, SMS and fax broadcasting and call centre platform. Lists campaigns and reads their live status, totals and per-call results including answer, machine detection and do-not-call outcomes. Starting and stopping a campaign places live calls, so those two tools are only registered when `ICTBROADCAST_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y ictbroadcast-mcp`.
- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) ๐๏ธ โ๏ธ - Send SMS, query delivery reports, manage senders / blacklists, register and check ฤฐYS (Turkish messaging consent registry) records through the [iletiMerkezi](https://www.iletimerkezi.com) BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: `npx -y @iletimerkezi/mcp-server`.
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) ๐ ๐ ๐ - Fast MCP server for Apple Mail โ 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) ๐ โ๏ธ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
@@ -905,6 +943,7 @@ Integration with communication platforms for message management and channel oper
- [parasxos/apple-mail-mcp](https://github.com/parasxos/apple-mail-mcp) [](https://glama.ai/mcp/servers/parasxos/apple-mail-mcp) ๐ ๐ ๐ - Full-featured MCP server for Apple Mail. Indexed search over 300k+ message mailboxes in milliseconds, full-text body search with Exchange backfill, verified multi-identity sending (SMTP/Keychain, SSH bastion, pipe), server-side scheduled sends with cancel, reviewed plan-then-apply triage, and a local audit ledger. 21 tools, frozen v1 wire contract.
- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) ๐ ๐ - Unofficial Proton Mail MCP server โ send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG.
- [shahabazdev/inxmail-mcp](https://github.com/shahabazdev/inxmail-mcp) [](https://glama.ai/mcp/servers/shahabazdev/inxmail-mcp) ๐ โ๏ธ - Manage Inxmail Commerce transactional emails โ events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
+- [shichuanqiong/AgoraDM](https://github.com/shichuanqiong/AgoraDM) [](https://glama.ai/mcp/servers/shichuanqiong/AgoraDM) ๐ โ๏ธ - DM / IM layer for AI agents over the A2A 1.0 protocol: give your assistant an inbox, a friend list, group threads, and per-friend persistent memory to message other people's agents in real time โ with SSE wake daemons so it answers while you're away. `pip install agoradm-mcp`.
- [TheSameAbramovych/qmailing-mcp-server](https://github.com/TheSameAbramovych/qmailing-mcp-server) [](https://glama.ai/mcp/servers/TheSameAbramovych/qmailing-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
- [radmail-ai/radmail-mcp](https://github.com/radmail-ai/radmail-mcp) [](https://glama.ai/mcp/servers/radmail-ai/radmail-mcp) โ๏ธ ๐ - Email operating system for agents: a `search` tool to find the one message by sender/subject/content (no filesystem grep), two-axis triage (importance ร urgency), an explainable "Right Now" lane, commitment follow-through, and reviewable drafts. A machine-verifiable hard-stop keeps money/banking-change/first-contact human-only (BEC defense). Zero-auth HTTP sandbox at radmail.ai/api/mcp/sandbox โ no account, no key.
- [rchanllc/joltsms-mcp-server](https://github.com/rchanllc/joltsms-mcp-server) [](https://glama.ai/mcp/servers/@rchanllc/joltsms-mcp-server) ๐ โ๏ธ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
@@ -925,6 +964,7 @@ Integration with communication platforms for message management and channel oper
- [krystiangw/meet-live-assist-extension](https://github.com/krystiangw/meet-live-assist-extension) [](https://glama.ai/mcp/servers/krystiangw/meet-live-assist-extension) ๐ ๐ ๐ ๐ช ๐ง - Puts the agent you already run inside a live Google Meet or Zoom call. A Chrome extension reads the on-screen captions, a local server hands them over MCP, and the agent answers in a side panel while people are still talking, posts to the meeting chat, and reads screenshots of a shared screen. Transcripts and screenshots are files on your own disk; there is no hosted service and no account. Needs an MCP client attached - Claude Code is the tested one. Install with `npx meet-live-assist-server`.
- [lanchuske/local-mcp](https://github.com/lanchuske/local-mcp-releases) [](https://glama.ai/mcp/servers/lanchuske/local-mcp-releases) ๐ ๐ ๐ - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac โ no cloud, no tokens, no API keys.
- [leshchenko1979/fast-mcp-telegram](https://github.com/leshchenko1979/fast-mcp-telegram) [](https://glama.ai/mcp/servers/leshchenko1979/fast-mcp-telegram) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design
+- [lettio-eu/mcp](https://github.com/lettio-eu/mcp) [](https://glama.ai/mcp/servers/lettio-eu/mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Private, EU-hosted email for AI agents over the open JMAP standard. Read, search, reply in-thread, organize and send from your own mailbox. Hosted remote server with OAuth at `https://mcp.lettio.eu/mcp`, or run locally via `npx -y @lettio/mcp`. Sending is pinned to the signed-in mailbox, so an agent can never send from another address.
- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) ๐ ๐๏ธ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
- [liuboacean/agent-comm-hub](https://github.com/liuboacean/agent-comm-hub) [](https://glama.ai/mcp/servers/liuboacean/agent-comm-hub) ๐ ๐ ๐ ๐ช ๐ง - Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source.
- [nakulben/whatsapp-mcp](https://github.com/nakulben/whatsapp-mcp) [](https://glama.ai/mcp/servers/nakulben/whatsapp-mcp) ๐ โ๏ธ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client.
@@ -970,7 +1010,9 @@ Integration with communication platforms for message management and channel oper
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) ๐ โ๏ธ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
- [sounny/sounnyforms-mcp](https://github.com/sounny/sounnyforms-mcp) [](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Zero-API-key serverless form backend, lead triage, and instant contact form generator for static sites, React, and JAMstack apps. Install with `npx -y sounnyforms-mcp`.
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) ๐ โ๏ธ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
+- [tecnologicachile/mail-mcp](https://github.com/tecnologicachile/mail-mcp) [](https://glama.ai/mcp/servers/tecnologicachile/mail-mcp) ๐ฆ โ๏ธ ๐ ๐ช ๐ง - Full-stack email MCP server in Rust: IMAP, SMTP, Exchange Web Services, and Microsoft Graph in one binary, with OAuth2 and multi-account support. Read, search, send, reply, forward, bulk operations, and attachment download to disk, plus server-side guardrails that reject malformed LLM tool calls.
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
+- [liagha/termgram](https://github.com/liagha/termgram) [](https://glama.ai/mcp/servers/liagha/termgram) ๐ฆ ๐ ๐ ๐ช ๐ง - MTProto Telegram from your terminal: CLI for messages, media and contacts, an MCP server that pushes server-to-client notifications when new messages land, and an SSE stream for external consumers.
- [textbee/textbee-mcp](https://github.com/textbee/textbee-mcp) [](https://glama.ai/mcp/servers/textbee/textbee-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Send and read SMS through your own Android phone via textbee.dev, the open-source SMS gateway. Three tools: send_sms, get_messages (replies, codes, delivery status), list_devices. Self-hosted friendly. `npx -y @textbee/mcp`
- [timkulbaev/mcp-gmail](https://github.com/timkulbaev/mcp-gmail) [](https://glama.ai/mcp/servers/timkulbaev/mcp-gmail) ๐ โ๏ธ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions.
- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [](https://glama.ai/mcp/servers/tlennon-ie/neurodock) ๐ ๐ โ๏ธ - Local-first cognitive substrate for neurodivergent professionals: a translator for corporate ambiguity, a planner, and a guardrail that declines to amplify rumination, hyperfocus, or sycophancy. Hosted stateless tools over OAuth.
@@ -1029,6 +1071,7 @@ Provides access to customer profiles inside of customer data platforms
- [echoloc-ai/echoloc-mcp](https://github.com/echoloc-ai/echoloc-mcp) [](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp) ๐๏ธ ๐ โ๏ธ - Company technographics from hiring data: search 760K+ companies by the technologies they use with direction of change (adopting / replacing / evaluating), enrich any domain with firmographics and hiring signals, and browse a 10,000+ technology catalog. Free tier, remote server at api.echoloc.ai/mcp.
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) ๐ ๐ - Generate visual charts using [Apache ECharts](https://echarts.apache.org) with AI MCP dynamically.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) ๐ ๐ - Generate [mermaid](https://mermaid.js.org/) diagram and chart with AI MCP dynamically.
+- [ictinnovations/ictcrm-mcp](https://github.com/ictinnovations/ictcrm-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictcrm-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for ICTCRM, an open source CRM with built-in telephony. Reads contact groups by default. Creating and deleting contacts, and adding them to a calling campaign, are only registered when `ICTCRM_MCP_ALLOW_WRITE=true`, so a default install cannot enrol anyone into an outbound campaign. Zero-install via `npx -y ictcrm-mcp`.
- [iaptic/mcp-server-iaptic](https://github.com/iaptic/mcp-server-iaptic) ๐๏ธ ๐ โ๏ธ - Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.
- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) ๐ โ๏ธ - Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources โ ask a question in Claude or Cursor, get an interactive HTML report.
- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) ๐ โ๏ธ - Scores a company against a weighted ideal customer profile, returning a 0-100 score, A/B/C tier, and per-signal breakdown.
@@ -1044,6 +1087,7 @@ Provides access to customer profiles inside of customer data platforms
Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
+- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) ๐ ๐ ๐ ๐ช ๐ง - Percona Operator for PostgreSQL: manage PostgreSQL + PgBouncer clusters, connection pooling, PostgreSQL tuning, backups/PITR, DR & major upgrades โ safe-by-default access modes, cluster allowlists, protected clusters, restore/upgrade/delete gating, and typed confirmation. `npx -y @dockndevai/mcp-percona-pg`
- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) ๐ ๐ ๐ ๐ช ๐ง - ClickHouse schema exploration, analytical queries & management โ every statement classified read/write/destructive and gated by access mode, with row caps and audit. `npx -y @dockndevai/mcp-clickhouse`
- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) ๐ ๐ - Governed PostgreSQL DBA operations โ slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - ๐ โ๏ธ ๐๏ธ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQLยฎ, Apache Kafkaยฎ, ClickHouseยฎ and OpenSearchยฎ services
@@ -1051,6 +1095,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) โ ๐ โ๏ธ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
- [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) ๐ โ๏ธ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).
- [andyWang1688/sql-query-mcp](https://github.com/andyWang1688/sql-query-mcp) [](https://glama.ai/mcp/servers/andyWang1688/sql-query-mcp) ๐ ๐ - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection.
+- [antonorlov/mcp-postgres-server](https://github.com/antonorlov/mcp-postgres-server) [](https://glama.ai/mcp/servers/antonorlov/mcp-postgres-server) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - PostgreSQL over MCP, including databases behind an SSH bastion.
- [appwrite/mcp](https://github.com/appwrite/mcp) [](https://glama.ai/mcp/servers/appwrite/mcp) ๐๏ธ ๐ โ๏ธ - Official Appwrite MCP server. Connect via hosted OAuth at `https://mcp.appwrite.io/` (no API keys) or self-host with a project API key to manage databases, auth, users, functions, storage, messaging, and more.
- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) ๐๏ธ โ ๐ - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.
- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [](https://glama.ai/mcp/servers/Arun-kc/schemabrain) ๐ ๐ ๐ ๐ช ๐ง - Read-only trust layer for Postgres: the agent never writes SQL โ twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain.
@@ -1097,6 +1142,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [hydrolix/mcp-hydrolix](https://github.com/hydrolix/mcp-hydrolix) ๐๏ธ ๐ โ๏ธ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) ๐ โ๏ธ ๐ - Run queries against InfluxDB OSS API v2.
- [InfluxData/influxdb3_mcp_server](https://github.com/influxdata/influxdb3_mcp_server) ๐๏ธ ๐ ๐ โ๏ธ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
+- [igorolv/jdbc-mcp-server](https://github.com/igorolv/jdbc-mcp-server) [](https://glama.ai/mcp/servers/igorolv/jdbc-mcp-server) โ ๐ ๐ ๐ช ๐ง - Read-only access to PostgreSQL, Oracle, and SQL Server for AI agents: schema discovery, query validation, execution plans, benchmarking, and index/statistics analysis. JDBC drivers bundled.
- [izzzzzi/izTolkMcp](https://github.com/izzzzzi/izTolkMcp) [](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) ๐ ๐ - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.
- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) ๐ โ๏ธ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) โ โ๏ธ ๐ - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
@@ -1140,6 +1186,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) ๐ ๐ - Inspect and operate Redis-backed job queues (Asynq and BullMQ): per-state counts, job detail with decoded payload and last error, and faithful retry/delete running each library's own scripts. Read-only mode for production.
- [redis/mcp-redis](https://github.com/redis/mcp-redis) ๐ ๐ - The Redis official MCP Server offers an interface to manage and search data in Redis.
- [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) ๐ ๐ ๐ ๐ช ๐ง - Query PostgreSQL, MySQL, Redshift and SQL Server over verified SSH / AWS SSM tunnels, with read-only enforcement, confined file exports, and pluggable secret providers (env, Vault, AWS Secrets Manager, RDS IAM). Published on the official MCP Registry.
+- [Rufflet/mysql-legacy-mcp](https://github.com/Rufflet/mysql-legacy-mcp) [](https://glama.ai/mcp/servers/@Rufflet/mysql-legacy-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for legacy MySQL 5.0โ5.6: schema inspection and SELECT by default, with opt-in INSERT/UPDATE/DELETE/DDL. Live-verified against MySQL 5.0โ8.0. `npx -y mysql-legacy-mcp`
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) ๐ ๐ - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
- [narekmalk/safedb-mcp](https://github.com/narekmalk/safedb-mcp) [](https://glama.ai/mcp/servers/narekmalk/safedb-mcp) โ๏ธ ๐ - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs.
- [s2-streamstore/s2-sdk-typescript](https://github.com/s2-streamstore/s2-sdk-typescript) ๐๏ธ ๐ โ๏ธ - Official MCP server for the S2.dev serverless stream platform.
@@ -1170,6 +1217,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) ๐ โ๏ธ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
- [yannbrrd/simple_snowflake_mcp](https://github.com/YannBrrd/simple_snowflake_mcp) ๐ โ๏ธ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
- [ydb/ydb-mcp](https://github.com/ydb-platform/ydb-mcp) ๐๏ธ ๐ โ๏ธ - MCP server for interacting with [YDB](https://ydb.tech) databases
+- [yimindev/dati](https://github.com/yimindev/dati) [](https://glama.ai/mcp/servers/yimindev/dati) โ โ๏ธ - Semantic gateway that turns mainstream databases into MCP services with business metadata enhancement and parameterized SQL tools.
- [yincongcyincong/VictoriaMetrics-mcp-server](https://github.com/yincongcyincong/VictoriaMetrics-mcp-server) ๐ ๐ - An MCP server for interacting with VictoriaMetrics database.
- [rafim-dev/schema-bridge-mcp](https://github.com/rafim-dev/schema-bridge-mcp) [](https://glama.ai/mcp/servers/rafim-dev/schema-bridge-mcp) ๐ ๐ ๐ ๐ช ๐ง - Universal schema compiler (SQL/Prisma to Zod, TypeScript, Pydantic) and realistic synthetic mock API data generator.
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) ๐๏ธ ๐ โ Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
@@ -1182,11 +1230,13 @@ Secure database access with schema inspection capabilities. Enables querying and
Data Platforms for data integration, transformation and pipeline orchestration.
+- [dockndevai/mcp-debezium](https://github.com/dockndevai/mcp-debezium) [](https://glama.ai/mcp/servers/dockndevai/mcp-debezium) ๐ ๐ ๐ ๐ช ๐ง - Debezium / Kafka Connect CDC connector monitoring & lifecycle โ access modes, connector allowlists, protected connectors, delete gating, and credential redaction. `npx -y @dockndevai/mcp-debezium`
- [dockndevai/mcp-kafka](https://github.com/dockndevai/mcp-kafka) [](https://glama.ai/mcp/servers/dockndevai/mcp-kafka) ๐ ๐ ๐ ๐ช ๐ง - Apache Kafka cluster, topic & consumer-group monitoring (with per-partition and total lag) and management โ access modes, topic allowlists, protected internal topics, delete gating. `npx -y @dockndevai/mcp-kafka`
- [1luvc0d3/metabase-mcp](https://github.com/1luvc0d3/metabase-mcp) [](https://glama.ai/mcp/servers/1luvc0d3/metabase-mcp) ๐ ๐ - MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging.
- [alanpcf/brasil-data-mcp](https://github.com/alanpcf/brasil-data-mcp) [](https://glama.ai/mcp/servers/alanpcf/brasil-data-mcp) ๐ ๐ ๐ ๐ช ๐ง - Brazilian public data for AI agents โ companies (CNPJ), addresses (CEP), banks (BACEN), national holidays โ via [BrasilAPI](https://brasilapi.com.br). No auth, no API key. Install: `npx -y brasil-data-mcp`.
- [Alessandro114/scala-mcp-server](https://github.com/Alessandro114/scala-mcp-server) [](https://glama.ai/mcp/servers/Alessandro114/scala-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Search and enrich data from 250M+ companies across 50+ countries. Company lookup by name, VAT, or ID, NACE sector search, and financial data from official EU business registries. Free tier: 50 lookups/month. Install: `npx scala-mcp-server`.
- [antonio-mello-ai/mcp-airflow](https://github.com/antonio-mello-ai/mcp-airflow) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-airflow) ๐ ๐ - Manage Apache Airflow through its REST API โ list DAGs, inspect DAG runs and task instances, trigger runs, and check failed-DAG and scheduler/metadatabase health. 7 tools, built with FastMCP. Install: `uvx mcp-airflow`.
+- [sam1siam/astrofabric-mcp](https://github.com/sam1siam/astrofabric-mcp) [](https://glama.ai/mcp/servers/sam1siam/astrofabric-mcp) ๐๏ธ โ๏ธ - Agentic AI for business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery. Remote Streamable HTTP with OAuth or API keys; mission_agent by default, granular tools with ?tools=all.
- [carrierone/verilexdata-mcp](https://github.com/carrierone/verilexdata-mcp) [](https://glama.ai/mcp/servers/carrierone/verilexdata-mcp) ๐ โ๏ธ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport.
- [equinoxaifinance-rgb/civicdataforge-mcp](https://github.com/equinoxaifinance-rgb/civicdataforge-mcp) [](https://glama.ai/mcp/servers/equinoxaifinance-rgb/civicdataforge-mcp) ๐๏ธ ๐ โ๏ธ - Ten source-bound government-record evidence tools covering US STR permits, lodging licenses, property violations, healthcare exclusions, inspections, childcare licensing, EPA ECHO facilities, and Norway company evidence. Public metadata discovery; execution uses the caller's own Apify token over Streamable HTTP.
- [aegis-dq/aegis-dq](https://github.com/aegis-dq/aegis-dq) [](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) ๐ ๐ ๐ ๐ช ๐ง - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
@@ -1207,7 +1257,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [FreelexHo/power-bi-mcp](https://github.com/FreelexHo/power-bi-mcp) [](https://glama.ai/mcp/servers/FreelexHo/power-bi-mcp) ๐ โ๏ธ ๐ช ๐ ๐ง - Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports.
- [gura105/operational-ontology](https://github.com/gura105/operational-ontology) [](https://glama.ai/mcp/servers/gura105/operational-ontology) ๐ ๐ ๐ ๐ช ๐ง - Reference implementation of an "operational ontology": MCP tools are generated from a typed business domain model (objects, links, actions) โ one tool per query shape and per action, deliberately no raw SQL tool. Writes pass business-rule preconditions, are audited, and write back to the systems of record; refusals are machine-readable. Demo scenario included (`pnpm demo` / `pnpm mcp`).
- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) ๐ โ๏ธ ๐ ๐ช ๐ง - 96 tools across 21 modules for La Rรฉunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: `npx -y mcp-reunion`.
-- [jeremiahsay/greencalculus-mcp](https://github.com/jeremiahsay/greencalculus-mcp) [](https://glama.ai/mcp/servers/jeremiahsay/greencalculus-mcp) ๐๏ธ ๐ โ๏ธ - Sourced greenhouse-gas emission factors and audit-traced carbon calculations (activity, embodied EN 15978, PCAF financed emissions) โ every value returns with its exact source cell and data version, so answers are citable and reproducible. 13,000+ factors, 11 tools. Install: `npx -y greencalculus-mcp`, or connect remotely at https://mcp.greencalculus.com. Free tier, no card.
+- [greencalculus/greencalculus-mcp](https://github.com/greencalculus/greencalculus-mcp) [](https://glama.ai/mcp/servers/greencalculus/greencalculus-mcp) ๐๏ธ ๐ โ๏ธ - Sourced greenhouse-gas emission factors and audit-traced carbon calculations (activity, embodied EN 15978, PCAF financed emissions) โ every value returns with its exact source reference and data version, so answers are citable and reproducible. 16,673 factors, 12 tools. Install: `npx -y greencalculus-mcp`, or connect remotely at https://mcp.greencalculus.com. Free tier, no card.
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) ๐ โ๏ธ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) ๐ โ๏ธ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) ๐ - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
@@ -1231,12 +1281,17 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### ๐ป Developer Tools
+- [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ ๐ง - Turnkey on-premise private Agentic AI systems by [ARADIA](https://aradia.com) on dedicated NVIDIA DGX hardware (Spark, Station, B200) with zero cloud data leakage. Operating since 1991, six tools cover hardware sizing (`query_hardware_specs`), CapEx token ROI payback modeling (`calculate_roi`), autonomous affiliate onboarding to earn 10% bounties (`onboard_partner`), and machine procurement via BTCPay Server (BTC/LN/USDT) or Stripe MPP Fiat (`execute_procurement_order`), plus `track_order_status` and `query_partner_stats`. Listed on the official MCP Registry (`com.aradia/sovereign-hardware`). Remote Streamable HTTP / SSE at `https://aradia.com/api/mcp` or `https://aradia.com/api/a2a/mcp-endpoint.php`.
- [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) ๐ ๐ ๐ ๐ช ๐ง - Reads the Claude Code, Codex and OpenCode usage logs already on your machine: token totals, per-day and per-hour activity, per-agent and per-model breakdown, and a year-in-review recap. Makes no network request โ a test fails if any source file can open a socket. `npx -y @tokenchit/mcp`
+- [kyle641320/true-memory-fragments](https://github.com/kyle641320/true-memory-fragments) [](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments) ๐ ๐ - TMF checks source-context freshness against a selected Git working tree and retrieves source-linked code relationships on demand, helping coding agents revisit stale understanding and consider cross-file impact.
- [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) ๐ ๐ ๐ ๐ช ๐ง - Token-slimming AST code outliner, log compressor, and context budget analyzer cutting LLM context bills by up to 85%.
+- [rafim-dev/mcp-doctor](https://github.com/rafim-dev/mcp-doctor) [](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor) ๐ ๐ ๐ ๐ช ๐ง - MCP configuration health check, binary validator, and JSON auto-repair engine for Claude Desktop, Cursor, and Cline.
- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [](https://glama.ai/mcp/servers/om-tajne/pkgdiet) ๐ ๐ ๐ ๐ช ๐ง - AST-based dependency analyzer that flags unused packages, calculates actual install sizes, and catches unmaintained legacy bloat. `npx pkgdiet mcp`
- [2ools/mcp-server](https://github.com/2ools/mcp-server) [](https://glama.ai/mcp/servers/2ools/mcp-server) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Turn what your assistant just built into a durable, versioned project. One free authless tool (`create_public_preview`) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. `https://2ools.app/mcp`
- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [](https://glama.ai/mcp/servers/aurumflux20/effectfence) ๐ฆ ๐ ๐ ๐ช ๐ง - Causal effect fence for agent tool calls: stops double-charges and duplicate side effects. Same-instant races elect exactly one winner; late duplicates replay a sealed, content-addressed receipt (fence_prepare / fence_commit / fence_abort). Ships a 1,000-attempt storm demo enforced in CI. `npx -y effectfence` (prebuilt binaries for macOS, Windows and Linux โ no Rust toolchain) or `cargo install effectfence`.
- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [](https://glama.ai/mcp/servers/baobabcat/demandscope) ๐ ๐ ๐ ๐ช ๐ง - Demand-signal scanner for validating digital-product and dev-tool ideas: query GitHub repo signals, Hacker News attention, and npm/PyPI download counts through six stdio tools with TTL caching and backoff. Dependency-free, no API keys. Listed on the official MCP Registry (`io.github.baobabcat/demandscope`).
+- [BoxBoxmari/my-pi](https://github.com/BoxBoxmari/my-pi) [](https://glama.ai/mcp/servers/BoxBoxmari/my-pi) ๐ ๐ ๐ ๐ช ๐ง - Local-first MCP runtime for coding agents with bounded workspace access, guarded writes, AST search, LSP navigation/diagnostics, and Git tooling.
+- [Bristlecone-Logic/bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic) [](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic) ๐ โ๏ธ - Deterministic execution guardrails, isolated AST math evaluation, SSRF-safe DNS routing, and autonomous malformed JSON repair.
- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) ๐ โ๏ธ - Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. `npx -y @llmintel/mcp` or `https://llmintel.ai/v1/mcp`
- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) ๐ ๐ - Debugging for [Hono](https://hono.dev) apps whose dashboard is also an MCP server: read the running application's recent exceptions with the request that produced them and that request's logs and queries, recent requests filtered by status or duration, one request in full, and the slowest queries. Read-only, five tools, zero runtime dependencies. `npm i hono-telescope`, then `claude mcp add --transport http telescope http://localhost:3000/telescope/mcp`.
- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. `npx -y @groundtruth-mcp/gt-mcp`
@@ -1256,7 +1311,9 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [emailens/mcp](https://github.com/emailens/mcp) [](https://glama.ai/mcp/servers/emailens/mcp) ๐๏ธ ๐ โ๏ธ - Official MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. `npx -y @emailens/mcp`
- [embedded-society/altium-designer-mcp](https://github.com/embedded-society/altium-designer-mcp) [](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp) ๐ฆ ๐ ๐ ๐ช ๐ง - Lets an AI build and maintain Altium Designer component libraries: reads and writes .PcbLib footprints and .SchLib symbols byte-exactly (34 tools, IPC-7351B-driven footprints, STEP models, one-click Claude Desktop install).
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
+- [JoeGlenn1213/ActionD](https://github.com/JoeGlenn1213/ActionD) [](https://glama.ai/mcp/servers/JoeGlenn1213/ActionD) ๐๏ธ ๐ ๐ ๐ง - Local CI/CD engine for AI agents: listens to [LGH](https://github.com/JoeGlenn1213/lgh) git events and runs plugin jobs (Go/Python/Java/web toolchains) in isolated checkouts, with structured results, AI failure diagnosis, approval gates, auto-rollback, a web console, and 22 MCP tools including one-call `dev_cycle_run` (commit โ CI โ verdict). `brew install JoeGlenn1213/tap/actiond`
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) ๐ ๐ - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
+- [m00nreport/mcp-server](https://github.com/m00nreport/mcp-server) [](https://glama.ai/mcp/servers/m00nreport/mcp-server) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Test management over MCP. Author manual test cases, assemble and run manual executions with per-case results, cut releases, and link automated tests to the cases they cover. Guided prompts for flaky-test triage, release readiness and regression hunts. Hosted or self-hosted. Install: `npx -y @m00nsolutions/mcp-server`.
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) ๐ โ๏ธ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
- [minipuft/claude-prompts-mcp](https://github.com/minipuft/claude-prompts-mcp) [](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp) ๐ ๐ ๐ ๐ช ๐ง - Reusable prompt templates with multi-step workflow chains, quality gates, and reasoning frameworks. Compose workflows with an operator syntax (`>>prompt --> >>chain`), verify steps with blocking or advisory gates, and export prompts as native skills to Claude Code, Cursor, OpenCode, and Gemini CLI. `npx -y claude-prompts@latest`
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Start, observe, and interact with Claude Managed Agents from any MCP client โ launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
@@ -1270,6 +1327,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [tatavarthitarun/nowsecure-mcp-server](https://github.com/tatavarthitarun/nowsecure-mcp-server) [](https://glama.ai/mcp/servers/tatavarthitarun/nowsecure-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
- [adrianczuczka/mason](https://github.com/adrianczuczka/mason) [](https://glama.ai/mcp/servers/adrianczuczka/mason) ๐ ๐ ๐ ๐ช ๐ง - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows โ files so agents can skip grep/glob on repeat queries.
The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools.
+- [Avazbek22/DevProjex](https://github.com/Avazbek22/DevProjex) [](https://glama.ai/mcp/servers/Avazbek22/DevProjex) #๏ธโฃ ๐ ๐ ๐ช ๐ง - A local-first stdio MCP server for building token-efficient codebase context, with live preview, Git scopes, MCP-enforced secret redaction, and syntax-aware compression.
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) ๐ ๐ - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [](https://glama.ai/mcp/servers/saiffmirza/kiyas) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Design-fidelity checks for AI agents: compare a Figma frame (or any design screenshot) against the rendered implementation and get structured discrepancies with CSS properties and severity. Resolves a natural-language component description to a URL + selector in your codebase, screenshots it with Playwright, and compares via vision AI using your existing Claude Code or Codex subscription โ no API keys. 90% mutation recall, zero false positives on its golden eval set. `npx -y kiyas-cli mcp`
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) ๐ โ๏ธ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
@@ -1281,6 +1339,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) ๐ ๐ ๐ ๐ช ๐ง - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store โ so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
- [Dusheh/myclaw-toolkit](https://github.com/Dusheh/myclaw-toolkit) [](https://glama.ai/mcp/servers/Dusheh/myclaw-toolkit) ๐ โ๏ธ ๐ ๐ช ๐ง - 23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). `npx myclaw-toolkit`
- [paramount-engineering/roku-dev-studio](https://github.com/paramount-engineering/roku-dev-studio) [](https://glama.ai/mcp/servers/paramount-engineering/roku-dev-studio) ๐ ๐ ๐ ๐ช ๐ง - All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging, and real-time log monitoring.
+- [ILoveMyJay/repocontext](https://github.com/ILoveMyJay/repocontext) [](https://glama.ai/mcp/servers/ILoveMyJay/repocontext) ๐ ๐ ๐ ๐ช ๐ง - Next-gen AST codebase map, token compression (70%~85% savings), and context packaging engine for AI coding agents & IDEs.
- [machinegrade/validate](https://github.com/machinegrade/validate) [](https://glama.ai/mcp/servers/machinegrade/validate) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Deterministic validation of AI-generated artifacts before acting on them: JSON Schema conformance, OpenAPI response conformance, SQL syntax per dialect. Typed verdicts with per-error fix hints. Hosted free tier with remote MCP endpoint; MIT, self-hostable.
- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with `npx -y mcp-web-validator`; no API keys required.
- [trakshan-mishra/Diffcontext](https://github.com/trakshan-mishra/Diffcontext) [](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext) ๐ ๐ ๐ ๐ช ๐ง - Static-analysis-powered context compiler for LLM coding agents. Parses Python repos into dependency graphs, selects the minimal code context for a change (callers, callees, related functions), and packs it into a token budget with a disclosure header. Optionally biases retrieval from the bug report text. Includes `verify` which mines your repo's git history and grades retrieval โ printing NULL RESULT when it doesn't fit. Zero runtime dependencies. `pip install "diffcontext[mcp]"`.
@@ -1326,11 +1385,13 @@ Tools and integrations that enhance the development workflow and environment man
- [mikusnuz/npm-mcp](https://github.com/mikusnuz/npm-mcp) [](https://glama.ai/mcp/servers/mikusnuz/npm-mcp) ๐ ๐ - MCP server for npm package management โ 36 tools for publish, version, search, audit, install, and more from your AI assistant.
- [Wopee-io/wopee-mcp](https://github.com/Wopee-io/wopee-mcp) [](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp) ๐ โ๏ธ - Autonomous testing for web apps โ dispatch AI agents that open real browsers, execute test cases, and report pass/fail with screenshots. Generate user stories, test cases, and Playwright code from your app context. 8 tools for end-to-end test automation.
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) ๐ ๐ - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
+- [agent-easy-use/mobile-easy-use](https://github.com/agent-easy-use/mobile-easy-use) [](https://glama.ai/mcp/servers/agent-easy-use/mobile-easy-use) ๐ - MCP tools and Skills for Android/iOS runtime inspection and control: method hooks, state inspection, temporary overrides, UI actions, and screenshots. Built on Frida; requires debug-build integration.
- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) ๐ ๐ ๐ ๐ช ๐ง - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
- [ahmedak/defluff](https://github.com/ahmedak/defluff) [](https://glama.ai/mcp/servers/ahmedak/defluff) ๐ ๐ ๐ ๐ช ๐ง - Deterministic slop detector for AI-generated prose. Flags filler phrases and clichรฉs with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. `pip install defluff`
- [ahmedxuhri/bigindexer](https://github.com/ahmedxuhri/bigindexer) [](https://glama.ai/mcp/servers/ahmedxuhri/bigindexer) ๐ ๐ ๐ ๐ช ๐ง - Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.
- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [](https://glama.ai/mcp/servers/aidemd-mcp/server) ๐ ๐ - Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
+- [aiulms/codelattice](https://github.com/aiulms/codelattice) [](https://glama.ai/mcp/servers/aiulms/codelattice) ๐ฆ ๐ ๐ ๐ง - Local code-graph engine for AI coding workflows: static analysis of Rust, Cangjie, ArkTS, TypeScript/JavaScript, C/C++, Python, and Shell projects into symbols, imports, call graphs, and quality gates, with pre-commit change review, impact analysis, and a 6-tool AI facade (50 tools in full mode). Read-only by design โ never executes build scripts or uploads code. Install from release tarball or build from source.
- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) ๐ ๐ ๐ ๐ช ๐ง - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) ๐ ๐ ๐ ๐ช ๐ง - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) ๐ ๐ ๐ - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
@@ -1471,6 +1532,7 @@ Tools and integrations that enhance the development workflow and environment man
- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) ๐ ๐ - An MCP server to control iOS Simulators
- [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) ๐ ๐ - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
- [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) ๐๏ธ ๐ โ๏ธ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
+- [julianbei/jade](https://github.com/julianbei/jade) [](https://glama.ai/mcp/servers/julianbei/jade) ๐๏ธ ๐ ๐ ๐ง - The IDE for agents: read code by symbol, edit against a known revision with compiler diagnostics in the response, validate with the project's own build and tests, and revert to a checkpoint. Tree-sitter plus real language servers for Go, Java, Scala, TypeScript, Python, Rust and Ruby. Official MCP Registry: `io.github.julianbei/jade`. `curl -fsSL https://raw.githubusercontent.com/julianbei/jade/main/install.sh | sh`
- [Jungle-Grid/mcp-server](https://github.com/Jungle-Grid/mcp-server) [](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server) ๐๏ธ ๐ โ๏ธ - MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads.
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) ๐ โ๏ธ ๐ - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
- [kao273183/mk-qa-master](https://github.com/kao273183/mk-qa-master) [](https://glama.ai/mcp/servers/kao273183/mk-qa-master) ๐ ๐ ๐ ๐ช ๐ง - AI ๆธฌ่ฉฆๅคงๅธซ โ end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (`QA_ANDROID_HOST=127.0.0.1:5555`). Install via `uvx mk-qa-master`.
@@ -1497,6 +1559,7 @@ Tools and integrations that enhance the development workflow and environment man
- [louis030195/gptzero-mcp](https://github.com/louis030195/gptzero-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.
- [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) ๐ ๐ ๐ง - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
+- [LucasGorgal/localfig](https://github.com/LucasGorgal/localfig) [](https://glama.ai/mcp/servers/LucasGorgal/localfig) ๐ ๐ ๐ ๐ช - The Figma desktop app as an MCP server. Gives AI agents the full Plugin API on the open file, returns renders inline, reads design tokens, makes each call one undo step, and registers itself with every MCP client it finds. No cloud API, token or quota.
- [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for AI prompt optimization โ transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
- [Luqueee/kivgraph](https://github.com/Luqueee/kivgraph) [](https://glama.ai/mcp/servers/Luqueee/kivgraph) ๐๏ธ ๐ ๐ ๐ง - Local open-source code graph MCP for coding agents. Find code by intent, follow analyzer-resolved callers/references, inspect blast radius, and trace dependencies across multiple repositories. Supports Go, TypeScript, Rust, Python and Dart.
- [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) ๐ ๐ ๐ ๐ง - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from [DevDocs.io](https://devdocs.io) in offline mode
@@ -1583,6 +1646,7 @@ Tools and integrations that enhance the development workflow and environment man
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) ๐ ๐ ๐ - Xcode integration for project management, file operations, and build automation
- [rabdulsal/appstore-release-mcp](https://github.com/rabdulsal/appstore-release-mcp) [](https://glama.ai/mcp/servers/rabdulsal/appstore-release-mcp) ๐ ๐ ๐ - Drives the full App Store release cycle for iOS/macOS apps: version bump, archive + sign + TestFlight upload via your fastlane lane (as async jobs with log polling โ the step REST-only ASC servers can't do), metadata updates, and review submission via the ASC API. Zero-dependency ES256 JWT auth. `npx appstore-release-mcp`
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) ๐ ๐ - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
+- [RepoAssay/repo-test-architect](https://github.com/RepoAssay/repo-test-architect) [](https://glama.ai/mcp/servers/RepoAssay/repo-test-architect) ๐ ๐ ๐ ๐ช ๐ง - Local-first, read-only MCP server that audits test architecture across JavaScript/TypeScript, C#, Elixir, Go, Kotlin/JVM, PHP, Python, Ruby, Rust, and Swift, then produces evidence-backed findings, rankings, and repository-native test plans. `npx --yes repo-test-architect mcp`
- [Vbj1808/retrieval-lens](https://github.com/Vbj1808/retrieval-lens) [](https://glama.ai/mcp/servers/Vbj1808/retrieval-lens) ๐ ๐ - Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
- [reflagcom/mcp](https://github.com/reflagcom/javascript/tree/main/packages/cli#model-context-protocol) ๐๏ธ ๐ โ๏ธ - Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) ๐๏ธ ๐ โ๏ธ ๐ - MCP server for the incident management platform [Rootly](https://rootly.com/).
@@ -1636,6 +1700,7 @@ Tools and integrations that enhance the development workflow and environment man
- [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) ๐ โ๏ธ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
- [x402node/x402-mcp](https://github.com/x402node/x402-mcp) [](https://glama.ai/mcp/servers/x402node/x402-mcp) ๐๏ธ ๐ ๐ - Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet.
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [](https://glama.ai/mcp/servers/Mibayy/token-savior) ๐ ๐ ๐ ๐ช ๐ง - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text โ symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.
+- [Tokenectomy-Labs/Tokenectomy](https://github.com/Tokenectomy-Labs/Tokenectomy) [](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy) ๐ฆ ๐ ๐ ๐ช ๐ง - Sub-millisecond log surgery, secret redaction, and atomic compiler patch verification MCP server written in safe Rust. Eliminates framework noise from AI debugging sessions and guarantees zero dirty diff with instant rollback.
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) ๐ ๐ - Your Ionic coding buddy enabled via MCP โ build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) ๐ โ๏ธ ๐ - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
- [TranQui004/signalint](https://github.com/TranQui004/signalint) [](https://glama.ai/mcp/servers/TranQui004/signalint) ๐ ๐ ๐ ๐ช ๐ง - Local stdio MCP server for compact, cached, loop-aware JavaScript/TypeScript diagnostics. Clusters and prioritizes Oxlint/tsc/Biome issues, caches per-engine results to skip unchanged files, and detects recurring diagnostic loops. Also ships a `signalint` CLI and a composite GitHub Action for CI use.
@@ -1653,6 +1718,7 @@ Tools and integrations that enhance the development workflow and environment man
- [vezlo/src-to-kb](https://github.com/vezlo/src-to-kb) ๐ ๐ โ๏ธ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) ๐๏ธ ๐ - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- [VikrantSingh01/adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp) [](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
+- [VOYAGER-Inc/excel-vision-mcp](https://github.com/VOYAGER-Inc/excel-vision-mcp) [](https://glama.ai/mcp/servers/VOYAGER-Inc/excel-vision-mcp) ๐ ๐ ๐ ๐ช ๐ง - Reads the embedded images other Excel servers drop: diagrams and screenshots come back as `ImageContent` mapped to the cell they sit in, so specs where the workflow lives in a picture are actually readable. Also surfaces the formatting that carries meaning (bold, strikethrough, highlight and font colors) and skips hidden rows/columns unless a visible formula depends on them. Write support with atomic saves. `uvx excel-vision-mcp`.
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) ๐ - Connect to VSCode ide and use semantic tools like `find_usages`
- [VrtxOmega/Ollama-Omega](https://github.com/VrtxOmega/Ollama-Omega) [](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega) ๐ ๐ ๐ ๐ช ๐ง - Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.
- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) ๐ ๐ ๐ ๐ช ๐ง - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
@@ -1718,7 +1784,7 @@ Tools and integrations that enhance the development workflow and environment man
- [chrassy/klanex-mcp](https://github.com/chrassy/klanex-mcp) [](https://glama.ai/mcp/servers/chrassy/klanex-mcp) ๐๏ธ ๐ โ๏ธ - Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries/backoff/circuit breakers, idempotency keys, human approval gates, encrypted credentials, replay, and signed-webhook results. Errors come back with an `llm_hint` the agent can self-correct from. Hosted remote (`api.klanexai.com/mcp`, free sandbox) or `npx -y klanex-mcp`.
- [get-tmonier/argot](https://github.com/get-tmonier/argot) [](https://glama.ai/mcp/servers/get-tmonier/argot) ๐๏ธ ๐ฆ ๐ ๐ ๐ช ๐ง - Guardrail that checks agent-written code against a repo's own git-history-learned patterns โ flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes `voice_context` (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), `check` (score a generated hunk against the repo's patterns), and `explain`. 100% local, no LLM, single Rust binary. `npm i -g @tmonier/argot`
- [MikhailHal/ariadne](https://github.com/MikhailHal/ariadne) [](https://glama.ai/mcp/servers/MikhailHal/ariadne) โ ๐ ๐ ๐ช ๐ง - Affected-test selection for Kotlin/Android projects: returns only the unit tests impacted by the current working-tree changes, so agents skip full test runs while iterating. Function-level static analysis via Kotlin Analysis API โ call graph over functions, properties (initializers, delegates, accessors), constructors and callable references โ with automatic multi-module and Android variant source-set discovery. Verified on Now in Android (34 modules, ~4s per query). `brew install mikhailhal/tap/ariadne`
-- [DanMat/create-packkit](https://github.com/DanMat/create-packkit/tree/main/mcp) [](https://glama.ai/mcp/servers/DanMat/create-packkit) ๐ ๐ - Scaffold modern npm packages, CLIs, services, and full-stack monorepos from your agent. Three tools: inspect the option schema, preview the generated file tree, and write the project to disk โ optionally creating the GitHub repo and pushing to it, or merging into an existing clone without overwriting anything. Also available as a CLI and a web configurator. `npx -y packkit-mcp`
+- [PackkitLabs/packkit-mcp](https://github.com/PackkitLabs/packkit-mcp) [](https://glama.ai/mcp/servers/PackkitLabs/packkit-mcp) ๐ ๐ - Scaffold, compose, and upgrade modern multi-language projects from your agent โ a single MCP surface over the create-packkit generator family (any supported language) plus a fullstack composer that stitches a frontend and backend into one repo. Also available as a CLI and a web configurator. `npx -y packkit-mcp`
- [gvasile29/qai-consultant](https://github.com/gvasile29/qai-consultant) [](https://glama.ai/mcp/servers/gvasile29/qai-consultant) ๐ ๐ ๐ ๐ช ๐ง - Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. `uvx qai-consultant-mcp`
- [MGM-FALCON/quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp) [](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for [quelllm.fr](https://quelllm.fr) โ open-weights LLM catalog (250+ models with params, VRAM by quantization, tokens/sec, license). Tools: `list_models`, `get_model`, `compare`, `estimate_vram`, `estimate_cost` (API providers vs self-hosted hardware in EUR), `search_models`. Useful when picking a local model that fits your GPU/Mac.
- [imqueue/mcp](https://github.com/imqueue/mcp) [](https://glama.ai/mcp/servers/imqueue/mcp) ๐ ๐ - Search @imqueue docs and scaffold typed services & clients for AI coding agents, access CLI and manage your service fleet.
@@ -1728,7 +1794,10 @@ Tools and integrations that enhance the development workflow and environment man
- [ms-methos/jsonfabrica-mcp-server](https://github.com/ms-methos/jsonfabrica-mcp-server) [](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Generate realistic, schema-conformant JSON test data โ single documents or relational batches โ from reusable templates via the JsonFabrica API. `npx -y @jsonfabrica/mcp-server`
- [servelink-swyftlabs/serve-mcp](https://github.com/servelink-swyftlabs/serve-mcp) [](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp) ๐๏ธ ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Give anything on your machine a public HTTPS link from your agent โ a file, a directory, or a running dev server. Every link is either live from your machine (a tunnel, so edits show up) or published to serve's servers so it keeps working with the machine off, and moving between the two is one sentence to the agent. 17 tools covering password protection, TTLs, named subdomains and teardown. `npx -y @servelink/serve`
- [Yocoolab/mcp-server](https://github.com/Yocoolab/mcp-server) [](https://glama.ai/mcp/servers/Yocoolab/mcp-server) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Pin visual feedback on any live web page โ localhost, staging or production โ and hand it to your coding agent with the element, its CSS selector, a screenshot and the whole thread attached, then get a pull request back. Bridges to the Yocoolab browser extension locally and syncs threads through the Yocoolab API. Listed on the official MCP Registry (`io.github.Jonahbkerr/yocoolab`). `npx -y @yocoolab/mcp-server@2 setup`
+- [JeanFrancoisGagne/crapkit](https://github.com/JeanFrancoisGagne/crapkit) [](https://glama.ai/mcp/servers/JeanFrancoisGagne/crapkit) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Read-only view of a repository's CRAP scores, one per function: `ccn^2 * (1 - cov)^3 + ccn`, cyclomatic complexity joined to the branch coverage your own test command already writes. Twelve tools (`get_next_item`, `list_worklist`, `get_function_brief`, `get_function_history`, `check_gate`, `check_config`, `list_coupled_files`, `list_duplicate_functions`, `get_ratchet_report`, `get_trend`, `list_runs`, `list_claims`) hand the agent the worst function to fix next with its own source, its uncovered lines, its change-coupled files, its near-duplicates and a gate verdict on the edited file. None of the twelve runs a test suite or edits source files. Reads Python, TypeScript, JavaScript, Go, Rust, Swift, Java, C/C++ and more through lizard. `pip install crapkit`, then `crapkit mcp`.
- [KallistoX/mcp-unifi-applications](https://github.com/KallistoX/mcp-unifi-applications) [](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications) ๐ ๐ ๐ ๐ช ๐ง - Queryable UniFi API documentation (Network, Protect, Site Manager, InnerSpace, Mobility, Carrier Fabric) โ endpoint search, field-level schema drill-down, and code examples in curl/Go/Node.js/Python/Ansible. Read-only: serves scraped docs, never touches a controller.
+- [xarl3z/magzdown-agent-tools](https://github.com/xarl3z/magzdown-agent-tools) [](https://glama.ai/mcp/servers/xarl3z/magzdown-agent-tools) ๐ ๐ ๐ ๐ช ๐ง - Turn markdown into a shareable link that renders as a typeset document (tables, Mermaid, math, pagination); the content lives in the URL, nothing is uploaded.
+- [gba3124/anyhook-mcp](https://github.com/gba3124/anyhook-mcp) [](https://glama.ai/mcp/servers/gba3124/anyhook-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Creates a live webhook endpoint an agent can receive on, then reads the real deliveries back. The first call works without an account or a key, and the endpoint keeps working after the session ends.
### ๐ Delivery
- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) ๐ โ๏ธ - Yandex Delivery B2B API โ express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
@@ -1750,6 +1819,7 @@ Tools and integrations that enhance the development workflow and environment man
- [deslay1/amendor-mcp](https://github.com/deslay1/amendor-mcp) [](https://glama.ai/mcp/servers/deslay1/amendor-mcp) ๐ โ๏ธ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. `npx -y amendor-mcp`
- [LS-SIEM-LLP/qa-probe](https://github.com/LS-SIEM-LLP/qa-probe) [](https://glama.ai/mcp/servers/LS-SIEM-LLP/qa-probe) ๐ ๐ ๐ ๐ช ๐ง - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. `npm i -g qa-probe`
- [zyqzyq/Unfour](https://github.com/zyqzyq/Unfour) [](https://glama.ai/mcp/servers/zyqzyq/Unfour)๐ฆ ๐ ๐ช ๐ - Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP server, with workspace-scoped safety policies and confirmation for risky actions.
+- [getproxykit/proxykit-mcp](https://github.com/getproxykit/proxykit-mcp) [](https://glama.ai/mcp/servers/getproxykit/proxykit-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - Drive a local ProxyKit MITM debugging proxy from any MCP client: inspect captured HTTP(S)/gRPC/WebSocket traffic, create mocks and rewrites, replay requests, run chaos scenarios, and triage privacy/security findings โ 50 tools across read-only and opt-in write tiers, all on your own machine. Install: `brew install getproxykit/tap/proxykit-cli`.
### ๐งฎ Data Science Tools
@@ -1757,6 +1827,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [inity13/decisionmatrix-mcp](https://github.com/inity13/decisionmatrix-mcp) [](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp) ๐ โ๏ธ - Deterministic multi-criteria decision analysis (MCDA): score, rank & explain options against weighted criteria with weighted-sum, weighted-product, or TOPSIS, plus sensitivity analysis (which weights would flip the winner). Exact decimals, stateless. Free hosted endpoint or self-host (MIT). `https://decisionmatrix-mcp.pages.dev/mcp`
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) ๐ ๐ ๐ ๐ช ๐ง - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
+- [agmonetti/mathmethods-mcp](https://github.com/agmonetti/mathmethods-mcp) [](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp) ๐ ๐ ๐ ๐ช ๐ง - Numerical methods MCP server for root finding, numerical integration, differential equations (RK4), and Lagrange interpolation.
- [Archerkattri/mathlas](https://github.com/Archerkattri/mathlas) [](https://glama.ai/mcp/servers/Archerkattri/mathlas) ๐ ๐ - Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) ๐ โ๏ธ - Connects to Kaggle, ability to download and analyze datasets.
- [aurelio-nakamura/dataloupe](https://github.com/aurelio-nakamura/dataloupe) [](https://glama.ai/mcp/servers/aurelio-nakamura/dataloupe) ๐ ๐ ๐ ๐ช ๐ง - Local, offline access to tabular data for AI assistants: list/describe/preview/query CSV/TSV/JSON/Parquet/Excel files, diff two datasets, and generate a self-contained interactive HTML explorer to open in any browser โ nothing leaves your machine. Install via `npx -y github:aurelio-nakamura/dataloupe mcp`.
@@ -1803,6 +1874,8 @@ Interactive charts, dashboards, and visual data tools rendered inside AI convers
- [ganapativs/microcharts](https://github.com/ganapativs/microcharts/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/ganapativs/microcharts) ๐ ๐ ๐ ๐ช ๐ง - Word-sized charts (sparklines, bars, bullets โ 106 types) rendered to self-contained SVG with generated alt text. Three tools: find the right chart for a question, get its wiring, render it. Works in chat surfaces that can't run React. Install via `npx -y @microcharts/mcp`.
+- [kleinicke/ply-visualizer](https://github.com/kleinicke/ply-visualizer) [](https://glama.ai/mcp/servers/kleinicke/ply-visualizer) ๐ ๐ ๐ ๐ช ๐ง - 3D Visualizer: inspect, compare and export point clouds, meshes and calibrated depth data, with interactive previews in WebGL-capable MCP Apps clients. Supports labeled selections, measurements, NumPy/PyTorch inputs and COLMAP depth.
+
- [KyuRish/mcp-dashboards](https://github.com/KyuRish/mcp-dashboards) [](https://glama.ai/mcp/servers/@KyuRish/mcp-dashboards) ๐ ๐ ๐ ๐ช ๐ง - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.
- [marzukia/charted](https://github.com/marzukia/charted) [](https://glama.ai/mcp/servers/marzukia/charted) ๐ ๐ ๐ ๐ช ๐ง - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via `uvx --from charted[mcp] charted-mcp`.
@@ -1837,6 +1910,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [catallo/misterclaw](https://github.com/catallo/misterclaw) [](https://glama.ai/mcp/servers/catallo/misterclaw) ๐๏ธ ๐ ๐ ๐ง ๐ - MiSTerClaw โ MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.
- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) ๐ ๐ ๐ ๐ - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation โ Claude cannot move hardware autonomously.
- [codeofaxel/Kiln](https://github.com/codeofaxel/Kiln) [](https://glama.ai/mcp/servers/codeofaxel/Kiln) ๐ ๐ ๐ ๐ ๐ช ๐ง - MCP server that lets AI agents drive real 3D printers end to end โ design, slice, queue, monitor via camera, and recover from failures โ across Bambu Lab, Creality, Prusa, Elegoo, and more over OctoPrint, Moonraker/Klipper, PrusaLink, and USB. AGPL-3.0, `pip install kiln3d`.
+- [Gearotons/servomotor-mcp](https://github.com/Gearotons/servomotor-mcp) [](https://glama.ai/mcp/servers/Gearotons/servomotor-mcp) ๐๏ธ ๐ ๐ ๐ ๐ ๐ช ๐ง - Drive the Gearotons M17, an open-source closed-loop NEMA-17 servomotor, from plain English over RS-485: discovers serial ports, auto-detects every motor on the bus, and exposes the firmware's full command set as tools. Mock backend needs no hardware. `uvx --from servomotor-mcp servomotor-mcp`
### ๐ Education
@@ -1847,15 +1921,19 @@ MCP servers for learning management systems (LMS) and educational tools.
- [Connectry-io/connectrylab-architect-cert-mcp](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) [](https://glama.ai/mcp/servers/Connectry-io/connectrylab-architect-cert-mcp) ๐ ๐ ๐ ๐ช ๐ง - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.
- [csmediapro/moodle-mcp-server](https://github.com/csmediapro/moodle-mcp-server) [](https://glama.ai/mcp/servers/csmediapro/moodle-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Open-source MCP server that connects AI agents to Moodle LMS data through Moodle Web Services. 10 query tools for courses, users, assignments, categories, and site info. Plugin-extensible. LLM-agnostic. Install via `npx moodle-mcp-server-aql`.
- [giacomomaria81/scorm-mcp-server](https://github.com/giacomomaria81/scorm-mcp-server) [](https://glama.ai/mcp/servers/giacomomaria81/scorm-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Package HTML, Claude Design bundles or mobile-learning exports into LMS-ready SCORM 2004/1.2 courses โ and validate any SCORM zip. Offline assets, milestone and question-level tracking, bundled ADL schemas.
+- [ictinnovations/ictexam-mcp](https://github.com/ictinnovations/ictexam-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictexam-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for ICTExam, an AI exam authoring, delivery and auto-grading platform. Reads exam papers, classes, subjects, the teacher gradebook, and per-question item analysis (difficulty, p-value, average mark, full and zero credit counts). Read-only by default: parsing a question paper with AI, publishing and unpublishing are never registered with the model unless `ICTEXAM_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y ictexam-mcp`.
- [JuhongPark/mcp-server-pronunciation](https://github.com/JuhongPark/mcp-server-pronunciation) [](https://glama.ai/mcp/servers/JuhongPark/mcp-server-pronunciation) ๐ ๐ ๐ ๐ช ๐ง - Local MCP voice coach with English pronunciation, grammar, fluency, phoneme-level feedback, practice drills, and learner-profile hints. Install via `uvx mcp-server-pronunciation@0.3.0`.
- [RohanMuppa/brightspace-mcp-server](https://github.com/RohanMuppa/brightspace-mcp-server) [](https://glama.ai/mcp/servers/@RohanMuppa/brightspace-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.
- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) ๐ ๐ ๐ ๐ช ๐ง - Community pronunciation dictionary for developer project / product / jargon names (kubectl, nginx, GIF, JSON, Pydantic, Knative, LaTeX โ 1,848 entries). Each entry carries IPA, a General-American respelling, alternate readings where the pronunciation is contested, a source citation (creator interview / project FAQ / Wikipedia ยง Pronunciation), and a confidence level. Tools: `pronounce(word)`, `search_pronunciations(query)`, `list_pronunciations(category)`. Install: `uvx pronounce-mcp`. Live browse: .
- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) ๐ ๐ - Agent-native teaching OS: gives your AI a classroom that remembers. 50 tools for courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions, and teaching-memory read-back (`get_context`) โ the agent authors and grades, reflects with evidence, and revises its own lessons; lesson completion belongs to the learner. Self-hosted (Postgres + web app), MIT.
+- [peopleworks/SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp) [](https://glama.ai/mcp/servers/peopleworks/SignsofAI) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Explainable AI-writing detection and originality checking for teachers, students and writers, in English **and Spanish**. `analyze_ai_writing` returns a 0โ100 score *and every tell behind it* โ overused vocabulary, rhetorical crutches, syntactic patterns and sentence-rhythm burstiness โ each with the matched text and a concrete fix, instead of a black-box percentage. `check_originality` returns the shared passages between documents as evidence; `check_citations` cross-checks a bibliography against the text offline; `compare_to_baseline` runs Burrows's Delta against the same writer's earlier work; `inspect_characters` finds hidden and lookalike characters; `write_report` exports the evidence as a document a person can take to a committee. Every tool but two runs entirely on the machine and the text never leaves it; the two server-backed ones (perplexity, cross-language paraphrase) disclose that they send text. Published false-positive rate at its 30/100 boundary: 2 of 296 texts written before 2022 (0.7%, 95% interval 0.2โ2.4%). .NET 10, MIT. Install: `dnx SignsOfAI.Mcp --yes`. Browser demo:
+
### ๐ E-Commerce
MCP servers for e-commerce platforms and online store management.
+- [HasData/amazon-mcp](https://github.com/HasData/amazon-mcp) [](https://glama.ai/mcp/servers/HasData/amazon-mcp) ๐ โ๏ธ - Remote MCP server for Amazon: keyword search, product details by ASIN, product reviews, seller profiles and seller catalogues across marketplaces, as JSON.
- [A1-x-Tech/mcp-yandex-merchants](https://github.com/A1-x-Tech/mcp-yandex-merchants) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants) ๐ โ๏ธ - Yandex Merchants (ะฏะฝะดะตะบั ะขะพะฒะฐัั) API โ product feeds, offer prices, discounts, and hiding/unhiding offers in Yandex Search.
- [A1-x-Tech/mcp-yango-retail](https://github.com/A1-x-Tech/mcp-yango-retail) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail) ๐ โ๏ธ - Yango Tech Retail (grocery platform) B2B API โ orders, receipts, products, prices, discounts, stocks and stores.
- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) ๐ โ๏ธ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint.
@@ -1865,6 +1943,7 @@ MCP servers for e-commerce platforms and online store management.
- [koraynar/trendyol-seller-mcp](https://github.com/koraynar/trendyol-seller-mcp) [](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp) ๐ ๐ ๐ ๐ช ๐ง - Unofficial Trendyol Marketplace seller API server: products, order packages, customer questions, claims, plus stock/price updates and answering questions. Write operations are env-gated and customer PII is redacted by default.
- [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) ๐ โ๏ธ ๐ ๐ช ๐ง - Wildberries and Ozon Seller APIs for Russian marketplace sellers: sales, stocks, prices, finance, reviews and ads through 793 schema-driven methods with a read/write/destructive safety gate, multi-store switching and ready-made seller workflows. PyPI (`uvx marketplaces-mcp-ru`), Docker image, one-click Claude Desktop `.mcpb` bundle.
- [RPER2001/rigshare-mcp](https://github.com/RPER2001/rigshare-mcp) [](https://glama.ai/mcp/servers/RPER2001/rigshare-mcp) ๐ ๐ โ๏ธ - Rent GPUs, robots, drones, and construction equipment on RIGShare, and onboard equipment owners; agents can quote, book, run remote sessions, and publish listings.
+- [ilyautov/moysklad-mcp-ru](https://github.com/ilyautov/moysklad-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/moysklad-mcp-ru) ๐ โ๏ธ ๐ ๐ช ๐ง - MoySklad cloud ERP for Russian retail and wholesale: stock, products, orders, counterparties and profit/turnover/cash reports, plus document writes (supplies, shipments, invoices, returns) over the JSON API 1.2. 892 schema-driven methods reached through 8 generic meta-tools, kopecks converted to rubles, and a read/write/destructive safety gate that needs an explicit confirmation before a document is created and a second one before it is posted or deleted. PyPI (`uvx moysklad-mcp-ru`), one-click installer for Claude Desktop, Claude Code, Codex and OpenCode. Alpha.
- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) ๐ โ๏ธ ๐ ๐ช ๐ง - Read-only merchant data connector for 8 Chinese e-commerce platforms โ Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via `pip install mcp-cn-commerce`.
- [hypawave/mcp](https://github.com/hypawave/mcp) [](https://glama.ai/mcp/servers/hypawave/mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Non-custodial Bitcoin Lightning commerce for agents: browse a public offer marketplace, buy and sell files, data, APIs and compute where verified settlement proof releases the content, plus free ECIES-encrypted agent-to-agent messaging and file handoffs in private waves. No accounts โ agents authenticate with a secp256k1 keypair. `npx -y @hypawave/mcp`
- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: `npx amazon-in-mcp-server`.
@@ -1879,6 +1958,8 @@ MCP servers for e-commerce platforms and online store management.
- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Japan-focused furniture & home product hub for AI agents. 15 tools for mm-precision search across 300+ products and 31 categories, curated sets (bundles, room presets, influencer picks), dimension-compatible replacement finder with fit_score, AI visibility diagnosis, Rakuten live API, and OpenAPI 3.1 schema. Install via `npx ai-furniture-hub`.
- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Official MCP server for [Patchistry](https://patchistry.com), the first DTC fashion brand listed in the official MCP Registry. AI agent commerce tools for the velcro-patch hat system: `list_canvases`, `list_patches`, `recommend_build`, `get_shipping`, and `contact`. Helps ChatGPT, Claude, Cursor, and Perplexity recommend complete hat + patch builds when shoppers ask about custom hats, bachelorette gifts, dad gifts, or 4th of July drops. Install via `npx -y patchistry-mcp-server`.
+- [Pangolin-spg/amazon-data-mcp](https://github.com/Pangolin-spg/amazon-data-mcp) [](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp) ๐ โ๏ธ - Official read-only Amazon research MCP server maintained by Pangolinfo. Query product details, keyword results, reviews, niche signals, Alexa shopping recommendations, and AI-search data through MCP-compatible clients. Supports remote Streamable HTTP and local npm/Docker installation; users bring their own Pangolinfo API key.
+
- [samrothschild23/intelligence-api](https://github.com/samrothschild23/intelligence-api) [](https://glama.ai/mcp/servers/samrothschild23/intelligence-api) ๐ โ๏ธ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).
- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [](https://glama.ai/mcp/servers/the402ai/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via `npx -y @the402/mcp-server`.
@@ -1892,6 +1973,8 @@ MCP servers for e-commerce platforms and online store management.
- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [](https://glama.ai/mcp/servers/tokenofesteem/mcp) ๐๏ธ ๐ โ๏ธ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.
- [wppoland/woocommerce-mcp](https://github.com/wppoland/woocommerce-mcp) [](https://glama.ai/mcp/servers/wppoland/woocommerce-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read-only MCP server for WordPress + WooCommerce. Five tools over the existing WP/WooCommerce REST APIs: list/search products, product details, recent orders, sales reports (week/month/last_month/year), and public blog-post search. No writes, no store-side plugin to install. Built by WPPoland. Install: `git clone` + `npm run build`.
- [ncosic/webotee-mcp](https://github.com/ncosic/webotee-mcp) [](https://glama.ai/mcp/servers/ncosic/webotee-mcp) ๐ โ๏ธ - Hosted Amazon market-intelligence MCP for Claude, ChatGPT, and other clients (Webotee AI Connect). Query brands, sellers, ASINs, under-competed niches, the cross-seller operator network, observed buy-box history, and Amazon/Walmart cross-marketplace overlap from a pre-collected research dataset. 76 read-only research tools at the remote endpoint `https://app.webotee.com/mcp` (paid plan, 7-day free trial).
+- [ztemerbekov/a1-yandex-kit-skills](https://github.com/ztemerbekov/a1-yandex-kit-skills) [](https://glama.ai/mcp/servers/ztemerbekov/a1-yandex-kit-skills) ๐ โ๏ธ - Yandex KIT (ะฏะฝะดะตะบั KIT) e-commerce platform โ manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks. 61 curated tools plus a kit_request escape hatch covering all 133 API operations.
+- [ilyautov/chestny-znak-mcp-ru](https://github.com/ilyautov/chestny-znak-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/chestny-znak-mcp-ru) ๐ ๐ ๐ ๐ช ๐ง - Chestny ZNAK (Russian mandatory product marking, GIS MT and SUZ) API for AI assistants: marking codes, emission orders, circulation documents and code checks through 33 schema-driven methods with a read/write/destructive safety gate. PyPI (`uvx chestny-znak-mcp-ru`).
### ๐ E-Commerce
@@ -1906,6 +1989,7 @@ Point your assistant at this server and it can answer questions like "Is it a ba
- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: `get_pollen`, `get_top_species`, `get_area_average`, `list_supported_species`. Free tier (100 calls/day, no credit card). Hosted variant at `mcp.atmospore.com`.
- [gridcarbon/clients](https://github.com/gridcarbon/clients) [](https://glama.ai/mcp/servers/gridcarbon/clients) ๐ โ๏ธ ๐ ๐ช ๐ง - Grid carbon intensity (gCO2eq/kWh) for 45 electricity zones: 33 European bidding zones (ENTSO-E), 11 US balancing authorities (EIA-930), and Great Britain (NESO). Tools: `get_carbon_intensity`, `get_intensity_history`, `list_zones`, `compare_zones`. Every response carries the interval timestamp and how stale the reading is, so an agent can tell a current value from an hours-old one. Pre-alpha; history currently reaches back about three months. No API key or account โ `npx -y gridcarbon-mcp`.
+- [malonestar/gov-data-mcp](https://github.com/malonestar/gov-data-mcp) [](https://glama.ai/mcp/servers/malonestar/gov-data-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 120 US government open-data sources (EPA contamination and drinking water, FEMA flood and risk index, USGS, NOAA, FAA airspace, USACE levees and dams, FDIC, HUD, NRCS soils, county assessor rolls, state licensing boards) as agent-callable tools. Runs locally over stdio with `npx gov-data-mcp`; 12 dedicated tools plus `search-gov-data-tools` / `describe-gov-data-tool` / `run-gov-data-tool` to reach the rest. Every tool reports its own per-result price, so an agent can weigh cost before calling.
- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [](https://glama.ai/mcp/servers/nalediym/touch-grass) ๐ ๐ ๐ ๐ช ๐ง - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.
- [zax0rz/birdnet-go-mcp](https://github.com/zax0rz/birdnet-go-mcp) [](https://glama.ai/mcp/servers/zax0rz/birdnet-go-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - Fast, read-only MCP server & CLI for BirdNET-Go bioacoustic observatories. Query recent detections, stream outdoor mic telemetry, resolve LAN audio recordings, and inspect sightings with LLMs.
- [Zhonghao1995/Agentic-MIKE-Plus](https://github.com/Zhonghao1995/Agentic-MIKE-Plus) [](https://glama.ai/mcp/servers/Zhonghao1995/Agentic-MIKE-Plus) ๐ ๐ ๐ช - MCP server (10 tools) for a headless, natural-language DHI MIKE+ urban-water modelling workflow: model inspection, parameter read/edit, headless simulation runs with parsed QA status, `.res1d` results reading, and plotting (hydrographs, time series, network maps). Read/plot is license-free; run/edit need Windows + a MIKE+ 2026 license. Works with Claude Code, Codex, OpenClaw, and Hermes.
@@ -1928,6 +2012,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) ๐ โ๏ธ - Convert PDF โ Word, Excel, PowerPoint, JPG, HTML, Markdown, EPUB and PDF/A, plus merge, split, compress, watermark, sign, and protect PDFs, and convert images (HEIC, WebP) โ 35+ tools from convertica.net. Zero-config via `npx convertica-mcp`.
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) ๐ ๐ - Share code context with LLMs via MCP or clipboard
- [dabito/hledit-mcp](https://github.com/dabito/hledit-mcp) [](https://glama.ai/mcp/servers/dabito/hledit-mcp) ๐ ๐ ๐ ๐ช ๐ง - Hash-anchored file edits for MCP clients. Reads files with line anchors, validates anchors against current content, and rejects stale writes before changing files.
+- [denis-samatov/yandex-workspace-mcp](https://github.com/denis-samatov/yandex-workspace-mcp) [](https://glama.ai/mcp/servers/denis-samatov/yandex-workspace-mcp) ๐ โ๏ธ - Yandex Disk (22 tools) and Yandex Wiki (27 tools) integration with a unified cross-service search. Read-only by default, with granular read/write/delete permissions, path allowlisting, and structured audit logging of every write or destructive call.
- [dimitar-grigorov/mcp-file-tools](https://github.com/dimitar-grigorov/mcp-file-tools) [](https://glama.ai/mcp/servers/dimitar-grigorov/mcp-file-tools) ๐๏ธ ๐ ๐ ๐ช ๐ง - Filesystem server for legacy, non-UTF-8 files. Auto-detects and converts 24 encodings (CP1251, CP1252, ISO-8859-x, KOI8-R/U, GBK/GB18030), keeps each file's original encoding on write, and manages BOM and line endings. Encoding-aware grep, partial reads with offset/limit for large files, and allowed-directory confinement. Single Go binary, no runtime dependencies.
- [Dissimilis/DirForge](https://github.com/Dissimilis/DirForge) [](https://glama.ai/mcp/servers/Dissimilis/DirForge) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root.
- [drolosoft/go-docs-mcp](https://github.com/drolosoft/go-docs-mcp) [](https://glama.ai/mcp/servers/drolosoft/go-docs-mcp) ๐๏ธ ๐ ๐ ๐ง - Multi-format document MCP server โ read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security.
@@ -1964,6 +2049,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deploy files from AI agents to your own FTP/FTPS/SFTP servers โ multi-server config, recursive deploy with dry-run and gitignore-like excludes, per-server path jail and read-only mode, FileZilla import, one-command setup for popular MCP clients.
### ๐ฐ Finance & Fintech
+- [axionquant/mcp-server](https://github.com/axionquant/mcp-server) [](https://glama.ai/mcp/servers/axionquant/mcp-server) ๐ โ๏ธ - Unified financial data API for market prices, fundamentals, disclosures, macroeconomic, and alternative data. Install: `npm i @axionquant/mcp`.
- [xsf0221/pattern-vista-cli](https://github.com/xsf0221/pattern-vista-cli) [](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - End-of-day US equity technical data: how far each S&P 500 / Nasdaq 100 name has strayed from its own 200-day average, what share of the universe currently sits above it, and the chart patterns from each night's scan carried with their historical win-rate against SPY. Tool descriptions state their own caveats โ data is end-of-day, never intraday, and a bucket win-rate is a property of hundreds of past signals rather than a probability for the next one. Free tier needs no card. On the official MCP Registry as `io.github.xsf0221/pattern-vista`. `uvx --from 'pattern-vista[mcp]' pattern-vista-mcp`
- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) ๐ โ๏ธ - Auditable fundamentals for 400+ Brazilian stock market (B3) companies including banks and insurers: ROE, point-in-time P/E & P/B, dividends and dividend yield, Piotroski F-Score and Graham, and balance-sheet restatement history โ plus Brazilian real-estate funds (FIIs) with point-in-time P/BV, dividend yield and vacancy. 100% public methodology, every number traceable to its CVM source; nothing published unless an invariant test suite passes. Free tier (200 req/day, no card). Remote: `https://dadosb3.com/mcp/`.
- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) ๐๏ธ ๐ โ๏ธ - Measured market statistics for US stocks/ETFs, futures, HK and A-shares: five-class day-type probabilities for the session in progress, Weis volume-wave events with pre-registered win rates, options max pain from open interest alone, and estimated dealer gamma (GEX). Every published number traces to a stated measurement โ failures included โ and nothing is a buy/sell recommendation. 10 calls/day with no key or signup. Remote at https://api.quantdata.uk/mcp; on the official registry as `uk.quantdata/quantdata`.
@@ -1974,6 +2060,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Zydanny/x402-intel-engine](https://github.com/Zydanny/x402-intel-engine) [](https://glama.ai/mcp/servers/Zydanny/x402-intel-engine) ๐ โ๏ธ - Real-time DEX token momentum ($0.02), orderbook depth ($0.05), and whale flows ($0.10) for AI agents settled on Base Mainnet via gasless x402 micropayments.
- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [](https://glama.ai/mcp/servers/Luminc/peil-mcp) ๐๏ธ ๐ โ๏ธ - Peil โ financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand โ outstanding, overdue, and your net effective hourly rate. Scoped API keys with draft-by-default: putting email in front of a client needs a separate `invoices:send` permission the key can be issued without. `uvx peil-mcp`
- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [](https://glama.ai/mcp/servers/SimonTarara62/capitalcom-mcp-server) ๐ ๐ โ๏ธ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview โ confirm โ execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.
+- [SmartyJohnway/tw-market-live-data-intelligence](https://github.com/SmartyJohnway/tw-market-live-data-intelligence) [](https://glama.ai/mcp/servers/SmartyJohnway/tw-market-live-data-intelligence) ๐ ๐ ๐ช - Local-first Taiwan market evidence for AI agents with persistent Watchlists, governed MCP, and auditable execute-once retrieval. Official MCP Registry: `io.github.SmartyJohnway/tw-market-live-data-intelligence`.
- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [](https://glama.ai/mcp/servers/forum-labs/payfetch) ๐ ๐ ๐ ๐ช ๐ง - Non-custodial paying-fetch client for agents that pay APIs over HTTP 402 (x402, USDC on Base). The operator sets hard per-call/per-day/per-host spend caps, an approval threshold, and allow/deny lists, with an append-only receipt for every attempt; the agent can't raise its own limits. `npx -y -p @forum-labs/payfetch payfetch-mcp`
- [polsolbridge/solana-swap-api](https://github.com/polsolbridge/solana-swap-api) [](https://glama.ai/mcp/servers/polsolbridge/solana-swap-api) ๐ โ๏ธ - Non-custodial crypto swap over MCP: Solana (Jupiter) + 7 EVM chains (KyberSwap), universal cross-chain router, Solana priority-fee oracle, and Hyperliquid perps. Returns unsigned transactions for your own wallet to sign โ no API key, no KYC. Remote at https://swaptitan.net/mcp
- [mohsinmshabbir/datasaudi-mcp](https://github.com/mohsinmshabbir/datasaudi-mcp) [](https://glama.ai/mcp/servers/mohsinmshabbir/datasaudi-mcp) ๐ ๐ - Query Saudi economic & social statistics (GDP, inflation, trade, population, real-estate price index) from official GASTAT / DataSaudi, in English or Arabic. Keyless, no database.
@@ -1986,6 +2073,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Savvly/savvly-mcp](https://github.com/Savvly/savvly-mcp) [](https://glama.ai/mcp/servers/Savvly/savvly-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, and full trajectory), product comparisons, eligibility checks, and FAQ search. An SEC-registered fund offering market upside plus longevity protection. Remote at api.savvly.com/mcp or `npx @savvly/mcp-server`.
- [ShieldZCash/shieldz-mcp](https://github.com/ShieldZCash/shieldz-mcp) [](https://glama.ai/mcp/servers/ShieldZCash/shieldz-mcp) ๐ โ๏ธ ๐ - Keyless, non-custodial crypto payments. Create crypto payment links and tip jars with just a wallet address, no API key, no signup. Funds settle directly to the merchantโs wallet. Remote at https://shieldz.cash/mcp or `npx @shieldz/mcp`.
- [eliasfire617/crypto-market-data-mcp](https://github.com/eliasfire617/crypto-market-data-mcp) [](https://glama.ai/mcp/servers/eliasfire617/crypto-market-data-mcp) ๐ โ๏ธ - Live crypto market data โ price, funding rates, open interest, long/short ratio, order book, candles โ across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison.
+- [seancrecord/scvd-general-store-repo](https://github.com/seancrecord/scvd-general-store-repo) [](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) ๐ โ๏ธ - General store for AI agents. Signed certificates, human labor, and digital goods paid in USDC via x402 on Base. Free shelf included. Remote server at `https://scvd.store/mcp`.
- [Scottcjn/rustchain-mcp](https://github.com/Scottcjn/rustchain-mcp) [](https://glama.ai/mcp/servers/Scottcjn/rustchain-mcp) ๐ โ๏ธ - MCP server for RustChain blockchain, BoTTube video platform, and Beacon agent messaging. Wallet management, mining queries, bounties, video search/upload, and agent messaging tools. Install via `pip install rustchain-mcp`.
- [ocbenji/bitcoinbenji-mcp](https://github.com/ocbenji/bitcoinbenji-mcp) [](https://glama.ai/mcp/servers/ocbenji/bitcoinbenji-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI inference. 25 pay-per-call tools: live fees with trend, whale/mempool alerts, fee prediction, tx status & exact fee quotes, plus AI summarize/translate/grammar/code-review/code-gen/extract/classify/rewrite/explain/vision/OCR/embeddings and long-context docs โ all on a self-hosted solar-powered GPU, no third-party APIs, pay 2โ100 sats per call. `npm i -g @bitcoinbenji/mcp`
- [Kali123411/k402-mcp](https://github.com/Kali123411/k402-mcp) [](https://glama.ai/mcp/servers/Kali123411/k402-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent-payable APIs settled on Kaspa L1: text tools (summarize, schema-guaranteed extract, classify, rewrite), web reading, embeddings + semantic search, live Kaspa chain data, GPU LLM tiers, covenants-as-a-service, and RISC Zero zk proving with cycle-exact quotes. Pay per call in KAS, BTC, LTC, DOGE, BCH, DASH, ETH, or USDC โ fractions of a cent, no account or API key. `pip install k402-mcp`
@@ -2059,6 +2147,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) ๐๏ธ ๐ โ๏ธ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
- [chopmob-cloud/AlgoVoi-Platform-Adapters](https://github.com/chopmob-cloud/AlgoVoi-Platform-Adapters/tree/master/mcp-server) [](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters) ๐ ๐ ๐ ๐ ๐ช ๐ง - AlgoVoi crypto payment gateway MCP. Create hosted checkout links, verify on-chain payments, generate MPP/x402/AP2 agent-commerce challenges. Supports USDC + native tokens (ALGO/VOI/HBAR/XLM) on Algorand, VOI, Hedera, and Stellar โ mainnet + testnet. Routes through AlgoVoi Cloud for managed payouts. Install: `npx @algovoi/mcp-server` or `uvx algovoi-mcp`.
- [chrisbusbin-pixel/propfirmdealfinder-mcp-server](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server) [](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server) ๐ โ๏ธ - Aggregates proprietary trading firm discounts, reviews, and affiliate deals across 20+ prop firms. Query live discount codes, compare firms by country, and check featured deals via MCP tools.
+- [cliwant/mcp-sam-gov](https://github.com/cliwant/mcp-sam-gov) [](https://glama.ai/mcp/servers/cliwant/mcp-sam-gov) ๐ โ๏ธ ๐ ๐ช ๐ง - US government contracting, spending and regulation data: 152 tools over 54 public sources, including SAM.gov opportunities and exclusions, USAspending awards, Grants.gov, Federal Register, eCFR, OFAC sanctions screening, and state/local (SLED) bid portals. 50 of the 54 sources need no API key. `npx -y @cliwant/mcp-sam-gov`
- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp) ๐ โ๏ธ - Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: `pip install chartlibrary-mcp`. Free tier: 200 calls/day.
- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) ๐ โ๏ธ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available.
- [4dmrkey/cryptopolitan-mcp](https://github.com/4dmrkey/cryptopolitan-mcp) [](https://glama.ai/mcp/servers/4dmrkey/cryptopolitan-mcp) โ๏ธ - Real-time cryptocurrency news, analysis, and price predictions for AI agents. 5 tools to search 50,000+ articles across 12 categories, filter by asset ticker (120+ coins), and access content with built-in attribution. Free with attribution. SSE and Streamable HTTP transport.
@@ -2084,11 +2173,13 @@ Provides direct access to local file systems with configurable permissions. Enab
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [](https://glama.ai/mcp/servers/dan1d/dolar-mcp) ๐ โ๏ธ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta โ plus currency conversion and spread calculator.
- [dinggi5/kura](https://github.com/dinggi5/kura) [](https://glama.ai/mcp/servers/dinggi5/kura) ๐ฆ ๐ ๐ - Local Ethereum wallet app for AI agents โ read balances and history, request payments that a human approves by password in the app popup, and fetch x402-paywalled resources with USDC on Base. Keys are encrypted on-device and never leave your Mac. On the official MCP registry as `io.github.dinggi5/kura`.
- [disin7c9/asset-management](https://github.com/disin7c9/asset-management) [](https://glama.ai/mcp/servers/disin7c9/asset-management) ๐ ๐ ๐ช ๐ง - Read-only, offline analysis of your own stock/ETF transaction log โ drawdown-first risk with bootstrap confidence intervals and walk-forward verdicts, computed by a validated deterministic core and served to the model as read-only tools it reports rather than recomputes; publishes a `portfolio://guarantees` trust manifest.
+- [dkaleganov/mercury-multiorg-mcp](https://github.com/dkaleganov/mercury-multiorg-mcp) [](https://glama.ai/mcp/servers/dkaleganov/mercury-multiorg-mcp) ๐ โ๏ธ - Unofficial read-only Mercury banking server that works across several Mercury organizations in one session: balances, transactions, statements, cards, invoices, treasury, and a 1099 pre-filing check. Every call names its organization, account numbers are masked, and nothing in the code can move money.
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) ๐ โ๏ธ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
- [dodopayments/dodo-agent-plugin](https://github.com/dodopayments/dodo-agent-plugin) [](https://glama.ai/mcp/servers/dodopayments/dodo-agent-plugin) ๐๏ธ ๐ โ๏ธ - Official Dodo Payments MCP servers โ `dodopayments-api` for live payments, subscriptions, customers, products, refunds, license keys, and usage-based billing (browser OAuth, no API key needed) and `dodo-knowledge` for semantic search over Dodo Payments documentation.
- [dolphinquant/echolon](https://github.com/dolphinquant/echolon) [](https://glama.ai/mcp/servers/dolphinquant/echolon) ๐ ๐ ๐ ๐ช ๐ง - LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP tools (strategy validation, scaffolding, indicator catalog, error-code lookup), 22 in-package skills, 32 catalogued error codes, working strategy templates. `pip install echolon` then `claude mcp add -s user echolon -- echolon-mcp`.
- [donnywin85/arb-dex-mcp](https://github.com/donnywin85/arb-dex-mcp) [](https://glama.ai/mcp/servers/donnywin85/arb-dex-mcp) ๐ โ๏ธ - Live cross-DEX pool prices, liquidity and gross cross-venue spreads on 6 EVM chains (BSC, Polygon, Arbitrum, Base, Avalanche, Optimism), read from on-chain pool state at a stated block. 6 tools, including a measurement archive that answers whether a dislocation persisted or was one sample. Every spread carries its optimal trade size, so a wide gap against a shallow pool reads as the artefact it is. Works keyless against a free hourly snapshot; live sweeps use your own key. `npx -y arb-dex-mcp`
- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) ๐ โ๏ธ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
+- [dqj1998/japan-company-info-mcp-bridge](https://github.com/dqj1998/japan-company-info-mcp-bridge) [](https://glama.ai/mcp/servers/dqj1998/japan-company-info-mcp-bridge) ๐ ๐ ๐ ๐ช ๐ง - 100% offline MCP for Japanese corporate due diligence: EDINET XBRL financials (J-GAAP/US-GAAP/IFRS mapped), NTA 13-digit corporate numbers, major shareholders, gBizINFO certifications, and ่ฒกๅ็ industry benchmarks. Free edition covers 192 blue-chip listed companies. `npx -y japan-company-info-mcp-bridge`
- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) ๐ โ๏ธ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains.
- [EmblemCompany/Agent-skills](https://github.com/EmblemCompany/Agent-skills) [](https://glama.ai/mcp/servers/EmblemCompany/Agent-skills) ๐๏ธ ๐ โ๏ธ - 200+ crypto tools for AI agents across 7 blockchains (Solana, Ethereum, Base, BSC, Polygon, Hedera, Bitcoin). Swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges, and market intelligence. Hosted MCP at `https://emblemvault.ai/api/mcp` with OAuth 2.0 + PKCE for one-line install in Claude Code, Cursor, Windsurf, and any MCP-compatible client. API key and x402 per-tool-call micropayments also supported.
- [equivault/equivault-mcp](https://github.com/equivault/equivault-mcp) [](https://glama.ai/mcp/servers/equivault/equivault-mcp) ๐๏ธ ๐ โ๏ธ - Official [EquiVault](https://equivault.ai) MCP โ AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements, ratios & metrics, stock quotes, screening, peer comparison, investment narrative, guidance tracking, segments, capital allocation, insider transactions, earnings quality, signals intelligence, alerts, briefs, portfolio analytics, and more. Tier-aware with graceful upgrade prompts. Install via `npx equivault-mcp`.
@@ -2110,6 +2201,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [felippeyann/agentfi](https://github.com/felippeyann/agentfi) [](https://glama.ai/mcp/servers/felippeyann/agentfi) ๐ โ๏ธ ๐ - Crypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3, Curve), yield (Aave V3, Compound V3, any ERC-4626 vault), transfers, and agent-to-agent collaboration (jobs, escrow, reputation, atomic payments, P&L). Turnkey MPC wallets + Safe Smart Accounts on Ethereum / Base / Arbitrum / Polygon. Apache 2.0, self-hosted.
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) ๐ โ๏ธ - Yahoo Finance integration to fetch stock market data including options recommendations
- [sh-patterson/fec-mcp-server](https://github.com/sh-patterson/fec-mcp-server) [](https://glama.ai/mcp/servers/@sh-patterson/fec-mcp-server) ๐ โ๏ธ - Query FEC campaign finance data โ search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API.
+- [stillmarcus24/stillos-notary-mcp](https://github.com/stillmarcus24/stillos-notary-mcp) [](https://glama.ai/mcp/servers/stillmarcus24/stillos-notary-mcp) ๐ โ๏ธ - Signed, x402-paid verification and screening tools: claim notarization, resolver-graded verdicts, bonded verdict disputes, OFAC SDN screening, and validated corporate distress scoring (SEC XBRL Altman Z-score, backtested 71% sensitivity / 100% specificity). Every response Ed25519-signed and independently verifiable, backed by an on-chain correctness bond. `npx stillos-notary-mcp mcp`
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) ๐ โ๏ธ - Tastyworks API integration to handle trading activities on Tastytrade
- [ferdousbhai/wsb-analyst-mcp](https://github.com/ferdousbhai/wsb-analyst-mcp) ๐ โ๏ธ - Reddit integration to analyze content on WallStreetBets community
- [fernikolic/clawdentials](https://github.com/fernikolic/clawdentials) ๐ โ๏ธ - Trust layer for AI agent commerce โ escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).
@@ -2194,7 +2286,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [kukapay/crypto-whitepapers-mcp](https://github.com/kukapay/crypto-whitepapers-mcp) ๐ โ๏ธ - Serving as a structured knowledge base of crypto whitepapers.
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) ๐ โ๏ธ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
- [LamboPoewert/mcp-server-madeonsol](https://github.com/LamboPoewert/mcp-server-madeonsol) [](https://glama.ai/mcp/servers/LamboPoewert/mcp-server-madeonsol) ๐ โ๏ธ - Real-time Solana memecoin intelligence โ 51 tools across KOL wallet tracking (1,000+ wallets, sub-3s latency), Pump.fun deployer scoring (6,700+ scored), multi-KOL coordination signals, alpha-wallet intel (47k+ scored early buyers), first-touch scout signal (backtested โฅ3 follow-on KOLs ~50% of the time vs 14% baseline), copy-trade rules, and the all-DEX trade firehose. Free tier 200 req/day; also supports x402 micropayments. Install: `npx -y smithery mcp add madeonsol/solana-kol-intelligence`.
+- [praveendias1180/easypaydirect-mcp](https://github.com/praveendias1180/easypaydirect-mcp) [](https://glama.ai/mcp/servers/praveendias1180/easypaydirect-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read-only access to Easy Pay Direct / NMI-family payment gateways: search transactions, subscriptions, recurring plans and the Customer Vault. No code path to charge, refund or void.
- [LightSpeedPlusOne/invovate-mcp-server](https://github.com/LightSpeedPlusOne/invovate-mcp-server) [](https://glama.ai/mcp/servers/LightSpeedPlusOne/invovate-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Generate PDF, JSON & UBL invoices in 11 languages (Arabic RTL, Japanese, Hindi, Cyrillic) from AI agents. Free tier, no key needed for JSON totals.
+- [mobymedia/polymarket-news-mcp](https://github.com/mobymedia/polymarket-news-mcp) [](https://glama.ai/mcp/servers/mobymedia/polymarket-news-mcp) ๐ ๐ - Match news headlines to the Polymarket prediction markets they could move โ live odds, deep links, explainable matching. Read-only, no API keys.
- [27dream/mcp-eastmoney](https://github.com/27dream/mcp-eastmoney) [](https://glama.ai/mcp/servers/27dream/mcp-eastmoney) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - China A-share stock market MCP server โ real-time quotes, main capital flow ranking, sector fund flow, and historical K-lines via Eastmoney's free APIs. Zero config, no API keys required. 5 tools: `get_stock_quote`, `search_stock`, `main_fund_rank`, `sector_fund_flow`, `get_kline`. Install: `uvx mcp-eastmoney` or `pip install mcp-eastmoney`.
- [make-software/cspr-trade-mcp](https://github.com/make-software/cspr-trade-mcp) [](https://glama.ai/mcp/servers/make-software/cspr-trade-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Non-custodial DEX trading on the Casper Network via [CSPR.trade](https://cspr.trade). 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally โ private keys never leave the machine. Public endpoint: `https://mcp.cspr.trade/mcp`
- [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) ๐ โ๏ธ - An MCP server that aggregates live governance proposals from major DAOs.
@@ -2260,6 +2354,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) ๐ โ๏ธ - MCP server for Binance USDT-M Futures trading โ exposes tools for market data, account state, order management, and position/margin control.
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) ๐ โ๏ธ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) ๐ โ๏ธ ๐ - MCP server for intelligent subscription management with Gmail + MySQL integration.
+- [netanelavr/trading-mcp](https://github.com/netanelavr/trading-mcp) [](https://glama.ai/mcp/servers/netanelavr/trading-mcp) ๐ ๐ - Local MCP server for stock screening, fundamentals, insider trades, options/Reddit sentiment, and AI news analysis.
- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) ๐ ๐ โ๏ธ - European financial data for AI agents โ ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)
- [nhantour/inferenceview-mcp](https://github.com/nhantour/inferenceview-mcp) [](https://glama.ai/mcp/servers/nhantour/inferenceview-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Preflight x402 and MCP resources before payment and fact-check claims before an AI agent acts. Wallet keys remain local; paid calls settle in USDC on Base.
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) ๐ฆ ๐ โ๏ธ ๐ ๐ช ๐ง - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI.
@@ -2279,6 +2374,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [openaccountants/openaccountants](https://github.com/openaccountants/openaccountants) [](https://glama.ai/mcp/servers/openaccountants/openaccountants) ๐ โ๏ธ - Open-source AI accounting skills, checked by licensed accountants jurisdiction by jurisdiction. 3 tools: list skills by country/category, get full skill content, and get individual sections. Skills teach AI agents tax computations (income tax, VAT, payroll) across 134 countries plus US states and Canadian provinces. Hosted at `https://www.openaccountants.com/api/mcp`.
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) ๐ โ๏ธ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ๏ธ ๐ - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
+- [opsloft/tariff-resolver](https://github.com/opsloft/tariff-resolver) [](https://glama.ai/mcp/servers/opsloft/tariff-resolver) ๐ ๐ - US import duty research from official USITC data โ HTS code candidates, Chapter 99 additional duties (Section 301/IEEPA), MPF/HMF fees, landed-cost components, and tariff-change tracking between HTS revisions.
- [orcalayer/orcalayer-mcp](https://github.com/orcalayer/orcalayer-mcp) [](https://glama.ai/mcp/servers/orcalayer/orcalayer-mcp) ๐ โ๏ธ - Polymarket whale tracking & smart-money analytics. Filtered leaderboard (airdrop-farmers excluded), hedge detection, NegRisk correction, and Ukraine territorial markets with ISW frontline overlay.
- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [](https://glama.ai/mcp/servers/partymola/monzo-mcp) ๐ โ๏ธ ๐ - Read-only MCP server for the Monzo banking API (UK). OAuth with auto-refresh, local SQLite transaction cache, full-text search, and spending analysis with category breakdowns.
- [paulf280-ui/solana-safe-sniper-mcp-template](https://github.com/paulf280-ui/solana-safe-sniper-mcp-template) [](https://glama.ai/mcp/servers/paulf280-ui/solana-safe-sniper-mcp-template) ๐ โ๏ธ - Pre-trade safety check for Solana tokens. `check_cabal_risk` traces holder funding to shared sources, flags same-block bundle buys, coordinated dumps and serial-launcher deployer history, and returns one Exit-Liquidity Risk verdict with a 0-100 score before an agent buys. Holder concentration counts only real wallets โ LP pools and locked supply are excluded and labelled, not scored as a whale. The deployer is resolved from the token's Create transaction rather than the mutable `creator` field, which pump.fun's ownership transfer can rewrite. A second tool, `check_wallet_in_token`, screens one specific wallet against one token โ rank, share of supply, whether it funded a coordinated cluster, or whether it held and has since sold out โ and states the limit of what was actually checked instead of returning a false "clean". Free tier available with no signup; then $0.001 USDC per scan via x402. Remote at https://api.cabal-hunter.com/mcp
@@ -2307,6 +2403,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [romanshumy/llm-prices-data](https://github.com/romanshumy/llm-prices-data) [](https://glama.ai/mcp/servers/romanshumy/llm-prices-data) ๐ โ๏ธ ๐ - Live LLM API pricing from modelpricewatch.com โ current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index across 150+ models from 20+ providers, re-verified daily against official provider pages. No API key required. `npx -y @modelpricewatch/mcp`
- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) ๐ โ๏ธ - UK Companies House data via the Registrum API โ search companies, get enriched profiles, structured financials parsed from iXBRL filings, director history, and corporate network graphs.
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) ๐ โ๏ธ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
+- [ryansilk/apexvol-mcp](https://github.com/ryansilk/apexvol-mcp) [](https://glama.ai/mcp/servers/ryansilk/apexvol-mcp) ๐ โ๏ธ ๐ - Options analytics: chains, IV rank, volatility risk premium, Greeks, gamma exposure (GEX), expected moves, and market screeners. Hosted remote connector or local install; requires an ApexVol plan.
- [sachinuppal/modelcostsaver](https://github.com/sachinuppal/modelcostsaver) [](https://glama.ai/mcp/servers/sachinuppal/modelcostsaver) ๐ ๐ ๐ ๐ช ๐ง - Offline LLM cost prediction: estimate/predict request cost, select the cheapest capable model, compare models, list pricing, and optimize requests. 7 tools, no API keys, runs via npx @workswarm/modelcostsaver.
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) ๐ โ๏ธ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) ๐ โ๏ธ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
@@ -2320,6 +2417,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [ShipItAndPray/mcp-market-data](https://github.com/ShipItAndPray/mcp-market-data) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-market-data) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Live cryptocurrency market data. 8 tools for real-time prices, OHLCV, order books, and market summaries. Zero API keys required. Zero dependencies.
- [ShinyDapps/l402-kit](https://github.com/ShinyDapps/l402-kit) [](https://glama.ai/mcp/servers/ShinyDapps/l402-kit) ๐ โ๏ธ ๐ ๐ช ๐ง - Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP server, LangChain integration, budget control. `npx l402-kit-mcp`
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) ๐ โ๏ธ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.
+- [SiftingIO/siftingio-mcp](https://github.com/SiftingIO/siftingio-mcp) [](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp) ๐๏ธ ๐ ๐ - Live and historical stocks, forex, crypto, commodities, DEX, fundamentals, filings, and market calendars for AI agents. Install with `npx -y siftingio-mcp`.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Brazilian Central Bank (BCB) economic data โ 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API.
- [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) ๐ โ๏ธ - SEC filing intelligence for AI agents: insider (Form 4) & institutional (13F) ownership, dilution-risk scoring, congressional & executive (STOCK Act) trades, FEC campaign finance, SEC filing search, compliance monitoring, and a dilution-aware stock screener. 86 tools over live Signal8 data.
- [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) ๐ โ๏ธ - Workflow tools for US federal contractors โ go/no-go bid scoring, incumbent intelligence (USAspending + FPDS), teaming-partner search, recompete prediction, Navy NECO lookup, and SAM.gov solicitation retrieval. Returns synthesized decisions rather than raw data.
@@ -2329,6 +2427,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Query onchain data across EVM, Solana, Bitcoin, Substrate, and Hyperliquid via the SQD Portal API; hosted Streamable HTTP endpoint or local stdio.
- [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [](https://glama.ai/mcp/servers/summerstateofmind/cityparity) ๐ โ๏ธ - Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, taxes, the equivalent salary you'd need in the target city, and the non-cash deltas people move for (childcare, healthcare, statutory vacation, parental leave). Free, no API key, hosted Streamable HTTP.
- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) ๐ โ๏ธ - Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs.
+- [swiftnodes/swiftnodes-mcp](https://github.com/swiftnodes/swiftnodes-mcp) [](https://glama.ai/mcp/servers/swiftnodes/swiftnodes-mcp) ๐ ๐ ๐ ๐ช ๐ง - Multi-chain blockchain RPC data for AI agents โ 75+ chains with endpoint URL templates, flat-rate pricing, weekly auto-probed JSON-RPC method support, and live endpoint probing (rpc-doctor-lite). Zero dependencies, MIT, works with Claude Desktop, Cursor, and any stdio MCP client.
- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [](https://glama.ai/mcp/servers/supra126/taiwan-payroll) ๐ โ๏ธ ๐ - Taiwan statutory payroll: labor & health insurance, labor pension, 2nd-gen NHI supplementary premium, income-tax withholding, and old-age benefits. Sourced from official gazettes, verified against official sample data.
- [System-R-AI/systemr-python](https://github.com/System-R-AI/systemr-python) [](https://glama.ai/mcp/servers/System-R-AI/systemr-python) ๐ โ๏ธ - Trading OS for AI agents โ 48 tools covering pre-trade risk gates, position sizing, portfolio analytics, regime detection, and compliance scoring. Remote SSE + Streamable HTTP transport with x402 USDC micropayments.
- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) ๐ ๐ - Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, token prices, and DeFi positions across Ethereum/Arbitrum/Polygon/Base (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer), surfaces health-factor alerts and protocol risk scores, then prepares unsigned transactions (supply, borrow, repay, withdraw, stake, send, LiFi swap/bridge) signed on Ledger via WalletConnect โ private keys never leave the hardware wallet.
@@ -2346,6 +2445,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [veroq-ai/veroq-mcp](https://github.com/veroq-ai/veroq-mcp) [](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp) ๐ โ๏ธ - 62 verified intelligence tools โ claim verification with evidence chains, market data for 1,061+ tickers, trading signals, SEC filings, insider trades, technical analysis, and multi-agent verified swarm.
- [szhygulin/vaultpilot-mcp](https://github.com/szhygulin/vaultpilot-mcp) [](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp) ๐ ๐ ๐ ๐ช ๐ง - Safety first. Hardware-verified DeFi for AI agents โ designed for when the AI can be compromised. The agent proposes, you approve on your Ledger. Read balances + DeFi positions (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer, MarginFi, Kamino) and prepare transactions across Ethereum / Arbitrum / Polygon / Base / TRON / Solana / Bitcoin; private keys never leave the hardware wallet.
- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto: transfers, DeFi (swap, lend, stake, bridge, perp, yield), NFTs, smart contracts, transaction signing, and x402 payments. Solana + EVM with session auth and spending policies.
+- [wildsurfer/cnn-fear-and-greed-parse](https://github.com/wildsurfer/cnn-fear-and-greed-parse) [](https://glama.ai/mcp/servers/wildsurfer/cnn-fear-and-greed-parse) ๐๏ธ ๐ - CNN Fear & Greed index for the US stock market: score, rating, seven component indicators, and about a year of daily history. Zero dependencies, no API key required.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) ๐ฆ ๐ - An MCP tool for querying Solana transactions using natural language with Solscan API.
- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) ๐ โ๏ธ - Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and SLH-DSA post-quantum signatures.
- [vdalhambra/financekit-mcp](https://github.com/vdalhambra/financekit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp) ๐ โ๏ธ ๐ - Financial market intelligence with 17 tools โ stock quotes, technical analysis (RSI, MACD, Bollinger Bands, ADX, Stochastic), crypto prices via CoinGecko, risk metrics (VaR, Sharpe, Sortino, Beta), correlation matrix, options chains, earnings calendar, sector rotation, and portfolio analysis.
@@ -2357,6 +2457,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [](https://glama.ai/mcp/servers/yeick010/agentshield-mcp) ๐ โ๏ธ - DeFi tools for AI agents on Base. Live Uniswap V3 prices (slot0), on-chain agent scoring, and DeFi knowledge base. Pay-per-query via x402 micropayments in USDC.
- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) ๐ ๐ - MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto avg-equity ROE.
- [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) ๐ โ๏ธ - Yolfi Payments MCP lets AI coding agents register Yolfi workspaces, create crypto checkout payment links, configure webhooks, verify webhook signatures, and check payment status. Install with `npx -y @yolfi/agent mcp`.
+- [ypratap11/dokimo-mcp](https://github.com/ypratap11/dokimo-mcp) [](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp) ๐ ๐ - Verify AI-agent revenue claims: trustlessly recompute a Merkle proof and check it against an on-chain anchor (x402 / agentic payments).
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) ๐ โ๏ธ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) ๐ โ๏ธ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) ๐ ๐ - Structured 3-layer memory system (trades โ patterns โ strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
@@ -2413,6 +2514,7 @@ Integration with gaming related data, game engines, and services
- [chaoz23/srdcheck](https://github.com/chaoz23/srdcheck) [](https://glama.ai/mcp/servers/chaoz23/srdcheck) ๐ ๐ - Deterministic D&D 5e (SRD 5.2.1) rules verdicts for agents: cited legality checks for whole turns, legal-action enumeration, advantage math, and hash-stamped game-state lineage. Refuses what the rules don't decide (exit 2), quotes the rule text on every verdict, zero dependencies.
- [CoderGamester/mcp-unity](https://github.com/CoderGamester/mcp-unity) #๏ธโฃ ๐ - MCP Server for Unity3d Game Engine integration for game development
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) ๐ ๐ - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
+- [danielenricocahall/lorcana-mcp](https://github.com/danielenricocahall/lorcana-mcp) [](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp) ๐ ๐ ๐ ๐ช ๐ง - Disney Lorcana TCG: card search, deck validation against format rules (60-card minimum, max 4 copies, 2-ink limit, dual-ink requirements), deck stats (ink curve, color split, keyword counts), and Dreamborn/Pixelborn deck list import/export. 10 tools, 2,506 unique cards refreshed daily. `uvx lorcana-cards-mcp`
- [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) ๐ ๐ - Configure a Specter game backend โ players, economy, progression, leaderboards, tournaments, battle passes, and real-time multiplayer โ from your AI assistant. Browser sign-in; create/mutate tools opt-in.
- [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) โ๏ธ - Search and discover hundreds of thousands of video games on any platform through the [GameBrain API](https://gamebrain.co/api).
- [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) ๐ ๐ - AI copilot for RPG Maker MV: generate maps, edit the database and events, and reason about a project โ validate broken references, explain why an event never fires, critique maps, and search by meaning. 13 tools, knowledge-driven map generation, fully offline.
@@ -2463,6 +2565,7 @@ Integration with gaming related data, game engines, and services
- [staccDOTsol/staccbot-tg](https://github.com/staccDOTsol/staccbot-tg) [](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg) ๐ โ๏ธ - fomox402 broker + MCP server for last-bidder-wins games on Solana. One URL into Claude/Cursor/Goose/Cline and the agent auto-registers a Solana wallet, gets faucet-funded, and bids autonomously via streamable HTTP at `https://bot.staccpad.fun/mcp`.
- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) ๐ โ๏ธ - SEC EDGAR MCP for agents: search 10-K/10-Q, free sample preview, full filing JSON via x402 USDC on Polygon. xpay: `sec-edgar-filings`. Trial without xpay key: [docs](https://github.com/stagproject/sec-filings-mcp/blob/main/docs/TRY_WITHOUT_XPAY.md). Registry: `io.github.stagproject/sec-filings-mcp`.
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) ๐ - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
+- [Tanshaydar/Quartermaster](https://github.com/Tanshaydar/Quartermaster) [](https://glama.ai/mcp/servers/Tanshaydar/Quartermaster) ๐ ๐ ๐ช ๐ง - Local game asset intelligence across Unity, Fab, Quixel Megascans, Gumroad, and Leartes Cosmos with hybrid FTS5 and visual CLIP search. Registry: `io.github.Tanshaydar/quartermaster`.
- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) ๐ โ๏ธ - Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.
- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) ๐ โ๏ธ - Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.
- [tomholford/mcp-tic-tac-toe](https://github.com/tomholford/mcp-tic-tac-toe) ๐๏ธ ๐ - Play Tic Tac Toe against an AI opponent using this MCP server.
@@ -2475,6 +2578,7 @@ Access health metrics, wellness data, and medical information through various he
- [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [](https://glama.ai/mcp/servers/findsaunaplunge/mcp) ๐๏ธ ๐ โ๏ธ - Cold plunge, sauna and contrast-therapy venues across 23 US metros, with published temperatures and prices quoted from each venue's own pages and dated. Hosted at https://findsaunaplunge.com/mcp (Streamable HTTP, no auth); tools: search_venues, get_venue, list_cities, get_city_stats, get_data_freshness.
- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) ๐ ๐ - Query 190 Apple Health metrics from any MCP agent โ zero-dependency, read-only, local-first.
+- [proscar87/oura-mcp](https://github.com/proscar87/oura-mcp) [](https://glama.ai/mcp/servers/proscar87/oura-mcp) ๐ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - All 19 Oura Ring v2 collections in three tools, with no analysis done in the server. Paginates to exhaustion and reports the page count: one local day of heart rate is 1,231 samples across 2 pages, and a client that stops at the first returns 81% of them with nothing saying so. One-click `.mcpb` for Claude Desktop, and it runs on Oura's official sample data with no account.
- [Thecimal/quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp) [](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp) ๐ ๐ - Query your personal health and finance data from Claude Desktop. Two local SQLite files, read directly off disk by a Python process you control โ no cloud database, no dashboard, no third-party service.
### ๐ Home Automation
@@ -2495,6 +2599,7 @@ Control smart home devices, home network equipment, and automation systems.
Servers that establish who a person or an agent is and what may be known about them.
+- [AIops-tools/Identity-AIops](https://github.com/AIops-tools/Identity-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Identity-AIops) ๐ ๐ - Governed SSO/IAM operations (Keycloak + Authentik) โ login-failure, stale-permission, client-config, and MFA RCA, plus guardrailed writes (29 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback.
- [true-alter/cli](https://github.com/true-alter/cli) [](https://glama.ai/mcp/servers/true-alter/cli) ๐๏ธ ๐ โ๏ธ - Companies pay other companies to find out who you are. ~Alter pays you because you choose to be found. Claim `~yourname`, take back control of your digital identity, and keep 75% every time someone pays to find you. Golden threads turn curiosity into side quests that prove what you can actually do so you never write a CV again. Start or join a collective where a team, a union, or a whole country earns identity income the same way you do. Being known. `npm i -g @truealter/cli && alter wire`
### ๐ญ Industrial & IoT
@@ -2509,6 +2614,7 @@ Connect AI agents to industrial equipment, machinery, and operational technology
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [Octonove/crbro-memory](https://github.com/Octonove/crbro-memory) [](https://glama.ai/mcp/servers/Octonove/crbro-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent neural memory for AI agents as local JSON files: neuron/synapse graph with heat scoring, fact-level search, supersede/retract corrections, automatic secret redaction, and team memory via a private Git repo. `npx -y crbro-memory`
- [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [](https://glama.ai/mcp/servers/bborota/cairn-mcp) ๐ โ๏ธ - Cairn: a shared base of one-sentence lessons, must-dos and must-nots other agents already learned, by stack and situation. Read before a task, leave one after.
- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [](https://glama.ai/mcp/servers/fish827-08/rag-kb) ๐ ๐ ๐ช - Local-first agent memory & knowledge service with hybrid retrieval (BGE-M3 dense vectors + BM25 via jieba, fused with RRF), document & webpage ingestion, and optional RAG answering via local Ollama. Single process, embedded ChromaDB, REST + native MCP server; fully functional offline without any LLM. Apache-2.0.
- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) ๐ ๐ ๐ ๐ช ๐ง - Shared, versioned project brain for coding agents: one `brain.klypix` file committed with the repo holds current decisions, corrections that supersede (archived, never deleted), evidence anchors that flag drift when cited code changes, and open questions. Sessions declare their task and files and are warned about exact-file overlap. Lifecycle hooks for Claude Code; MCP config + rules for Codex, Cursor, Gemini CLI, Cline and Copilot. `npx klypix-mcp install`
@@ -2517,11 +2623,14 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) ๐ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude Code, Cursor, and custom agent fleets. `npx -y agenthelm-mcp`
- [AIStorageDepot/aistoragedepot-mcp](https://github.com/AIStorageDepot/aistoragedepot-mcp) [](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Your team's prompt, rules, skills & docs library over MCP โ one versioned, shared source of truth (search_library + get_item); mark items "/" and they become slash commands. `npx -y @aistoragedepot/mcp`
- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) ๐ ๐ ๐ ๐ช ๐ง - Personal memory for Claude Code in plain Markdown notes you own. Doesn't load context blindly: a router note decides what to load and when, plus an "alma" (soul) layer for what you think and feel, not just tasks. `npx bovedia`
+- [lbailey94/whitemagic](https://github.com/lbailey94/whitemagic) [](https://glama.ai/mcp/servers/lbailey94/whitemagic) ๐ฆ ๐ ๐ ๐ช ๐ง - Local-first durable memory and session continuity for AI agents. Pure-Rust kernel with ambient governance and a hash-chained audit ledger; one NLU-routed meta-tool keeps the agent-facing surface small. Zero telemetry โ memory lives on your own hardware, with backup/export/import across devices. Install: `npx whitemagic-mcp`.
- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) ๐ ๐ ๐ ๐ช ๐ง - **Technical Preview / Early Access.** Local-first decision memory for AI agents that stores choices, rejected alternatives and their reasons, failed attempts, outcomes, provenance, and caller-invoked review conditions in a local file. Stdio MCP server; install from GitHub with Node.js 20+.
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) ๐ ๐ ๐ ๐ช ๐ง - Local-first project memory and guardrails for coding agents. Records failed attempts, fragile files, and decisions per repo; warns the agent before it repeats a recorded mistake. `npx -y memini mcp`
- [nazar256/memheaven](https://github.com/nazar256/memheaven) [](https://glama.ai/mcp/servers/nazar256/memheaven) ๐ โ๏ธ - Self-hosted remote MCP memory server with Streamable HTTP, OAuth, and shared long-term memory for ChatGPT and AI agents.
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) ๐ ๐ ๐ ๐ช ๐ง - See and query your whole AI system as one rooted 3D knowledge graph โ agents, memory, knowledge, and automations fused into a privacy-walled snapshot. MCP tools for stats, search, node dossiers, neighbors, and pathfinding; the same snapshot renders up to a million nodes in the browser. `npx create-booboo`
+- [JinyangWang27/people-context](https://github.com/JinyangWang27/people-context) [](https://glama.ai/mcp/servers/JinyangWang27/people-context) ๐ ๐ ๐ ๐ช ๐ง - Local-first memory for AI agents about the people in your life: explainable identity resolution, relationships, roles, facts, interactions, reminders, and communication guidance in one SQLite file you own. Imports are review-gated, sensitive disclosure is operator-gated, and ordinary operation makes no network calls. `uvx --from people-context people-context`
- [gpitrella/memxus-remote-mcp](https://github.com/gpitrella/memxus-remote-mcp) [](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp) ๐ โ๏ธ - Shared context engine for devs and teams. Syncs GitHub, Notion, and saved decisions into reusable project context, so Claude, ChatGPT, Cursor, VS Code and Gemini start each session with the architecture and decisions the team already made. OAuth 2.1 PKCE, AES-256 encrypted, RFC 9728 compliant. `https://mcp.memxus.com/mcp`
+- [seanmeverett/shared-memory-mcp](https://github.com/seanmeverett/shared-memory-mcp) [](https://glama.ai/mcp/servers/seanmeverett/shared-memory-mcp) ๐ โ๏ธ - Public source-linked notebook for AI agents. Search and read without a key; publish findings, questions, and corrections with permanent IDs and linked replies.
- [soluai-spa/solucortex-mcp](https://github.com/soluai-spa/solucortex-mcp) [](https://glama.ai/mcp/servers/soluai-spa/solucortex-mcp) ๐๏ธ ๐ ๐ โ๏ธ - Living technical memory for AI agents โ recall your project's approved decisions, conventions and risks at task start, and record what was learned at close.
- [basemouse/basemouse-core](https://github.com/basemouse/basemouse-core) [](https://glama.ai/mcp/servers/basemouse/basemouse-core) ๐ โ๏ธ ๐ - Shared, versioned memory for your agents across Claude Code, Cursor, Kiro and Grok. One MCP server, sourced answers, full history. Remote Streamable HTTP; anonymous browses a public demo corpus. Tools: `search`, `get_context_pack`, `upsert_document`. `https://basemouse.com/mcp`
- [caix84476-netizen/personal-understanding](https://github.com/caix84476-netizen/personal-understanding) [](https://glama.ai/mcp/servers/caix84476-netizen/personal-understanding) ๐ ๐ ๐ - Verbatim-first personal memory for AI agents: every personal message captured word-for-word and hashed before anything is derived, every record linked back to the exact quote it came from, with anti-fabrication validators and an audit dashboard. Local-first skill + MCP server, Python stdlib only. `pip install personal-understanding`
@@ -2535,6 +2644,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) ๐ ๐ - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (fileโlineโconcept), and distilled lessons in a single JSON under `.zipmem/`, restoring full cross-session project context at near-zero token cost. No DB, no API keys, no embeddings. `npx zipmem-mcp`
- [ihorponom/agentpack](https://github.com/ihorponom/agentpack) [](https://glama.ai/mcp/servers/ihorponom/agentpack) ๐ ๐ ๐ ๐ช ๐ง - Repo-native task continuity for AI coding agents: a reviewed task-state ledger (decisions, dead ends, evidence, checkpoints) in `.agentpack/` that any next session or client resumes from.
- [thomasjumper/agentbay](https://github.com/thomasjumper/agentbay) [](https://glama.ai/mcp/servers/thomasjumper/agentbay) ๐ โ๏ธ ๐ - StremAI: shared memory for AI coding agents. What one agent learns, every agent recalls, across sessions, machines, and tools. Per-agent attribution, provenance, and export, so you can see which agent learned a fact and whether it has been verified. Remote Streamable HTTP with OAuth, stdio fallback. `claude mcp add --transport http stremai https://stremai.com/api/mcp`
+- [uniskela/adhd-hub](https://github.com/uniskela/adhd-hub) [](https://glama.ai/mcp/servers/uniskela/adhd-hub) ๐ ๐ ๐ง - Self-hosted project-continuity hub for coding agents that tracks unfinished work, progress, overlap, and reminders across Cursor, Codex, Claude Code, and other MCP clients. Docker: `ghcr.io/uniskela/adhd-hub:latest`
- [Vasilispapg/claude-handoff](https://github.com/Vasilispapg/claude-handoff) [](https://glama.ai/mcp/servers/Vasilispapg/claude-handoff) ๐ ๐ ๐ ๐ช ๐ง - Post-hoc session handoff and project memory for Claude Code: turns any session transcript โ including crashed or usage-limit-hit ones โ into one clean handoff.md another model continues from (ChatGPT, Gemini, or the next Claude), and distills a project's ENTIRE session history into one cited memory brief injected at every session start. MCP tools `list_sessions` and `handoff` (LLM summaries only behind an explicit `--allow-llm`); zero dependencies, pure stdlib, secrets redacted from every output. `pipx install claude-handoff`, then `claude-handoff --mcp`.
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) ๐ โ๏ธ - Read-only doctrine access for the Agentic AI Blueprint โ the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp`
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) ๐ ๐ โ๏ธ - Standalone MCP server for Obsidian vaults โ hybrid search, notes & files, memory, tasks, OAuth 2.1. Run locally, self-host, or one-click deploy for remote access.
@@ -2565,6 +2675,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp`
- [gordonkjlee/facthouse](https://github.com/gordonkjlee/facthouse) [](https://glama.ai/mcp/servers/gordonkjlee/facthouse) ๐ ๐ ๐ ๐ช ๐ง - Local memory engine any AI tool can use; you own the SQLite file. `npx -y @facthouse/mcp`
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) ๐ โ๏ธ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
+- [kskurtveit/echocache](https://github.com/kskurtveit/echocache) [](https://glama.ai/mcp/servers/kskurtveit/echocache) ๐ ๐ ๐ ๐ช ๐ง - Cache expensive LLM results โ HTTP-style freshness (TTL / stale-while-revalidate) plus semantic recall of related past answers
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[](https://glama.ai/mcp/servers/epicsagas/alcove) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.
- [eidetic-works/nucleus-mcp](https://github.com/eidetic-works/nucleus-mcp) [](https://glama.ai/mcp/servers/eidetic-works/nucleus-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Sovereign Agent OS โ persistent memory, governance, and audit trails for AI agents. One brain for Cursor, Claude Code, Windsurf, and Gemini. Local-first `.brain/` directory with engrams, hypervisor file protection, and optional remote sync. `pip install nucleus-mcp` or Streamable HTTP at `relay.nucleusos.dev`.
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [](https://glama.ai/mcp/servers/@alibaizhanov/mengram) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
@@ -2682,6 +2793,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [khwanlabs/khwan-mcp](https://github.com/khwanlabs/khwan-mcp) [](https://glama.ai/mcp/servers/khwanlabs/khwan-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Durable memory for coding agents, built around corrections. Captures the moment you correct the agent as a typed event and distils it overnight into a standing rule the next session starts with, rather than only extracting facts. An isolated brain per project instead of one blended profile. Recall and record make no model calls โ your client is the model. `pip install khwan-mcp`
- [krimto-labs/krimto](https://github.com/krimto-labs/krimto) [](https://glama.ai/mcp/servers/krimto-labs/krimto) ๐ ๐ - Open-source team memory layer for AI coding agents. Markdown files in git as storage, a userโteamโorg hierarchy as the access primitive, and one cross-vendor MCP server (Claude Code, Cursor, Codex, Gemini CLI). Hybrid SQLite + sqlite-vec retrieval. Apache-2.0.
- [Krzysztof318/MailFathom](https://github.com/Krzysztof318/MailFathom) [](https://glama.ai/mcp/servers/Krzysztof318/MailFathom) #๏ธ ๐ ๐ง - Security-first, self-hosted AI brain for email. Synchronizes IMAP mailboxes into user-owned PostgreSQL and exposes tools for listing, searching, reading, and cited questions across the archive. Supports local chat and embedding models through OpenAI-compatible endpoints; each deployment exposes its own Streamable HTTP `/mcp` endpoint.
+- [kunickiaj/codemem](https://github.com/kunickiaj/codemem) [](https://glama.ai/mcp/servers/kunickiaj/codemem) ๐ ๐ - Persistent coding memory across sessions, machines, and teammates. Provides MCP tools for searching and managing memories, optional cross-machine sync, and project sharing. OpenCode, Claude Code, and Codex integrations add automatic capture and context injection.
- [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [](https://glama.ai/mcp/servers/kunwar-shah/claudex) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory + FTS5 full-text search for Claude Code conversation history. Indexes `~/.claude/projects/` JSONL into SQLite, exposes 10 MCP tools (store/recall/search memories, list sessions, get summaries) plus prompts. Includes a web UI for visual exploration with themes and exports. Works with Claude Code, Cursor, Codex, Windsurf, and any MCP-compatible client. `npm install -g @kunwarshah/claudex`
- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [](https://glama.ai/mcp/servers/renezander030/agentic-task-system) ๐ ๐ - Turns your task manager into agent memory: hybrid (dense + sparse + keyword, RRF) retrieval over TickTick or an Obsidian vault via a six-method adapter contract. MCP server + CLI, no vector DB to build or maintain. `npm i -g @reneza/ats-cli`
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) ๐ ๐ ๐ ๐ช ๐ง - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp`
@@ -2742,6 +2854,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [pfillion42/memviz](https://github.com/pfillion42/memviz) ๐ ๐ ๐ ๐ช ๐ง - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph.
- [Piccolo123/url-manager-mcp](https://github.com/Piccolo123/url-manager-mcp) [](https://glama.ai/mcp/servers/Piccolo123/url-manager-mcp) ๐ ๐ ๐ ๐ ๐ช ๐ง - Agent-first cross-platform bookmark & knowledge manager. AI agents collect web pages from any source (pairs naturally with Fetch, Firecrawl, Brave Search) and auto-categorize into organized collections with search, tags, and shared folders. 16 tools including `agent_register` (zero-config onboarding), `add_footprint`, `search_footprints`, `create_shared_category`. `pip install -r requirements.txt && python server.py`
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) ๐๏ธ ๐ฆ โ๏ธ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
+- [pipeshub-ai/mcp-server](https://github.com/pipeshub-ai/mcp-server) [](https://glama.ai/mcp/servers/pipeshub-ai/mcp-server) ๐ ๐ โ๏ธ - Permission-aware enterprise search and RAG that gives agents context from your business apps (Google Workspace, Microsoft 365, Slack, Jira, and others). Streamable HTTP or local stdio (`npx @pipeshub-ai/mcp`). Official registry: `io.github.pipeshub-ai/mcp`.
- [pomazanbohdan/memory-mcp-1file](https://github.com/pomazanbohdan/memory-mcp-1file) ๐ฆ ๐ ๐ ๐ช ๐ง - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.
- [ProfessionalWiki/MediaWiki-MCP-Server](https://github.com/ProfessionalWiki/MediaWiki-MCP-Server) [](https://glama.ai/mcp/servers/ProfessionalWiki/MediaWiki-MCP-Server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Read, search, and edit any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) with OAuth and multi-wiki support. 50+ tools, including Semantic MediaWiki, Cargo, Wikibase, NeoWiki, and Bucket queries. Listed in the official MCP registry. `npx @professional-wiki/mediawiki-mcp-server`
- [Rarefied-Earth/groundwork](https://github.com/Rarefied-Earth/groundwork) [](https://glama.ai/mcp/servers/Rarefied-Earth/groundwork) ๐ โ๏ธ - Hosted company-state MCP for operating SMBs (brand, voice, charter, priorities, entitled modules/skills). Anonymous public discovery at `https://connector.rarefied.earth/public/mcp` proves live value in under 10 seconds; tenant feed after trial. Official registry: `io.github.Rarefied-Earth/groundwork`. [Product](https://rarefied.earth/groundwork/)
@@ -2801,6 +2914,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [vbcherepanov/total-agent-memory](https://github.com/vbcherepanov/total-agent-memory) [](https://glama.ai/mcp/servers/vbcherepanov/total-agent-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent local memory for coding agents: temporal knowledge graph with fact invalidation, procedural memory, episodic recall, AST codebase ingest and cross-project analogy. 74 tools, 9 IDEs, and zero LLM or network calls in the default hot path. Reproducible benchmarks โ LongMemEval R@5 95.1%, LoCoMo 0.607, BEAM 1M 0.448. `pip install total-agent-memory`
- [samvallad33/vestige](https://github.com/samvallad33/vestige) [](https://glama.ai/mcp/servers/samvallad33/vestige) ๐ฆ ๐ ๐ ๐ช ๐ง - Local-first cognitive memory for AI agents. FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, embedded dashboard, and optional Cognitive Sandwich hooks for Claude Code, Cursor, Codex, and other MCP clients.
- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) ๐ โ๏ธ ๐ - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
+- [vishnu-77/openreflex](https://github.com/vishnu-77/openreflex) [](https://glama.ai/mcp/servers/vishnu-77/openreflex) ๐ ๐ ๐ ๐ช ๐ง - Local execution memory for AI coding agents (Claude Code, Codex CLI, Cursor, OpenCode). Lifecycle hooks record coarse task metadata into a SQLite Experience Graph (no code, commands, tool output or transcripts, and no model calls). Before a similar task it injects what worked, the relevant files and known fixes with an execution budget; during a task it recommends whether to continue, pivot or stop. MCP tools cover execution context, progress checks, outcomes, search and explanations.
- [vornicx/Midas](https://github.com/vornicx/Midas) [](https://glama.ai/mcp/servers/vornicx/Midas) ๐ ๐ ๐ ๐ ๐ช ๐ง - Local-first memory for long-horizon AI agents with no LLM at ingest โ $0 per message, zero data egress, verbatim source-traceable recall. Typed belief revision, selective forgetting, and a provenance guard that blocks memory-justified destructive actions unless user-confirmed. One `midas init` wires Claude Code, Cursor, Codex, and 6 more clients to one shared SQLite memory; local web inspector and hash-chained audit log. Benchmarked on LongMemEval/LoCoMo/BEAM with one-command repros โ including published negatives. `uvx midas-memory-mcp` or `npx -y midas-memory-mcp`
- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) ๐ ๐ ๐ ๐ช ๐ง - Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.
- [wazionapps/nexo](https://github.com/wazionapps/nexo) [](https://glama.ai/mcp/servers/wazionapps/nexo) ๐ ๐ - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
@@ -2813,6 +2927,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) ๐ ๐ โ๏ธ - ...
- [yakuphanycl/instinct](https://github.com/yakuphanycl/instinct) [](https://glama.ai/mcp/servers/yakuphanycl/instinct) ๐ ๐ ๐ ๐ช ๐ง - Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits โฅ5 โ mature, โฅ10 โ rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. Works with Claude Code, Cursor, Windsurf, Goose, Codex. Published on PyPI as `instinct-mcp` and registered in the MCP Registry.
- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [](https://glama.ai/mcp/servers/Wynelson94/longhand) ๐ ๐ ๐ ๐ช ๐ง - Persistent local memory for Claude Code. Indexes every session JSONL verbatim into SQLite + ChromaDB for semantic recall (~126ms) across your entire history. Never summarizes, zero API calls, 17 MCP tools including fuzzy `recall`, deterministic `replay_file`, and git-aware `recall_project_status`. Published on PyPI as `longhand` and registered in the MCP Registry.
+- [yubinkim444/repo-memory](https://github.com/yubinkim444/repo-memory) [](https://glama.ai/mcp/servers/yubinkim444/repo-memory) ๐ ๐ ๐ ๐ช ๐ง - Shared, git-tracked memory for AI agents on the same codebase. Stores facts/decisions/gotchas in a `.ai-memory/` directory you commit to the repo โ sync is git, no DB, no daemon. What one Claude/Cursor/Cline learns, the next one picks up automatically across users and machines. 5 MCP tools (`get_repo_memory`, `add_fact`, `list_facts`, `add_decision`, `add_gotcha`). Install: `uvx repo-memory-mcp --repo /path/to/repo`.
- [agentcivics/agentcivics](https://github.com/agentcivics/agentcivics) [](https://glama.ai/mcp/servers/agentcivics/agentcivics) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Decentralized civil registry for AI agents on Sui. Soulbound identities, on-chain memories, reputation, refusal records. Hosted at `agentcivics.ai/mcp` (read-only, no install) or `@agentcivics/mcp-server` on npm (full write surface). Includes a gas-sponsor relay so registration doesn't require a pre-funded wallet.
- [STiFLeR7/memex](https://github.com/STiFLeR7/memex) [](https://glama.ai/mcp/servers/STiFLeR7/memex) ๐ ๐ ๐ ๐ช ๐ง - Developer context continuity system. Watches your git repos and builds a temporal knowledge graph of modules, symbols, decisions, and open problems via Graphiti + Neo4j, then serves it to any AI coding agent over MCP. Every edge carries a validity window and a confidence score that decays over time. 12 tools across read and write. Install via `npx -y stifler-memex-mcp`. MIT licensed.
- [xChuCx/agent-memory](https://github.com/xChuCx/agent-memory) [](https://glama.ai/mcp/servers/xChuCx/agent-memory) ๐๏ธ ๐ ๐ ๐ช ๐ง - Git-native project memory for coding agents: Markdown source of truth committed to your repo, reviewable staged updates (`review --diff` โ `apply`), secret/PII-safe, branch-aware โ no cloud, no vector DB.
@@ -2831,6 +2946,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [ctxfile/ctxfile](https://github.com/ctxfile/ctxfile) [](https://glama.ai/mcp/servers/ctxfile/ctxfile) ๐ ๐ ๐ ๐ช ๐ง - Local-first MCP server that snapshots your project's working state โ files, git, plan, and decisions โ into one structured context object and hands it to any MCP client in a single call. Save a session in one agent, continue it in another. Zero network calls by default; read-only over your project. Works with Claude Code, Cursor, and any MCP client. `npx -y ctxfile`
- [atakanelik34/Bilinc](https://github.com/atakanelik34/Bilinc) [](https://glama.ai/mcp/servers/atakanelik34/Bilinc) ๐ โ๏ธ ๐ ๐ช ๐ง - Hosted agent memory that keeps an audit trail. Three tools โ `commit_mem`, `recall`, `status` โ where each write carries provenance (which run, tool, or operator produced it), contradictions with prior state surface as inspectable changes rather than silent overwrites, and a bad run is recovered from a snapshot instead of repaired by hand. `pip install -U bilinc`
- [yaminbkk/NexusMem](https://github.com/yaminbkk/NexusMem) [](https://glama.ai/mcp/servers/yaminbkk/NexusMem) ๐ ๐ ๐ช ๐ง - Correlates a failed shell command (with its exit code) to whatever later fixed it, alongside git diffs and docs โ recorded locally in SQLite, nothing sent anywhere.
+- [tenequm/pond](https://github.com/tenequm/pond) [](https://glama.ai/mcp/servers/tenequm/pond) ๐ฆ ๐ ๐ ๐ง - Lossless archive and search for AI agent sessions across clients, exposed to agents over MCP.
- [kaaustubh/project-memory-mcp](https://github.com/kaaustubh/project-memory-mcp) [](https://glama.ai/mcp/servers/kaaustubh/project-memory-mcp) ๐ ๐ - Persistent memory for AI coding agents over plain files in your repo (AGENTS.md + issues.jsonl) โ no DB, no vectors. Captures past bugs & fixes, decisions, and your corrections (proactively, plus an optional Stop hook), and auto-recalls them next session. Works with Claude Code & Cursor. `npx -y @kaaustubh/project-memory-mcp install`
- [drexthealpha/Knos](https://github.com/drexthealpha/Knos) [](https://glama.ai/mcp/servers/drexthealpha/Knos) ๐ ๐ ๐ ๐ช ๐ง - One local memory every coding agent on the machine shares โ Claude Code, Cursor, Claude Desktop, OpenCode โ with claim/withhold so a second agent is refused answers about work a first one is mid-change on. Reads sessions, commits, CLAUDE.md/AGENTS.md and ADRs; every answer names its source. `pip install knos && knos connect`
@@ -2839,6 +2955,9 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [dfrancislyondflabc-tech/agentic-recall](https://github.com/dfrancislyondflabc-tech/agentic-recall) [](https://glama.ai/mcp/servers/dfrancislyondflabc-tech/agentic-recall) ๐ ๐ ๐ ๐ช ๐ง - Long-term memory across sessions over a folder of plain markdown files. Hybrid retrieval (BM25F + dense vectors + phrase proximity) with an explicit absence verdict: when the corpus does not hold the answer it returns no results and names the query terms that appear nowhere, instead of ranking a least-bad match as though it were one. Embedding model runs locally, nothing leaves the machine. MIT.
- [vishalbanwari26/mnemos](https://github.com/vishalbanwari26/mnemos) [](https://glama.ai/mcp/servers/vishalbanwari26/mnemos) ๐ ๐ - Persistent memory with three swappable storage backends (Postgres/pgvector, Qdrant, Neo4j) behind one interface, benchmarked head-to-head for latency, not just claimed interchangeable. Retrieval weighting adapts per user via epsilon-greedy over real outcome feedback instead of a fixed formula. Reflection merges near-duplicate facts and decays/archives stale ones, audit-logged, never hard-deleted. Real before/after MCP eval: +60% answer accuracy with memory vs. without. `git clone` + `uv sync` (not yet on PyPI).
+- [pjpoulose/PIL](https://github.com/pjpoulose/PIL) [](https://glama.ai/mcp/servers/pjpoulose/PIL) ๐ ๐ ๐ ๐ ๐ช ๐ง - Personal Instagram Library: turns your Instagram saved posts into a private, AI-searchable knowledge base on your own machine. Vision-AI deep reads (summaries, key points, how-tos, links, tags) go into local SQLite, queried live through a read-only stdio MCP server by Cursor, Claude Code, and Claude Desktop โ or as a static export for any AI tool. Code is shared, data stays home.
+- [Mnemosyne-OS/Mnemosyne-Neural-OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS) [](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Memory the human governs: vaults separated by domain (code, notes, journal) on your own machine, hybrid retrieval (BM25 fused with vectors by RRF), and a declared vault list, so a vault left out cannot be read by mistake. Also reads what the OTHER coding agents on this machine wrote to disk, and flags when two are live in the same git worktree. Needs the Mnemosyne OS desktop app running. `npx -y @mnemosyne_os/mcp`
+- [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [](https://glama.ai/mcp/servers/liza-studio/skillmem) ๐ ๐ ๐ ๐ช ๐ง - Self-improving skill memory for coding agents: skills that help get reinforced, unused ones fade on an Ebbinghaus decay curve. $0 write path (SQLite FTS5 + local ONNX embeddings, no LLM calls), bilingual EN/RU hybrid search, SHA256 tamper-evident history, deterministic LongMemEval benchmark in-repo (hit@5 0.871). 8 mem_* tools; deep Claude Code hook integration optional. `pip install skillmem`
### โ๏ธ Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
@@ -2860,6 +2979,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [](https://glama.ai/mcp/servers/gavelin-ai/mcp) ๐ โ๏ธ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) ๐ โ๏ธ - An MCP server that provides comprehensive US legislation.
- [Lex-API/lexapi-mcp](https://github.com/Lex-API/lexapi-mcp) [](https://glama.ai/mcp/servers/Lex-API/lexapi-mcp) ๐ โ๏ธ - EU legal research over EUR-Lex โ 10 tools for structured search, CELEX/URL document fetch, recent Official Journal publications, inbound/outbound citation graph, and semantic search over case law + legislation. FREE tier available; semantic tools require a paid plan. Install: `npx -y @lexapi/mcp`.
+- [librejustice/librejustice](https://github.com/librejustice/librejustice) [](https://glama.ai/mcp/servers/librejustice/librejustice) ๐๏ธ ๐ฆ ๐ ๐ โ๏ธ - French and European case law (Conseil d'รtat, Cour de cassation, courts of appeal, first-instance courts, Conseil constitutionnel, CNDA, ECHR, CJEU), linked article by article to consolidated legal texts as they stood on any date: codes, statutes, the Journal officiel, EU law and treaties. ~3.8M decisions and ~3.7M articles in one database, refreshed daily, hybrid lexical and semantic search. Hosted endpoint at `https://librejustice.fr/mcp` (OAuth), or run `python3 mcp/lj_mcp.py` with an API key, standard library only.
- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) ๐ โ๏ธ - Verify a US contractor's license, surety bond, and insurance from official state data (WA L&I live, CA CSLB beta). Agent-payable pay-per-success, MCP-native.
- [meridian-silkdev/meridian-mcp](https://github.com/meridian-silkdev/meridian-mcp) [](https://glama.ai/mcp/servers/meridian-silkdev/meridian-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Toolbox for startups and founders: browse services, create/track service requests, verify payments (Flouci Tunisia / Stripe international), and schedule meetings for company incorporation, visas, and other founder-related business services. Listed in the official MCP Registry as `io.github.meridian-silkdev/meridian-mcp`. Install: `npx -y @meridiantoolkit/mcp`.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) ๐ โ๏ธ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) โ search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
@@ -2873,10 +2993,13 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [smilemin07/korean-rnd-regs-mcp](https://github.com/smilemin07/korean-rnd-regs-mcp) [](https://glama.ai/mcp/servers/smilemin07/korean-rnd-regs-mcp) ๐ ๐ - Natural-language search and review of South Korea's national R&D (research & development) regulations (acts, decrees, and administrative rules), returning the current in-force provisions with citations, fetched live from the official national law database.
- [smythmyke/patent-search-mcp-server](https://github.com/smythmyke/patent-search-mcp-server) [](https://glama.ai/mcp/servers/smythmyke/patent-search-mcp-server) ๐ โ๏ธ - Patent intelligence and prior-art research for the AI Patent Search Generator. Eleven tools: full patent dossier (bibliography, claims, citations, family, classifications, examiner stats); USPTO prosecution-history file wrappers; AI Office Action analysis (rejection grounds, cited prior art, suggested response arguments); Boolean query generator; multi-strategy patent search (telescoping / onion-ring / faceted); similar-document ranking; citation graph (backward + forward, examiner-cited flagged); family lookup; and CPC classification lookup. Install: `npx -y patent-search-mcp-server`.
- [Vaquill-AI/canlii-mcp](https://github.com/Vaquill-AI/canlii-mcp) [](https://glama.ai/mcp/servers/Vaquill-AI/canlii-mcp) ๐ โ๏ธ - Canadian case law and legislation metadata via CanLII. Bring-your-own free CanLII API key. Hosted endpoint at canlii-mcp.vaquill.ai. MIT.
+- [ilyautov/sbis-mcp-ru](https://github.com/ilyautov/sbis-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/sbis-mcp-ru) ๐ ๐ ๐ ๐ช ๐ง - SBIS (Saby) API for AI assistants: documents and their workflow stages, electronic signature, certificates, employees and organizations through 45 schema-driven methods with a read/write/destructive safety gate. PyPI (`uvx sbis-mcp-ru`).
+- [ilyautov/diadoc-mcp-ru](https://github.com/ilyautov/diadoc-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/diadoc-mcp-ru) ๐ ๐ ๐ ๐ช ๐ง - Kontur Diadoc API for AI assistants: legally significant document exchange, signing, counteragents, machine-readable powers of attorney and docflow status through 114 schema-driven methods with a read/write/destructive safety gate. PyPI (`uvx diadoc-mcp-ru`).
### ๐บ๏ธ Location Services
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
+- [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [](https://glama.ai/mcp/servers/HasData/yelp-mcp) ๐ โ๏ธ - Remote MCP server for Yelp: business search by category and location, place details, and the full review feed with sorting and star filters, as JSON.
- [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [](https://glama.ai/mcp/servers/qinisolabs/floodwise) ๐ ๐ - England flood-risk by postcode from official Environment Agency open data (OGL) โ long-term risk band, or an honest "not found" outside England.
- [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) ๐ โ๏ธ - Geographic data and live exchange rates: 250+ countries, 5K+ states, 150K+ cities, IP geolocation, and 161 currency rates in one MCP server. Requires `APOGEOAPI_KEY`.
- [bamwor-dev/bamwor-mcp-server](https://github.com/bamwor-dev/bamwor-mcp-server) [](https://glama.ai/mcp/servers/bamwor-dev/bamwor-mcp-server) ๐ โ๏ธ - World geographic data for AI agents. 261 countries with 20+ statistics and 13.4M cities with population, coordinates, and timezone. Powered by Bamwor API.
@@ -2942,12 +3065,14 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [AKzar1el/mcp-gsc](https://github.com/AKzar1el/mcp-gsc) [](https://glama.ai/mcp/servers/AKzar1el/mcp-gsc) ๐ โ๏ธ - Google Search Console MCP server for Cloudflare Workers with Google OAuth, organic-search analytics, URL inspection, sitemap management, indexing, and SEO insights.
- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - DigestSEO GEO Tracker for measuring brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Hosted OAuth endpoint: https://geo-mcp.digestseo.com/mcp.
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) ๐ โ๏ธ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
+- [adsagents/adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills) [](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills) ๐ โ๏ธ - AdsAgent tri-channel plugin + hosted Meta/Google/TikTok MCP (OAuth). Meta: `https://adsagent.md/mcp/v2`. Registry: `md.adsagent/meta-mcp`. Docs: https://adsagent.md/docs/mcp-onboarding
- [Agent-Prod/muze-mcp](https://github.com/Agent-Prod/muze-mcp) [](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp) ๐๏ธ ๐ โ๏ธ - Run your ecommerce ads from Claude & ChatGPT. Meta, Google, Amazon and Shopify: 150+ tools to read performance, inspect campaigns, research competitor ads, and take confirm-gated writes (pause, budgets, launches) that always stage paused. Hosted; connect via OAuth or an API key at https://backend.muzecmo.com/mcp
- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [](https://glama.ai/mcp/servers/aitit-inc/leadace) ๐ ๐ - Outbound sales agent for Claude Code. Per-prospect website research, one email per prospect, sending from the user's own Gmail, reply tracking, and structured rejection feedback published as JSON Schema. Open source, self-hostable backend.
- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) ๐ โ๏ธ - MCP-ะฟัะพะฒะตัะบะฐ ะผะฐัะบะธัะพะฒะบะธ ะธะฝัะตัะฝะตั-ัะตะบะปะฐะผั (erid/ะะ ะะ ): ะฒะฐะปะธะดะฐัะธั ัะพะบะตะฝะฐ, ะฐัะดะธั ัััะฐะฝะธัั ะฝะฐ ัะพะพัะฒะตัััะฒะธะต 38-ะคะ. ะะพะปะฝะฐ 1, ัะพะปั ยซัะธัะฐะปะบะธยป, ะพัะฒะตัััะฒะตะฝะฝะพััั ะฝะต ะฝะฐ ะฝะฐั
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) ๐ โ๏ธ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes.
- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) ๐ ๐ - Open-source CLI and MCP server for LinkedHelper automation โ 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
- [alexcloudstar/makers.page-mcp](https://github.com/alexcloudstar/makers.page-mcp) [](https://glama.ai/mcp/servers/alexcloudstar/makers.page-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local MCP server that drafts channel-native X posts from your coding agent with human approval. Draft โ approve โ publish via X API v2; drafts and credentials stay on your machine. Part of [makers.page](https://makers.page). `npx -y makers-page-mcp`
+- [artgas1/yandex-metrika-mcp](https://github.com/artgas1/yandex-metrika-mcp) [](https://glama.ai/mcp/servers/artgas1/yandex-metrika-mcp) ๐ โ๏ธ - Yandex Metrika (ะฏะฝะดะตะบั ะะตััะธะบะฐ) โ complete API coverage: all 108 methods of the Stat, Management and Logs APIs as one tool each, generated from a spec parsed out of Yandex's own documentation, with a drift test that fails when the API changes. Writes disabled by default, tool annotations on every tool, response size ceiling with declared truncation. `npx -y yandex-metrika-mcp-server`
- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [](https://glama.ai/mcp/servers/askads/mcp-vk-ads) ๐ โ๏ธ - VK Ads (VK ะ ะตะบะปะฐะผะฐ) API โ manage ad plans, ad groups, banners, and pull statistics. Read + write.
- [askads/mcp-yandex-direct](https://github.com/askads/mcp-yandex-direct) [](https://glama.ai/mcp/servers/askads/mcp-yandex-direct) ๐ โ๏ธ - Yandex Direct (ะฏะฝะดะตะบั ะะธัะตะบั) API v5 โ manage PPC campaigns, ad groups, ads, keywords, bid modifiers, sitelinks/callouts/vcards, and pull statistics. Read + write, sandbox and agency-account aware.
- [askads/mcp-yandex-metrica](https://github.com/askads/mcp-yandex-metrica) [](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica) ๐ โ๏ธ - Yandex Metrica (ะฏะฝะดะตะบั ะะตััะธะบะฐ) web analytics โ list counters and goals, and pull traffic/conversion statistics. Read-only.
@@ -2965,6 +3090,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) ๐ ๐ - Local-first SEO quality, search-intent, and opportunity engine for agents. Scores Markdown content and GSC-style opportunities before rewrites or publishing.
- [elfsight/beamtrace-mcp](https://github.com/elfsight/beamtrace-mcp) [](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp) ๐๏ธ โ๏ธ - AI visibility tracking & website fixes for better AI search presence
- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) ๐ ๐ ๐ ๐ช ๐ง - Check whether a website is visible to AI search (ChatGPT, Perplexity, Claude, Google AI Overviews). Scores AI-crawler access, JSON-LD structured data, title/meta, Open Graph, sitemap, and llms.txt, with a specific fix for each gap. Dependency-free, no API keys. Install: `npx -y github:epistemedeus/ai-readiness mcp`.
+- [tankstellen/firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp) [](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp) ๐ โ๏ธ - B2B company address data for the DACH region: search 6,400+ industry lists, check availability and field coverage, get binding price quotes.
- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) ๐ โ๏ธ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits, and internal-link intelligence, paid per call via x402. `npx -y @forgemeshlabs/seo-authority-mcp`
- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) ๐ โ๏ธ - Install one middleware to monetize unused 402 responses. 7 tools for agent demand analytics, recommendations, and discovery over the ForgeMesh x402 Ads network โ paid per call in USDC on Base, free for publishers on their own traffic. `npx -y @forgemeshlabs/x402-ads-mcp`
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) ๐ โ๏ธ - MCP server for Meta Marketing API v25.0 โ 123 tools for Facebook & Instagram ad campaigns, audiences, creatives, insights, catalogs, and automated rules.
@@ -2984,6 +3110,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) ๐ โ๏ธ - Read-only access to posts, engagement stats, subscriber counts, and subscriber lookup through Substack's official Publisher API. Supports multiple publications.
- [drjerryrelth/ghl-command-feedback](https://github.com/drjerryrelth/ghl-command-feedback) [](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback) ๐ ๐ ๐ ๐ช ๐ง - GoHighLevel (GHL) MCP server. 212 tools across 43 modules including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, goal event builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. Built for agency operators managing many client GHL sub-accounts. Paid, $97 one-time, 30-day refund. Install: `npx -y @elitedcs/ghl-mcp`. Buy: [elitedcs.com/ghl-mcp-server](https://elitedcs.com/ghl-mcp-server).
- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) ๐ โ๏ธ - `@deliveriq/mcp` โ email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`.
+- [Linkly-HQ/linkly-mcp-server](https://github.com/Linkly-HQ/linkly-mcp-server) [](https://glama.ai/mcp/servers/Linkly-HQ/linkly-mcp-server) ๐๏ธ ๐ โ๏ธ - Official [Linkly](https://linklyhq.com) URL shortener server: create branded short links, read click analytics by country/platform/referrer, manage custom domains and click webhooks. Hosted at mcp.linklyhq.com with OAuth (no API keys); listed in the Claude connector directory.
- [logly/mureo](https://github.com/logly/mureo) [](https://glama.ai/mcp/servers/logly/mureo) ๐ โ๏ธ ๐ - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md โ not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) ๐ โ๏ธ - Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex. Create a test, get seed addresses, see per-provider placement (Inbox/Spam/Promotions), SPF/DKIM/DMARC verdicts, and screenshots. Install: `npx -y ldm-inbox-check-mcp`.
@@ -3001,6 +3128,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) ๐ ๐ - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
- [optifeed/optifeed-radar](https://github.com/optifeed/optifeed-radar) [](https://glama.ai/mcp/servers/optifeed/optifeed-radar) ๐ ๐ - Asks ChatGPT, Claude, Gemini and Perplexity real buyer questions and scores whether a brand or its products are actually recommended (AI visibility, GEO/AEO). Brand and product checks, competitor share of voice, cited sources; runs locally with your own API keys.
- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) ๐ โ๏ธ - Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks each by buying intent, and returns ranked leads. Includes `find_leads`, `draft_outreach`, and `plan_acquisition_funnel` for the full acquisition flow. Hosted, $0.99 per run. Install: `npx -y github:opusforge/gorilla-mcp`. Sign up: [usegorilla.app](https://usegorilla.app).
+- [PageRankCafe/mcp-server](https://github.com/PageRankCafe/mcp-server) [](https://glama.ai/mcp/servers/PageRankCafe/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Create and post link, banner, YouTube, and press-release ads on PageRankCafe, read placement performance, and query platform insights.
- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) ๐๏ธ โ๏ธ ๐ - Privacy-first web analytics with a read-only MCP server for aggregate traffic, events, goals, funnels, ecommerce, Search Console, and AI visibility reporting.
- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [](https://glama.ai/mcp/servers/pghdma/callrail-mcp) ๐ ๐ - CallRail REST API v3 integration with 49 tools for call tracking, form submissions, transcripts, full CRUD on tags/trackers/companies/users, plus agency-specific aggregation tools (`usage_summary` for per-client cost attribution, `compare_periods` for MoM deltas, `bulk_update_calls` with dry-run, `spam_detector`, `call_eligibility_check` for Google Ads conversion debugging). Built by an actual CallRail customer for agency use. Install: `pipx install callrail-mcp`.
- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) ๐ โ๏ธ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card.
@@ -3012,6 +3140,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)๐ โ๏ธ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM
brand visibility monitoring via 16 specialized tools.
- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) ๐๏ธ โ๏ธ - SEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini & Perplexity, site audit and SEO task management โ all from chat.
+- [integrallis/rankcli-mcp-server](https://github.com/integrallis/rankcli-mcp-server) [](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server) ๐ ๐ โ๏ธ - Free SEO + GEO (AI search) analysis, 13 tools: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking, and AI crawler access (GPTBot, ClaudeBot, PerplexityBot). No signup, no API key โ run locally via `npx @rankcli/mcp-server` or use the free hosted endpoint at `mcp.rankcli.dev/mcp/free`.
- [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive SEO, AEO (Google AI Overviews, Perplexity), GEO, Local SEO, and CRO growth auditor with framework-aware surgical code fixes, multi-page sitemap crawling, HTTP security headers inspection (HSTS, CSP), and universal WebMCP multi-language support.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) ๐ โ๏ธ โ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) ๐ โ๏ธ โ This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
@@ -3047,17 +3176,20 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) ๐ ๐ - Read-only Redis monitoring โ queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: `uvx mcp-redis-monitor`.
- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [](https://glama.ai/mcp/servers/argosvix/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Observability for AI agents: 87 tools to query LLM cost, errors, and latency across OpenAI/Anthropic/Gemini/Mistral, and operate alerts, budget gates, evals, and safety checks from Claude/Cursor. Install: `npx -y @argosvix/mcp-server`.
- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) ๐ ๐ ๐ ๐ช ๐ง - Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of `mcp-telemetry-sdk`, and `telemetry_subscribe` streams its live progress (steps, logs, cost, done) to any connected MCP client via `notifications/progress` โ no polling, and a job started in one session can be watched from a completely different one.
+- [arsentev-ai/contextburn](https://github.com/arsentev-ai/contextburn) [](https://glama.ai/mcp/servers/arsentev-ai/contextburn) ๐ ๐ ๐ ๐ง - Run efficiency for Claude Code sessions: the share of paid tokens that became model output versus re-reading context already sent, by tokens and cost-weighted. Reads local transcripts, makes no network calls.
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) ๐ โ๏ธ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [](https://github.com/alimuratkuslu/byok-observability-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
- [bartekrutkowski/watchgoose-mcp](https://github.com/bartekrutkowski/watchgoose-mcp) [](https://glama.ai/mcp/servers/bartekrutkowski/watchgoose-mcp) ๐๏ธ ๐ โ๏ธ - Monitor cron jobs, backups, Kubernetes jobs and other scheduled tasks in Watchgoose.com. Read-only by default, check changes require explicit consent.
- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [](https://glama.ai/mcp/servers/bmdhodl/agent47) ๐ โ๏ธ - Runtime guardrails and incident read access for coding agents. Query AgentGuard traces, alerts, usage, costs, and budget health.
- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [](https://glama.ai/mcp/servers/clamp-sh/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.
+- [cloudsealed/cloudsealed-mcp](https://github.com/cloudsealed/cloudsealed-mcp) [](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp) ๐ ๐ - Two deterministic, rule-based analysis engines for agents: cloud billing cost anomaly detection (rolling-median + MAD, resistant to the masking effect) and auditable architecture risk scoring (single point of failure, coupling, scalability gap) with a rule-by-rule breakdown for every score. `uvx cloudsealed-mcp`
- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) ๐ ๐ ๐ ๐ง - Local system monitoring โ CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
- [dynatrace-oss/dynatrace-mcp](https://github.com/dynatrace-oss/dynatrace-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) ๐๏ธ ๐๏ธ โ๏ธ โ Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) ๐ โ๏ธ ๐ - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Transparent proxy for any MCP server that intercepts all JSON-RPC messages, measures latency, and stores traces in SQLite, PostgreSQL, or MySQL. Exports OpenTelemetry (OTLP) spans to Jaeger, Tempo, or Grafana. Supports stdio, HTTP, and SSE transports. `npx @cardor/heimdall-mcp`
- [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [](https://glama.ai/mcp/servers/esp4ce/infra-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read-only MCP server for on-prem Linux VMs and PostgreSQL over SSH. Check service health (systemd/journald), retrieve bounded logs, inspect DB state, and explore table schemas โ without terminal access. Allowlist-gated, append-only audit log. `pip install infra-mcp`.
+- [FailEcho/failecho](https://github.com/FailEcho/failecho) [](https://glama.ai/mcp/servers/FailEcho/failecho) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Cross-agent failure intelligence. Before an agent retries a failed tool call, `check_tool_failure` reports whether other agents are hitting the same failure right now and which recovery actually worked, with a Wilson-score confidence. Privacy-by-schema: no prompts, keys, or payloads stored. Hosted remote server at `https://failecho.com/mcp`, or self-host.
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Official Firecrawl server with website change monitoring โ schedule recurring checks on tracked pages and get notified with diffs when content changes. Also on-demand scrape, crawl, search, and extract.
- [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) ๐ โ๏ธ - Sentry.io integration for error tracking and performance monitoring
- [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available.
@@ -3082,9 +3214,11 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [tp322d/lastping-app](https://github.com/tp322d/lastping-app) [](https://glama.ai/mcp/servers/tp322d/lastping-app) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Dead man's switch for AI agents, cron jobs and CI/CD pipelines. An agent creates its own monitor, asks for its ping commands and reports its runs in one conversation; LastPing alerts when a run goes silent, stalls, fails or loops, and `list_open_incidents` hands back what broke with the recurrence count, failing step and exit code. 36 tools. Hosted at `https://mcp.lastping.dev/mcp` (via `mcp-remote`), or `go install github.com/tp322d/lastping-app/cmd/lastping-mcp@latest`. Free for individuals.
- [lodordev/mcp-tautulli](https://github.com/lodordev/mcp-tautulli) [](https://glama.ai/mcp/servers/lodordev/mcp-tautulli) ๐ ๐ - Tautulli (Plex media server monitoring) with 11 read-only tools for activity, history, library stats, user stats, transcode analysis, and resolution breakdowns.
- [log-logn/langfuse-mcp-java](https://github.com/Log-LogN/langfuse-mcp-java) [](https://glama.ai/mcp/servers/Log-LogN/langfuse-mcp-java) โ โ๏ธ - Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for LLM applications. (https://github.com/langfuse/langfuse)
+- [magna-nz/tallybook](https://github.com/magna-nz/tallybook) [](https://glama.ai/mcp/servers/magna-nz/tallybook) ๐๏ธ ๐ ๐ ๐ช ๐ง - Prices every Claude Code and Codex session already on disk and lets the agent ask what it's spending mid-session: cost by session, sub-agent and model, week-on-week comparison, and plain-English findings with applyable patches. No proxy, no API key, nothing leaves the machine. Install: `brew install --cask magna-nz/tap/tallybook`.
- [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) ๐ โ๏ธ - Full-coverage MCP server for Umami Analytics API v2 โ 66 tools for websites, stats, sessions, events, reports, users, teams, and realtime monitoring.
- [perceptdot/percept](https://github.com/perceptdot/percept) [](https://glama.ai/mcp/servers/perceptdot/percept) ๐ โ๏ธ ๐ - AI-powered observability platform for agents. Auto-discovers and recommends MCP servers; built-in connectors for GA4, Vercel, GitHub, and Sentry with ROI tracking. `npx -y @perceptdot/core`
- [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) ๐ ๐ ๐ ๐ช ๐ง - Agents query their own ledger: sessions, costs, loop runs, and stuck-loop flags captured by the Agentic Ledger transparent-proxy flight recorder (local-first, MIT). Install: `pip install agentic-ledger`.
+- [seancrecord/scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab) [](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) ๐ ๐ ๐ ๐ช ๐ง - Agent tool spend tracker. Local JSONL storage, consent-gated, nothing leaves the file. Free MCP server. `npx scvd-tab`
- [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - AI API cost tracking and budget enforcement across 11 LLM providers. 6 tools for spend analytics, budget monitoring, session summaries, and key management.
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) ๐๏ธ ๐๏ธ โ๏ธ - Query and interact with kubernetes environments monitored by Metoro
- [metrxbots/mcp-server](https://github.com/metrxbots/mcp-server) [](https://glama.ai/mcp/servers/metrxbots/metrx-mcp-server) ๐ โ๏ธ - AI agent cost intelligence โ track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
@@ -3144,6 +3278,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [clipkit-video/clipkit](https://github.com/clipkit-video/clipkit) [](https://glama.ai/mcp/servers/clipkit-video/clipkit) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Compose motion-graphics videos from a single JSON document (Clipkit Protocol): 15 tools to author, validate, tweak per element, and preview PNG stills in-chat, plus captions and templated promos; hands the human a free browser editor link, with a deterministic GPU runtime for MP4 renders. Hosted at `https://www.clipkit.dev/mcp` or local `npx @clipkit/mcp-server`.
- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) ๐ ๐ ๐ - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines โ health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed.
- [davidmosiah/short-video-agent-kit](https://github.com/davidmosiah/short-video-agent-kit) [](https://glama.ai/mcp/servers/davidmosiah/short-video-agent-kit) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Provider-neutral short-form AI video MCP and CLI for agents, with dry-run payload validation and optional live generation through Sora, Veo, xAI and Seedance-style providers.
+- [denisok-ai/magicmaster-mcp](https://github.com/denisok-ai/magicmaster-mcp) [](https://glama.ai/mcp/servers/denisok-ai/magicmaster-mcp) ๐ โ๏ธ - Audio mastering for AI agents: LUFS/True Peak targets for Spotify and podcasts, Suno/Udio AI-fingerprint removal, mastering passport in chat (hosted server)
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) ๐ ๐ ๐ ๐ช ๐ง - Turn your self-hosted Immich photo library into a conversation โ natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands.
- [editmamei/editmamei](https://github.com/editmamei/editmamei) [](https://glama.ai/mcp/servers/editmamei/editmamei) ๐ ๐ ๐ ๐ช - Natural-language interface for Adobe Photoshop, running as a local MCP server. Rather than focusing on generative AI, it acts as an AI orchestration layer that plans edits and executes them with native Photoshop tools. `npm install -g editmamei`
- [FileToPDF/filetopdf-mcp](https://github.com/FileToPDF/filetopdf-mcp) [](https://glama.ai/mcp/servers/FileToPDF/filetopdf-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Convert files (DOCX, XLSX, PPTX, imagesโฆ), HTML, and Markdown to pixel-perfect PDFs via the FileToPDF API. Returns the PDF as an embedded resource or saves it to disk. Runs via `npx filetopdf-mcp` or a hosted Streamable HTTP endpoint; free API key in one click.
@@ -3151,6 +3286,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [huseyinstif/klaket](https://github.com/huseyinstif/klaket) [](https://glama.ai/mcp/servers/huseyinstif/klaket) ๐ ๐ ๐ ๐ช ๐ง - Let AI agents watch videos: word-timestamped transcripts, speaker labels, scenes, chapters and exact-moment search from any video URL or file โ fully local, no API keys. `npx klaket-mcp`
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) ๐ โ๏ธ ๐ ๐ช ๐ง - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
+- [ffroliva/gflow-cli](https://github.com/ffroliva/gflow-cli) [](https://glama.ai/mcp/servers/ffroliva/gflow-cli) ๐ ๐ ๐ ๐ช ๐ง - Drive Google Flow from an agent: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable Characters and scene composition. Runs against your own Google account with Flow access; video generation bills your credits.
- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [](https://glama.ai/mcp/servers/richer-richard/cochlea) ๐ฆ ๐ ๐ ๐ช ๐ง - Render, analyze, and verify audio (WAV or FLAC) through a fully offline, deterministic engine. Compose scores as data, render byte-identical PCM, pull loudness, pitch, tempo, key, and structure reports, generate spectrograms, and diff two renders against each other. No ffmpeg, no audio device, just numbers an agent can actually reason about. `cargo install cochlea-mcp`
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) ๐ โ๏ธ - Turn YouTube videos into short-form clips from any AI assistant. AI-powered highlight detection, subtitle generation, 9:16 reframing, and direct download URLs via the Crabcut API.
- [ronak-create/FableCut](https://github.com/ronak-create/FableCut) [](https://glama.ai/mcp/servers/ronak-create/FableCut) ๐ ๐ ๐ ๐ช ๐ง - Zero-dependency browser video editor that AI agents drive through a JSON timeline. MCP tools to add/patch clips, keyframes, transitions, text animations and filters, import media, and analyze a reference video into an edit blueprint (shots, beats, BPM, drop); the open editor UI live-reloads on every change and exports via ffmpeg.
@@ -3161,6 +3297,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [Lulu-The-Narwhal/dali-mcp](https://github.com/Lulu-The-Narwhal/dali-mcp) [](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp) ๐ โ๏ธ - Scores AI image/video generation prompts (0-100) against 18 models (Veo 3, Sora, Kling, Runway, Seedance, Midjourney, Flux, and more) before you spend a generation credit, then rewrites weak ones. Free, hosted remote MCP + npm/PyPI packages.
- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Audio AI API for stem separation (vocal, drum, bass, guitar, piano), DME separation (dialogue, music, effects), and AI lyrics sync. 7 tools, 11 models, supports WAV/FLAC/MP3/M4A/MOV/MP4.
- [glifxyz/glif-mcp-server](https://github.com/glifxyz/glif-mcp-server) [](https://glama.ai/mcp/servers/glifxyz/glif-mcp-server) ๐๏ธ โ๏ธ - Glif's official hosted media-generation agent: generate images, video, and audio, transcribe, and chain multi-step media workflows from natural language. Remote server at https://glif.app/api/mcp (OAuth).
+- [gridhra/atx-mcp](https://github.com/gridhra/atx-mcp) [](https://glama.ai/mcp/servers/gridhra/atx-mcp) ๐ฆ ๐ ๐ ๐ช ๐ง - Deterministic, non-generative image editing for agents: straighten, crop, mask, layer, apply LUTs, strip EXIF/GPS, and encode to WebP/AVIF/JPEG/PNG through declarative transform recipes. Originals are never modified, every result is an immutable revision with full lineage, and the same recipe reproduces byte-identical output on any machine. `npx -y atx-mcp --workspace /path/to/asset-workspace`
- [manovagyanik1/clipy-mcp](https://github.com/manovagyanik1/clipy-mcp) [](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Read your Clipy screen recordings from any agent: search your library, fetch timestamped transcripts, AI summaries, and key moments with video frames (click markers burned in) as inline images. Read-only, free API key. `npx -y @clipy/mcp`
- [MkTurner74/botverse-mcp](https://github.com/MkTurner74/botverse-mcp) [](https://glama.ai/mcp/servers/MkTurner74/botverse-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Video transcoding (MP4, WebM, ProRes, GIF, MP3) and document conversion (PDF, DOCX, HTML, Markdown, XLSX) for AI agents. Per-job billing, no AWS or FFmpeg setup. `npx -y botverse-mcp`
- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) ๐ ๐ ๐ ๐ช ๐ง - Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning.
@@ -3168,6 +3305,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) ๐ ๐ ๐ ๐ช ๐ง - MCP server for video analysis โ extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.
- [KyaniteLabs/kinocut](https://github.com/KyaniteLabs/kinocut) [](https://glama.ai/mcp/servers/KyaniteLabs/kinocut) ๐ ๐ ๐ ๐ช ๐ง - Guardrailed video editing for AI agents with 135 MCP tools for FFmpeg editing, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates, and provenance receipts. Includes a Python client and `kino` CLI; runs locally with no required API keys.
- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - AI 3D model generation and post-processing: text/image/multiview-to-3D via Tripo, plus retopology, format conversion (GLB/FBX/OBJ/STL/USDZ), and stylization. Single Go binary, 10 tools, async generation with polling.
+- [musevate/MCP](https://github.com/musevate/MCP) [](https://glama.ai/mcp/servers/musevate/MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - Generate video from a prompt, from an image, or from up to thirty reference images, routed across the field of AI video models (Sora, Veo, Kling, Seedance, Hailuo, Wan and more). Quotes the credit cost before spending it, and refunds a technical failure automatically. Hosted remote server with OAuth, plus an MIT stdio bridge for clients that cannot speak streamable HTTP; requires a Musevate account.
- [mutonby/openshorts](https://github.com/mutonby/openshorts) [](https://glama.ai/mcp/servers/mutonby/openshorts) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Turn long videos into viral-ready vertical shorts: AI moment detection, face-tracked 9:16 reframing, word-level captions, 30+ language dubbing, and direct publishing to TikTok/Instagram/YouTube. Self-hostable (MIT) or remote at `https://mcp.openshorts.app/mcp`.
- [SHARProduction/production-metadata-mcp](https://github.com/SHARProduction/production-metadata-mcp) [](https://glama.ai/mcp/servers/SHARProduction/production-metadata-mcp) ๐ ๐ ๐ ๐ช ๐ง - [SHAR Production](https://sharprod.com/) AI-hybrid video-production metadata gate: read-only local stdio MCP that validates rights-aware production manifests and returns a releasability result. One tested tool; no API key, network calls, local-file access, or publishing operations. Install from source: `npm install && node server.js`.
- [stabgan/openrouter-mcp-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal) [](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal) ๐ โ๏ธ ๐ ๐ช ๐ง - All-in-one multimodal MCP for 300+ OpenRouter models: text chat, image / audio / video analysis, and image / audio / video generation (Veo 3.1, Sora 2 Pro, Seedance, Wan). Structured `_meta.code` error taxonomy, IPv4+IPv6 SSRF guards, path-sandbox for disk writes, retry-after-aware backoff, multi-arch Docker.
@@ -3190,7 +3328,8 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [afghanfansmedia-ai/songcheck-mcp](https://github.com/afghanfansmedia-ai/songcheck-mcp) [](https://glama.ai/mcp/servers/afghanfansmedia-ai/songcheck-mcp) ๐ โ๏ธ - Is this song AI or human? Detect AI-generated music (Suno, Udio) and media from any AI agent. Returns a verdict, AI-probability score, confidence, and provenance signals (Content Credentials / SynthID), plus scan_catalog to audit a whole music folder.
- [xDarkzx/Reaper-MCP](https://github.com/xDarkzx/Reaper-MCP) [](https://glama.ai/mcp/servers/xDarkzx/Reaper-MCP) ๐ ๐ ๐ ๐ช ๐ง - AI-powered music production in REAPER through natural conversation - 173 tools across 26 modules covering transport, tracks, MIDI (insert/edit/quantize/humanize), mixing and FX (EQ, compression, sidechain, sends), tempo maps, markers/regions, ReaScript discovery/execution, and more.
- [apancyborg/appsgolem-mcp](https://github.com/apancyborg/appsgolem-mcp) [](https://glama.ai/mcp/servers/apancyborg/appsgolem-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Cut clips from any YouTube video via the AppsGolem API โ pick the format and quality, get a direct download URL, and let an AI agent do the editing. `npx appsgolem-mcp`
-
+- [industriesfatty-spec/fattly-mcp](https://github.com/industriesfatty-spec/fattly-mcp) [](https://glama.ai/mcp/servers/industriesfatty-spec/fattly-mcp) ๐ โ๏ธ - Generate AI images, video, voiceovers, avatars and UGC ads through 50+ models via fattly.app
+-
### ๐ฅ๏ธ OS Automation
Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.
@@ -3208,7 +3347,9 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [fixed-width/glass](https://github.com/fixed-width/glass) [](https://glama.ai/mcp/servers/fixed-width/glass) ๐ฆ ๐ ๐ ๐ช ๐ง - Gives a coding agent a build โ see โ interact โ debug loop over the native GUI app it is writing: launch the app, screenshot it, read its accessibility tree, inject mouse/keyboard/gestures, tail its logs, and diff frames to confirm a change landed. Drives apps as an external black box with no app integration, so any toolkit or language works. 30 tools with text-first responses (element ids, diffs, waits) so the agent need not screenshot every step, plus optional sandboxing of the launched app. Backends: X11, Wayland, Windows, macOS, Android emulators, and the iOS Simulator.
- [ostapondo/Plonk](https://github.com/ostapondo/Plonk) [](https://glama.ai/mcp/servers/ostapondo/Plonk) ๐ ๐ ๐ - A Mac window manager an agent can drive, plus ten more menu bar utilities behind the same icon: see every monitor and window, arrange a layout across displays in one call, snap a window into zones you drew yourself, save workspaces that relaunch apps into their places, keep-awake, measure the screen, screenshot a window by name even when it is buried behind other windows, annotate it, and read text off the screen on-device โ handed back a box per line, so what was read can be pointed at. 20 tools, backed by a native menu bar app over a local-only loopback API; no cloud, no telemetry. `npx -y plonk-mcp`, or open the shipped `.mcpb` bundle in Claude Desktop.
- [emazaheri/ios-agent](https://github.com/emazaheri/ios-agent) [](https://glama.ai/mcp/servers/emazaheri/ios-agent) ๐ ๐ ๐ - Drive a real iPhone or an iOS Simulator through XCUIAutomation and WebDriverAgent. Screens arrive as a compact digest rather than raw accessibility XML (37,000 tokens to 329 on a long list), element resolution runs server-side through six tiers so a retry costs no model tokens, every action returns the screen it produced, and destructive actions are classified before they run and ask first.
+- [yunfeng-enrich/usemymac](https://github.com/yunfeng-enrich/usemymac) [](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac) ๐ ๐ ๐ - Turn a Mac into a remote computer-use MCP server with one command. `uvx usemymac up` wraps CUA's computer-server (screenshot, mouse, keyboard, windows, apps, accessibility tree) in a per-run token, hides shell and file tools unless opted in, and opens a Cloudflare quick tunnel so Claude Code, Codex, or any MCP client on another machine can use the Mac. Rides an existing CuaDriver daemon when one is running.
- [dockndevai/mcp-macos](https://github.com/dockndevai/mcp-macos) [](https://glama.ai/mcp/servers/dockndevai/mcp-macos) ๐ ๐ ๐ - Safe-by-default control of a Mac: read files, list processes & apps, take screenshots, read the clipboard; and behind explicit opt-ins, run shell commands (allowlisted), AppleScript, move files to Trash, and inject GUI input. Read-only by default with layered access modes, per-path/command allowlists, and human confirmation (MCP elicitation) on the dangerous calls. `npx -y @dockndevai/mcp-macos`
+- [chryaner/terrarium](https://github.com/chryaner/terrarium) [](https://glama.ai/mcp/servers/chryaner/terrarium) ๐๏ธ ๐ ๐ช - Fork, break, and revert real VirtualBox VMs as MCP tools. Forks are linked clones (~0.1s) and revert restores a RAM snapshot in seconds. Drives GUI-only guests through the hypervisor with screenshot, click, scroll, type and keys, so an agent controls a machine with no SSH, guest agent, or network, including Windows XP. Windows host with VirtualBox required. `npx -y terrarium-mcp mcp`
### ๐๏ธ Podcasts
@@ -3241,25 +3382,30 @@ auto-download. Install via `npx atlassian-trello-mcp`.
- [mohamed-ashraf-elsaed/loupe](https://github.com/mohamed-ashraf-elsaed/loupe) [](https://glama.ai/mcp/servers/mohamed-ashraf-elsaed/loupe) ๐๏ธ ๐ ๐ - Turns pinned visual product feedback into an actionable backlog: list comments, read one with its target element's HTML, computed styles and screenshot, and update its status. Powers the [Loupe](https://mohamed-ashraf-elsaed.github.io/loupe/) SDK, browser extension, and `loupekit/laravel` package. Install `@loupekit/mcp` (binary `loupe-mcp`).
- [gonnagetapower/kelvia-mcp](https://github.com/gonnagetapower/kelvia-mcp) [](https://glama.ai/mcp/servers/@gonnagetapower/kelvia-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - [Kelvia](https://kelvia.app) task manager an agent can fully operate: boards, tasks, sprints, member roles, worklogs and a time-blocking day planner. 58 tools with MCP safety annotations and selectable toolsets. Hosted endpoint with OAuth 2.1 โ one command, no token to paste. `npx kelvia-mcp`
- [illodev/workfile](https://github.com/illodev/workfile) [](https://glama.ai/mcp/servers/illodev/workfile) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Work, Docs, History and durable Memory as Markdown inside the repository, so the backlog reviews, branches and merges with the code that answers it. Cards carry a lifecycle and a claim, so parallel agents refuse to edit a card another actor holds. 30 tools, plus a CLI, a Claude Code plugin and a local UI. `npx -y @illodev/workfile mcp`
+- [igorolv/redmine-mcp-server](https://github.com/igorolv/redmine-mcp-server) [](https://glama.ai/mcp/servers/igorolv/redmine-mcp-server) โ ๐ ๐ ๐ช ๐ง - Redmine for AI agents: issues, projects, wiki, attachments (PDF/DOCX/ZIP text extraction), time entries, release and blocker analytics; read-only by default with optional write tools.
### ๐ Real Estate
MCP servers for real estate CRM, property management, and agent workflows.
+- [HasData/redfin-mcp](https://github.com/HasData/redfin-mcp) [](https://glama.ai/mcp/servers/HasData/redfin-mcp) ๐ โ๏ธ - Remote MCP server for Redfin: for-sale, for-rent and sold listings with the full filter set, plus complete property pages, as JSON.
- [HasData/zillow-mcp](https://github.com/HasData/zillow-mcp) [](https://glama.ai/mcp/servers/HasData/zillow-mcp) ๐ โ๏ธ - Remote MCP server for Zillow: for-sale, for-rent and sold listings with rich filters, and full property details (price and tax history, schools, agent), as JSON.
- [ashev87/propstack-mcp](https://github.com/ashev87/propstack-mcp) [](https://glama.ai/mcp/servers/@ashev87/propstack-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Propstack CRM MCP: search contacts, manage properties, track deals, schedule viewings for real estate agents (Makler).
- [atifnayeem-oss/saveproptax-mcp](https://github.com/atifnayeem-oss/saveproptax-mcp) [](https://glama.ai/mcp/servers/atifnayeem-oss/saveproptax-mcp) โ๏ธ - California property tax appeals: check whether a home qualifies for a Proposition 8 decline-in-value reduction from recent comparable sales, then prepare the county's own review form. Hosted remote server at https://saveproptax.com/mcp, no API key. The signing link is emailed to the homeowner, who signs and pays a flat $29.
- [beshogun/planwire-mcp](https://github.com/beshogun/planwire-mcp) [](https://glama.ai/mcp/servers/beshogun/planwire-mcp) ๐ โ๏ธ - UK planning application data for AI agents: search planning applications by council, postcode, keyword, status, type, or date range; find applications near a lat/lng point; fetch a specific application; and list supported councils. Requires a PlanWire API key. `npx -y planwire-mcp`
+- [Capital-W-Holdings/us-property-parcel-real-estate-debt](https://github.com/Capital-W-Holdings/us-property-parcel-real-estate-debt) [](https://glama.ai/mcp/servers/Capital-W-Holdings/us-property-parcel-real-estate-debt) ๐ โ๏ธ - US commercial and federal-programme real estate debt: loan maturities across 52 state codes, HUD subsidy contract expiries and LIHTC compliance period endings nationally, plus 291,914 Massachusetts and New York parcels with ownership and assessed value, and 95,494 recorded sale instruments. Hosted remote MCP over Streamable HTTP, no key and no signup; 11 of 12 tools free and permanent, one $1.00 loan-tape tool that quotes its price and coverage before it charges.
- [forgemeshlabs/disruption-intelligence-mcp](https://github.com/forgemeshlabs/disruption-intelligence-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/disruption-intelligence-mcp) ๐ โ๏ธ - AI-native commercial disruption intelligence for MCP clients and x402-powered agents. Supports WARN/layoff intelligence, company context, geospatial territory disruption, and x402 payment challenge inspection via the hosted Forgemesh API.
- [hyperionxmota/cook-county-property-mcp](https://github.com/hyperionxmota/cook-county-property-mcp) [](https://glama.ai/mcp/servers/hyperionxmota/cook-county-property-mcp) ๐ โ๏ธ - Cook County / Chicago property records โ parcels, recorded sales, building permits, tax assessments, and comparable sales by street address or PIN. Hosted remote MCP, pay-per-call via x402 (USDC on Base/Solana).
- [jbechtel-97/dealflowpro-mcp-server](https://github.com/jbechtel-97/dealflowpro-mcp-server) [](https://glama.ai/mcp/servers/jbechtel-97/dealflowpro-mcp-server) ๐ โ๏ธ - Multifamily real estate deal analysis โ cap rate, DSCR, cash-on-cash, IRR, DFP Score (0-100), max offer price, and market intelligence for 2-200 unit properties.
- [pedra-ai/pedra-mcp](https://github.com/pedra-ai/pedra-mcp) [](https://glama.ai/mcp/servers/@pedra-ai/pedra-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - AI photo and video editing for real-estate listings via the Pedra API: virtual staging, renovation, room emptying, photo enhancement, sky replacement, object removal/blur, and property video generation. `npx @pedra-ai/mcp`
- [RantumBits/addressintel-mcp](https://github.com/RantumBits/addressintel-mcp) [](https://glama.ai/mcp/servers/RantumBits/addressintel-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - SF Peninsula (California) building permits and parcel buildability: search issued permits by city, keyword, contractor or valuation; SB 9 lot-split eligibility with per-parcel block reasons; ADU feasibility with estimated units and buildable square footage; and underbuilt-parcel redevelopment leads. Read-only, works keyless on a demo tier. `npx -y addressintel-mcp`
+- [TargetGrps/partelisto-mcp](https://github.com/TargetGrps/partelisto-mcp) [](https://glama.ai/mcp/servers/TargetGrps/partelisto-mcp) #๏ธโฃ โ๏ธ - Guest check-in and SES.HOSPEDAJES (Spanish short-term-rental police registration) for property operators: booking status, guest-form completion, SES filing status, create a booking, and resend a guest's check-in link. OAuth-scoped read/write, no guest PII exposed. Listed in the official MCP Registry as `io.github.TargetGrps/partelisto-mcp`.
### ๐ฌ Research
Tools for conducting research, surveys, interviews, and data collection.
+- [HasData/google-scholar-mcp](https://github.com/HasData/google-scholar-mcp) [](https://glama.ai/mcp/servers/HasData/google-scholar-mcp) ๐ โ๏ธ - Remote MCP server for Google Scholar: search with author and year filters, cited-by and all-versions lookups, and citations in five styles with BibTeX export, as JSON.
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) ๐ โ๏ธ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) ๐ โ๏ธ - Independent trust scores, claim audits, and comparisons for AI agents โ queryable by your agent over MCP. Hosted Cloudflare Worker at hlido.eu/mcp (no install). Returns a 0โ100 score, tier verdict, per-claim PASS/FAIL audit, and signed evidence for a reviewed agent. From [Hlido](https://hlido.eu).
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) ๐ โ๏ธ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai โ free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals.
@@ -3271,6 +3417,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [dvdsosa/zotero-native-mcp](https://github.com/dvdsosa/zotero-native-mcp) [](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read and write a local Zotero 10+ library through Zotero's own local API: collections, items, attachments from disk (linked or imported), indexed full text, BibTeX and CSL export, tags and saved searches. Deleting goes to Zotero's trash and is restorable. No Zotero plugin, no zotero.org API key and no cloud round trip, so it works offline. Install: `npx -y zotero-native-mcp`
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) ๐ โ๏ธ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
- [Guitarmaniac24/getabrain-mcp-server](https://github.com/Guitarmaniac24/getabrain-mcp-server) [](https://glama.ai/mcp/servers/Guitarmaniac24/getabrain-mcp-server) ๐ โ๏ธ - Query real, quality-scored humans as an agent tool. [GetABrain](https://getabrain.ai) routes a question to paid human workers and returns schema-validated JSON โ 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required. `npx -y @getabrain/mcp-server`.
+- [haoming-luo/agentfem-mcp](https://github.com/haoming-luo/agentfem-mcp) [](https://glama.ai/mcp/servers/haoming-luo/agentfem-mcp) ๐ ๐ ๐ ๐ช ๐ง - Official AgentFEM bridge for AI agents to create, validate, run, inspect, and verify finite-element simulations through seven typed tools. Install: `uvx --from agentfem-mcp agentfem-mcp`.
- [herbertkokholm/cite-caddy](https://github.com/herbertkokholm/cite-caddy) [](https://glama.ai/mcp/servers/herbertkokholm/cite-caddy) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Full read/write access to a Zotero library โ 39 tools covering items, collections, tags, attachments, notes, and bibliography/citation export. Self-service, multi-tenant: sign in with your own Zotero API key via a first-party OAuth 2.1 flow, no shared credentials. Version-gated writes, with an idempotency-key option to make retried deletes/moves safe.
- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) ๐ โ๏ธ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required.
- [joelgombin/andre-mcp](https://github.com/joelgombin/andre-mcp) [](https://glama.ai/mcp/servers/joelgombin/andre-mcp) โ๏ธ - French election results from 1999 to 2026 at polling-station level (55 elections), cross-referenced with INSEE socio-demographic data, elected representatives and official administrative boundaries. Electoral maps, vote-reserve analysis, cross-election panels and read-only SQL over DuckDB. Hosted, no auth, no install: `https://mcp.andre.vote/mcp`, also listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/vote.andre/elections).
@@ -3285,6 +3432,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [](https://glama.ai/mcp/servers/nangman-infra/touch-browser) ๐ฆ ๐ - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP.
- [notDIRK/fds-mcp](https://github.com/notDIRK/fds-mcp) [](https://glama.ai/mcp/servers/notDIRK/fds-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Freedom-of-information requests for Germany via [FragDenStaat.de](https://fragdenstaat.de), the FOI portal built on [froide](https://github.com/okfde/froide). Finds the responsible authority from a place name and returns the evidence trail, reads the applicable act and its statutory deadline, tracks your own requests and their replies, and drafts new requests as local YAML checked against 25 rules before anything is sent. Four tools need no account. Submitting is guarded by five independent gates and defaults to a dry run, because the API sends immediately and cannot be undone.
- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [](https://glama.ai/mcp/servers/OrgMentem/zotio) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Zotero MCP server (`zotio-mcp`) with a capability-tagged tool registry and preview-first, journaled writes (an agent can't silently mutate or delete your library). Reads work keyless against the local Zotero desktop API; writes route to the Web API. Ships an MCPB bundle for one-click Claude Desktop install.
+- [oscardvs/zoteus](https://github.com/oscardvs/zoteus) [](https://glama.ai/mcp/servers/oscardvs/zoteus) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Zotero MCP server in TypeScript: hybrid keyword and semantic search, PDF passages with page locators, bibliographies in any CSL style (citeproc-js), add by DOI, group libraries, and writes (items, tags, collections, attachments, PDF annotations anchored to the quoted passage). Reads and personal-library writes go to the running Zotero app without a cloud key. `npx -y @oscardvs/zoteus`, or a one-click `.mcpb` for Claude Desktop.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) ๐ โ๏ธ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) ๐ ๐ ๐ ๐ช ๐ง - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
- [patsnap/patent-literature-search-mcp](https://github.com/patsnap/patent-literature-search-mcp) [](https://glama.ai/mcp/servers/patsnap/patent-literature-search-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Natural-language patent and scientific literature search across 200M+ patents and 216M+ papers from 170+ jurisdictions, with semantic/BM25 search, structured filters, and record retrieval. Hosted Streamable HTTP endpoint and Dockerized stdio bridge; requires a free Patsnap API key.
@@ -3295,10 +3443,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) ๐ โ๏ธ - Patent prior art search and startup IP intelligence for AI founders. Clone risk score, defensibility map, patentable features, competitor patent landscape โ free analysis in ~2 minutes. Full IP Portfolio Package (6 documents) available for $99. `pip install fittin-mcp`
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) ๐ โ๏ธ - Access legislative data from all 50 US states and Congress โ search bills, get full text, track votes, and look up legislators via the LegiScan API.
- [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers โ search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server`
+- [smeet666/mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress) [](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress) ๐ โ๏ธ ๐ ๐ช ๐ง - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search per media type and the curated collections. No API key. `npx -y mcp-libraryofcongress`
- [smeet666/mcp-databnf](https://github.com/smeet666/mcp-databnf) [](https://glama.ai/mcp/servers/smeet666/mcp-databnf) ๐ โ๏ธ ๐ ๐ช ๐ง - Search data.bnf.fr, the open catalogue of the Bibliothรจque nationale de France, for authors, their works and the editions held. No API key. `npx -y mcp-databnf`
- [smeet666/mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg) [](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg) ๐ โ๏ธ ๐ ๐ช ๐ง - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue and book search, and Wayback Machine captures of a URL at a given date. No API key. `npx -y mcp-archiveorg`
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) ๐ ๐ - Auditable strategic-risk memos for AI agents โ sanctions, regulatory, geopolitics, trade. Geography-routed regional specialists (Central Asia/Caspian, Gulf/Middle East), per-claim evidence discipline, schema-validated output, machine-verified audit. No live data retrieval. PyPI: `agenda-intelligence-md`.
+- [wedo911/citeguard](https://github.com/wedo911/citeguard) [](https://glama.ai/mcp/servers/wedo911/citeguard) ๐ ๐ ๐ - Check a citation against Crossref for retraction, correction, or expression-of-concern status before it goes into a paper, summary, or review โ catches papers like Wakefield's retracted MMR-autism study, still cited 1,000+ times since its 2010 retraction. No API key required. Detection logic (checked against real Crossref data, not just documentation) is shared identically between a Python CLI/library, this MCP server, and a GitHub Action for CI. `npx -y citeguard-mcp-server`
- [WenyuChiou/research-hub](https://github.com/WenyuChiou/research-hub) [](https://glama.ai/mcp/servers/WenyuChiou/research-hub) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Research workspace MCP integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into Zotero, sync notes to Obsidian, verify NotebookLM briefs. All three external tools optional. `pip install research-hub-pipeline` then `research-hub serve`.
- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`.
- [YGao2005/scholar-feed-mcp](https://github.com/YGao2005/scholar-feed-mcp) [](https://glama.ai/mcp/servers/YGao2005/scholar-feed-mcp) ๐ โ๏ธ - Semantic search over 600k+ CS/AI papers with citation-graph traversal, full-text extraction, embeddings, and BibTeX export. Works anonymously or with a free key. Install: `npx scholar-feed-mcp init`.
@@ -3318,6 +3468,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) ๐ ๐ โ๏ธ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) ๐ โ๏ธ - Decisions the model doesn't make: a Rete rule engine returns the verdict, retrieval over your own policy documents explains it โ so an explanation can't invent a threshold your rulebook doesn't have. Turn a written policy into draft rules that cite the sentence each encodes, save them as YAML, then decide; every verdict names the rule that fired, and you can ask why any rule didn't.
### ๐ Search & Data Extraction
+- [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) ๐ โ๏ธ - Remote MCP server for web scraping: fetch any public page with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as markdown, text, HTML or JSON.
- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) ๐๏ธ ๐ โ๏ธ - Web page data for agents: scrape to Markdown, extract metadata, links and JSON-LD schema, audit on-page SEO, detect tech stacks, and validate XML sitemaps. Free tier, no card. Install via `npx -y @tooltrace/mcp-server`, or use the hosted endpoint at `https://mcp.tooltrace.io/mcp`.
- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) ๐ โ๏ธ ๐ - Agent-native web search for AI agents: one provider-neutral `web_search` tool aggregating model-native grounding (ARK, Gemini, Grok, DeepSeek, Zhipu) and agent search APIs (Exa, Parallel, Brave, Perplexity, Tavily, You.com). Keyless free defaults, stdio + stateless Streamable-HTTP MCP, CLI, Python API, and Hermes plugin. Install via `pipx install agent-web-search-mcp`.
- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) ๐๏ธ ๐ โ๏ธ - YouTube transcripts in five formats (text, JSON, SRT, VTT, srv3), video and channel search, playlists, and 4,000-video batch jobs over a hosted endpoint. 14 tools, free tier, no card.
@@ -3380,6 +3531,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) ๐ โ๏ธ ๐ - Search 6,500+ curated AI applications from the HyperStore directory. 8 tools (keyword + semantic search, full details, browsing), 3 resources, 3 prompts. Install via `uvx hyperstore-mcp` or use the hosted endpoint at `https://mcp.store.hypergpt.ai/mcp`.
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
- [divyanshu-iitian/SearchForge](https://github.com/divyanshu-iitian/SearchForge) [](https://glama.ai/mcp/servers/divyanshu-iitian/SearchForge) ๐ ๐ ๐ ๐ช ๐ง - Free capability-routed search and web reading for agents: GitHub, Crossref, Hacker News, Wikipedia, private SearXNG, and URL-to-Markdown, with live health diagnostics and no telemetry. Exposes `web_search`, `read_url`, and `search_status`.
+- [djrobson5/agentmd-mcp](https://github.com/djrobson5/agentmd-mcp) [](https://glama.ai/mcp/servers/djrobson5/agentmd-mcp) ๐ โ๏ธ - Convert PDF, DOCX, HTML, and URLs to clean, LLM-ready markdown with tables preserved and boilerplate stripped. Hosted API โ no local dependencies. 50 free conversions (self-serve key, no card), then $0.002/call. Install via `npx -y agentmd-mcp`.
- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) ๐ โ๏ธ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.
- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) ๐ โ๏ธ - MCP server for Google Search Console & Indexing API โ 13 tools for search analytics, sitemaps, URL inspection, and batch indexing.
- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) ๐ ๐ - Full domain lifecycle management: availability checking (zero config), registration, DNS, SSL, email auth (SPF/DKIM/DMARC), and WHOIS across Porkbun, Namecheap, GoDaddy, and Cloudflare. 21 tools.
@@ -3446,6 +3598,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [tobocop2/lilbee](https://github.com/tobocop2/lilbee) [](https://glama.ai/mcp/servers/tobocop2/lilbee) ๐ ๐ ๐ ๐ช ๐ง - Runs and manages its own local models, or uses your existing Ollama or LM Studio if you prefer. Indexes your files and code, crawls the websites you point it at, and answers with citations to the source.
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) ๐๏ธ ๐ โ๏ธย - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) ๐ โ๏ธ - MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73% token reduction with structured output.
+- [litescrape/litescrape-mcp-server](https://github.com/litescrape/litescrape-mcp-server) [](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Google Search, Bing, DuckDuckGo and Google Maps results as JSON with no API key (free daily allowance per network); Google AI Mode, AI Overview and Shopping with a key. `npx -y litescrape-mcp-server`.
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) ๐ โ๏ธย -ย Discover, extract, and interact with the web - one interface powering automated access across the public internet.
- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) ๐ โ๏ธ - Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data.
- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) ๐ โ๏ธ - Enriches a company domain into firmographics: employee band, industry, HQ, founded year, revenue estimate, logo, and description, with source provenance.
@@ -3454,6 +3607,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [mambalabsdev/mcp-gtm-hiring-signal-scraper](https://github.com/mambalabsdev/mcp-gtm-hiring-signal-scraper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-hiring-signal-scraper) ๐ โ๏ธ - Detects GTM hiring signals across Greenhouse, Lever, and Ashby career pages, returning Clay-ready JSON with role counts, signal strength, and ATS detection.
- [Marvy101/pod-mcp](https://github.com/Marvy101/pod-mcp) [](https://glama.ai/mcp/servers/Marvy101/pod-mcp) ๐๏ธ ๐ โ๏ธ - Search firsthand observations that agents recorded while doing real work โ what actually happened with a product, API, service, or place, rather than what its documentation claims. Agents can also write back what they observed. No API key; hosted Streamable HTTP at `https://api.askpod.ai/mcp/read`.
- [mikechao/brave-search-mcp](https://github.com/mikechao/brave-search-mcp) ๐ โ๏ธ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
+- [maxylev/searchfetch](https://github.com/maxylev/searchfetch) [](https://glama.ai/mcp/servers/maxylev/searchfetch) ๐ ๐ - A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching
- [MikkoParkkola/nab](https://github.com/MikkoParkkola/nab) [](https://glama.ai/mcp/servers/MikkoParkkola/nab) ๐๏ธ ๐ ๐ ๐ช ๐ง - Ultra-fast web fetcher and MCP server with HTTP/3, JS rendering, anti-fingerprinting, browser cookie auth, and 1Password integration. Fetches any URL as clean Markdown for AI context.
- [MKirovBG/scribefy-mcp](https://github.com/MKirovBG/scribefy-mcp) [](https://glama.ai/mcp/servers/MKirovBG/scribefy-mcp) ๐๏ธ ๐ โ๏ธ - Extract timestamped YouTube transcripts, plus search, video metadata, and related-video tools for Claude, Cursor, Windsurf, and AI agents.
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/fetch) ๐ ๐ โ๏ธ - Efficient web content fetching and processing for AI consumption
@@ -3524,6 +3678,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) ๐๏ธ ๐ โ๏ธ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
- [AI-Directory-Partners/tooldirectory-mcp](https://github.com/AI-Directory-Partners/tooldirectory-mcp) [](https://glama.ai/mcp/servers/AI-Directory-Partners/tooldirectory-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Search a catalog of 2,000+ AI tools, compare them, find alternatives, and check whether a tool is still active, defunct, or acquired. Hosted remote MCP at `https://tooldirectory.ai/api/mcp` or `npx -y tooldirectory-mcp`.
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) โ๏ธ ๐ โ Tavily AI search API
+- [trendsmcp-ai/Trends-MCP](https://github.com/trendsmcp-ai/Trends-MCP) [](https://glama.ai/mcp/servers/trendsmcp-ai/Trends-MCP) ๐ ๐ โ๏ธ - Live trend data from Google, TikTok, YouTube, Amazon, Reddit, npm, Steam, and 20+ other sources. Local stdio via `uvx trends-mcp-server` or hosted at `https://api.trendsmcp.ai/mcp`.
- [urlbox/urlbox-mcp-server](https://github.com/urlbox/urlbox-mcp-server/) - ๐ ๐ A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the [Urlbox](https://urlbox.com) API.
- [us/crw](https://github.com/us/crw) [](https://glama.ai/mcp/servers/us/crw) ๐๏ธ ๐ฆ ๐ โ๏ธ ๐ ๐ช ๐ง - fastCRW โ open-source (AGPL-3.0), self-hostable Rust web crawler & search API for AI agents. Tools: `scrape`, `crawl`, `map`, and SearXNG-backed `search`. Single ~6MB static binary; reproducible 1K-URL benchmarks faster than hosted alternatives. Hosted MCP at [fastcrw.com/mcp](https://fastcrw.com/mcp) (Streamable HTTP, OAuth) or self-host.
- [Savirinc/unfragile-mcp-server](https://github.com/Savirinc/unfragile-mcp-server) [](https://glama.ai/mcp/servers/Savirinc/unfragile-mcp-server) ๐ ๐ - Canonical MCP server resolver. Returns the right MCP for any agent intent with an invocation-ready snippet and an Ed25519-signed trust passport. Cross-registry coverage. `npx -y @unfragile/mcp-server`
@@ -3552,10 +3707,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) ๐ โ๏ธ ๐ ๐ช ๐ง - Read Supertoinette's French recipes: ingredients with the quantity separated from the line, steps, difficulty, cost level, resting time, and the five wines the site ranks for a dish. Rescales any recipe to a number of people, saying on each line whether the arithmetic landed exactly. No API key. `npx -y mcp-supertoinette`
### ๐ Security
+- [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [](https://glama.ai/mcp/servers/ucsandman/DashClaw) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Fail-closed approval layer for unattended agent runs: `guard` evaluates each declared action against org policy before it executes (allow/warn/block/require-approval with one-click human approval), records every decision to a causal ledger, and adds plan preflight, scoped delegation grants, and containment verdicts. `npx -y @dashclaw/mcp-server`
+- [26zl/cybersec-toolkit](https://github.com/26zl/cybersec-toolkit) [](https://glama.ai/mcp/servers/26zl/cybersec-toolkit) ๐ ๐ ๐ง - One command installs 670+ security tools; an authorization-gated MCP server lets AI clients discover and run them for CTF, pentest, bug bounty, and DFIR.
- [AIops-tools/Compliance-AIops](https://github.com/AIops-tools/Compliance-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops) ๐ ๐ - A meta-tool that reads other AIops tools' audit trails and seals framework-mapped (HIPAA/PCI-DSS/SOC 2/GDPR) hash-chained evidence bundles โ deterministic, offline, and tamper-evident (19 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards.
+- [dtkmn/mcp-zap-server](https://github.com/dtkmn/mcp-zap-server) [](https://glama.ai/mcp/servers/dtkmn/mcp-zap-server) โ ๐ - Self-hosted OWASP ZAP integration for MCP clients, with guided security scans, findings summaries, and report generation.
- [felixpg13-glitch/spendshield](https://github.com/felixpg13-glitch/spendshield) [](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield) ๐ ๐ - Payment guardrails for AI agents: spend-capped digital identity (KYA), dry-run / budget / amount-limit / approval gates, prompt-injection defense (new recipients & large amounts require human sign-off), AES-encrypted secret vault with audited access, full audit trail. Python library + stdio MCP server. `pip install spendshield`
- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) ๐ ๐ - Self-hosted security and policy layer for AI agents interacting with blockchain wallets. Agents submit a proposed transaction/action and Guardian evaluates wallet, token, contract, threat-intelligence, simulation, policy and reputation signals before returning an explainable ALLOW / WARN / BLOCK decision. Includes an MCP stdio server, real RPC/Blockscout/DexScreener/GoPlus providers, transaction simulation, local threat lists and policy controls.
-
+- [M2M-Sentinel/m2m-sentinel-sdk](https://github.com/M2M-Sentinel/m2m-sentinel-sdk) [](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk) ๐ โ๏ธ ๐ ๐ช ๐ง - Deterministic EVM bytecode capability intelligence, EIP-1967 proxy resolution, gas recommendations, and preflight safety intelligence for autonomous agents on Base (`Chain ID: 8453`). Supports stdio and hosted SSE. `npx -y m2m-sentinel-sdk`
- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) ๐ ๐ ๐ ๐ช ๐ง - The first MCP server for [Malcolm](https://malcolm.fyi), the open-source network traffic analysis suite (Zeek + Suricata + Arkime + OpenSearch + NetBox). Gives AI agents structured, threat-hunting access: search and aggregate traffic, discover fields, query Suricata alerts, browse Arkime sessions, and resolve NetBox assets. Read-only by default; opt-in, audited write classes for alerts, tagging, hunts, and PCAP upload. `pip install mcp-server-malcolm`
- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [](https://glama.ai/mcp/servers/chasdaddy/basescope) ๐ โ๏ธ - The read-only safety layer for onchain AI agents. 13 read-only tools on Base + EVM: token/contract safety (honeypot & rug-pull checks cross-referenced across GoPlus + honeypot.is), risky-approval detection, verified-source lookup, balances, ENS + Basenames, gas, and prices. No private keys, no required API keys. `npx -y basescope`
- [sachio222/54ch10-mcp](https://github.com/sachio222/54ch10-mcp) [](https://glama.ai/mcp/servers/sachio222/54ch10-mcp) ๐ โ๏ธ - Pre-interact JSON risk briefs for wallet/agent builders: `address` / `token` / `url` โ score, band, flags, sources (phishing/scam/wallet/URL-reputation heuristics). Live OpenPhish + eth_getCode. x402 $0.01 USDC/brief or free demo 20/day. Analytics-only โ not financial advice. Install: `npx -y github:sachio222/54ch10-mcp`. Site: https://54ch10.uk
@@ -3577,6 +3735,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - **Verifiable oracle MCP server**: Platon VRF (`get_random`), Chronos VDF (`compute_vdf` / `verify_vdf`), LUMEN reputation (`get_reputation_scores`) as agent tools. Pay-per-call over AIMarket Hub; every result independently verifiable. stdio ยท Python ยท [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway).
- [alexar76/argus](https://github.com/alexar76/argus) [](https://glama.ai/mcp/servers/alexar76/argus) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - **ARGUS-3 as a stdio MCP server** (`argus mcp` โ `argus_ask`, `argus_status`). **WARDEN** vets third-party MCP servers before any tool runs (LUMEN-scored firewall, tool-def pinning, drift sentinel). Distinct from `aimarket-oracle-gateway` (oracle tools) and `aimarket-plugins` (hub packager). npm `@alexar76/argus3` ยท [live](https://magic-ai-factory.com/argus/).
- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) ๐ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Cryptographic provenance, bilateral blind reputation scoring, and tamper-evident logging for AI agent interactions. 7 interlocking trust protocols (CoC, ARP, ASA, AJP, ALP, AMP, CWEP) available in Python (pip) and TypeScript (npm). 663 tests. Bitcoin-anchored provenance chains, anti-Goodhart reputation scoring, machine-readable contracts, dispute resolution, lifecycle management, trust-weighted matchmaking, and context-window cost allocation. Also on [Smithery](https://smithery.ai/server/@alexfleetcommander/agent-trust-stack-mcp) and [PyPI](https://pypi.org/project/agent-trust-stack-mcp/).
+- [equinoxaifinance-rgb/living-stack-mcp](https://github.com/equinoxaifinance-rgb/living-stack-mcp) [](https://glama.ai/mcp/servers/equinoxaifinance-rgb/living-stack-mcp) ๐ ๐ ๐ ๐ช ๐ง - Stops AI agents from claiming done without proof. Fourteen bounded tools add scoped authorization, budget reservations, typed evidence gates, checkpoint recovery, tamper-evident outcomes, and signed metadata-only traces without giving the server shell, browser, or network authority. Apache-2.0; audited MCPB and GitHub installs need no API key.
- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) ๐ โ๏ธ - PII sanitization layer for autonomous AI agent pipelines. Detects and redacts emails, phone numbers, national IDs, private keys, and financial data before text reaches LLMs. Supports EN, ES (LATAM), PT (BR/PT), DE, JA. Solana-native payments via Helius oracle.
- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) ๐ โ๏ธ - URL intelligence for AI agents. 13 tools for security signals and data quality: redirect behaviour, brand impersonation detection, domain age, SSL validation, parked detection, URL structural analysis, DNS enrichment.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) ๐ โ ๐ - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
@@ -3611,6 +3770,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) ๐ ๐ช ๐ MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- [mirajmahmudul/agentdevx-sdk](https://github.com/mirajmahmudul/agentdevx-sdk) [](https://glama.ai/mcp/servers/mirajmahmudul/agentdevx-sdk) ๐ โ๏ธ - Give your AI hands. Identity and credential vault gateway for autonomous agents. Ed25519 cryptographic identity (not OAuth), AES-256-GCM encrypted credential vault, OPA policy engine with full audit logging (captures allowed and denied actions), persistent per-agent memory, and web scraping tools. Self-bootstrapping โ an agent can discover, register, and start calling tools with zero human setup. Register any API via OpenAPI spec.
- [behrensd/mcp-firewall](https://github.com/behrensd/mcp-firewall) ๐ ๐ ๐ ๐ช ๐ง - Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No AI, no cloud.
+- [Gowthaman90/mcp-bastion](https://github.com/Gowthaman90/mcp-bastion) [](https://glama.ai/mcp/servers/Gowthaman90/mcp-bastion) ๐ ๐ ๐ ๐ช ๐ง - Reliability + security proxy that sits in front of MCP servers: TOFU tool-definition pinning against rug pulls, tool-poisoning and cross-server-exfiltration detection, argument/command-injection blocking, inline secret redaction, MCP 2026-07-28 header/body validation (`-32020`) and cache-policy clamping, and a compliance-mapped audit trail (NIST AI RMF / OWASP). Coverage measured on an open benchmark with a held-out corpus. `npx -y mcp-bastion`
- [bluetieroperations-create/blackwall-mcp](https://github.com/bluetieroperations-create/blackwall-mcp) [](https://glama.ai/mcp/servers/bluetieroperations-create/blackwall-mcp) ๐ โ๏ธ - Pre-action risk gate for AI agents. One `forecast` tool the agent calls before any irreversible action (send money, run SQL, delete data); returns a risk score (0โ100), reversibility class, named red flags from 28 failure modes, and a gate: proceed / confirm / human-required.
- [Perufitlife/web-exposure-mcp](https://github.com/Perufitlife/web-exposure-mcp) [](https://glama.ai/mcp/servers/Perufitlife/web-exposure-mcp) ๐ ๐ ๐ ๐ช ๐ง - Points an AI agent at a live URL and confirms publicly-served secret files by fetching the bytes โ exposed `.git`, `.env`, JS source maps, backup/SQL dumps, directory listing, and dotfiles. Zero dependencies, read-only.
- [Bichev/agentradar-mcp](https://github.com/Bichev/agentradar-mcp) [](https://glama.ai/mcp/servers/Bichev/agentradar-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - On-chain trust oracle for the ERC-8004 + x402 agent economy. 18 tools for verifying AI agents: 6-signal composite trust scoring (0-100), 272-wallet scam database, ERC-8004 identity lookup, EAS attestations on Base mainnet. x402-payable. Free `get_score` / `check_scam`. Live at [vvpro.ai](https://vvpro.ai) ยท npm [`@agentradar/mcp`](https://www.npmjs.com/package/@agentradar/mcp).
@@ -3620,6 +3780,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) ๐ ๐ช โ๏ธ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) ๐ ๐ช โ๏ธ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) ๐ ๐ช โ๏ธ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
+- [mcp-hangar/mcp-hangar](https://github.com/mcp-hangar/mcp-hangar) [](https://glama.ai/mcp/servers/mcp-hangar/mcp-hangar) ๐ ๐ - The policy enforcement plane for MCP -- deterministic admission and egress policy, attributable audit, and SIEM export for your MCP server fleet. MIT, self-hosted, no SaaS.
- [Declade/lucairn-sdks](https://github.com/Declade/lucairn-sdks) [](https://glama.ai/mcp/servers/Declade/lucairn-sdks) ๐ โ๏ธ ๐ ๐ช ๐ง - Privacy-preserving AI gateway. Sanitises PII (German + English; Microsoft Presidio + custom recognisers) before prompts reach Anthropic / OpenAI / your LLM, then emits a signed cryptographic certificate per call (Ed25519 + RFC 3161 timestamp + Sigstore Rekor anchoring). EU GDPR + AI Act ready. Free tier 500 calls/month, BYOK. Install: `npx -y @lucairn/mcp-server`. Docs: https://lucairn.eu/developer/mcp.
- [chrbailey/promptspeak-mcp-server](https://github.com/chrbailey/promptspeak-mcp-server) [](https://glama.ai/mcp/servers/chrbailey/promptspeak-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Pre-execution governance for AI agents. Intercepts and validates every agent tool call through an 8-stage pipeline before execution โ risk classification, behavioral drift detection, hold queue for dangerous operations, and complete audit trail. 45 tools, 658 tests.
- [bx33661/Wireshark-MCP](https://github.com/bx33661/Wireshark-MCP) [](https://glama.ai/mcp/servers/bx33661/Wireshark-MCP) ๐ ๐ - Wireshark network packet analysis MCP Server with capture, protocol stats, field extraction, and security analysis capabilities.
@@ -3636,7 +3797,9 @@ Tools for conducting research, surveys, interviews, and data collection.
- [datanexusmcp/mcp-server](https://github.com/datanexusmcp/mcp-server) [](https://glama.ai/mcp/servers/datanexusmcp/mcp-server) ๐ โ๏ธ - 55 tools for verified public data lookups โ CVE/SBOM security audits, licence compliance, patents, federal contracts, NPI provider lookups, nonprofit 990 filings, and domain intelligence. No API key required.
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
- [dnsdoctor/claude-plugin](https://github.com/dnsdoctor/claude-plugin) [](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin) ๐๏ธ ๐ โ๏ธ - Scan and fix a domain's email authentication โ SPF, DMARC, DKIM, MX, blacklists, domain/SSL expiry. Deterministic, validated fix records (never LLM-generated); hosted server at dnsdoctor.dev/mcp with anonymous access.
+- [doublegate/CyberChef-MCP](https://github.com/doublegate/CyberChef-MCP) [](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP) ๐ ๐ - GCHQ [CyberChef](https://github.com/gchq/CyberChef)'s 504 data-transformation operations as MCP tools โ encryption, encoding, compression and forensics โ plus 19 analysis tools for work a single operation cannot express, such as hash identification, RSA and ECDSA attacks, XOR key-length recovery, cipher solving, X.509 chain validation and NIST post-quantum identification (ML-KEM/ML-DSA/SLH-DSA). Runs in-process with no separate service; `tools/list` is a navigable index by default rather than 544 schemas. `npx cyberchef-mcp` or Docker.
- [duriantaco/skylos](https://github.com/duriantaco/skylos) [](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) ๐ ๐ ๐ ๐ช ๐ง - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false positives than Vulture. Includes AI-powered remediation.
+- [elberacasa/umbra](https://github.com/elberacasa/umbra) [](https://glama.ai/mcp/servers/elberacasa/umbra) ๐ ๐ ๐ ๐ช ๐ง - Trust score and guardrails for AI-generated code: static security rules, Docker-verified build/boot checks, and claim receipts that catch agents lying about tests. Tools: `scan_repo`, `guard_content`, `get_score`. Run with `npx --yes -p @elberacasa/umbra umbra-mcp`.
- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) ๐ ๐ ๐ ๐ช ๐ง - Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes `scan_repo`, `explain_finding`, and `generate_fix_plan` to MCP clients; reads only allowlisted workflow and update configuration, modifies nothing, makes no outbound requests by default, and has zero runtime dependencies. Run with `npx -y taskbounty-check@0.1.6 mcp`.
- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) ๐ ๐ - Human sign-off + trust receipts for AI agents: requires a named human's approval before an irreversible action (payment release, record change, deploy), then mints an offline-verifiable Ed25519 Trust Receipt. Also exposes trust profiles, receipt verification, disputes, and delegation. Apache-2.0; policy engine formally verified. Install: `npx -y @emilia-protocol/mcp-server`.
- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) ๐ ๐ ๐ ๐ช ๐ง - URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping.
@@ -3667,6 +3830,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [intruder-io/intruder-mcp](https://github.com/intruder-io/intruder-mcp) ๐ โ๏ธ - MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure.
- [itsalissonsilva/ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP) [](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP) ๐ ๐ - MCP server for scanning machine learning model artifacts for unsafe serialization, malicious model patterns, risky packaging, URL-based artifact scanning, and directory-level triage using ModelScan, PickleScan, and heuristic inspection.
- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [](https://glama.ai/mcp/servers/inkog-io/inkog) ๐ โ๏ธ - AI agent security scanner. Audits MCP servers for vulnerabilities, detects prompt injection, infinite loops, token bombing, and missing human oversight across 20+ frameworks. Maps findings to EU AI Act, OWASP LLM Top 10.
+- [jaimenbell/rails-mcp](https://github.com/jaimenbell/rails-mcp) [](https://glama.ai/mcp/servers/jaimenbell/rails-mcp) ๐ ๐ - Self-hosted default-deny action registry, append-only spend-intent ledger and human sign-off audit trail, exposed as MCP tools. Provides the schema and audit trail for gating irreversible agent actions rather than intercepting them: you wire it into your own hook or CI gate, and it ships with no preloaded action data. `pip install rails-mcp`
- [jaspertvdm/mcp-server-inject-bender](https://github.com/jaspertvdm/mcp-server-inject-bender) ๐ โ๏ธ ๐ - Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) ๐ ๐ - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
- [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [](https://glama.ai/mcp/servers/jnMetaCode/shellward) ๐ ๐ ๐ ๐ช ๐ง - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII detection. 7 MCP tools, zero dependencies.
@@ -3677,6 +3841,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw values. Includes session lock, device approval, and per-model access policies.
- [ndl-systems/kevros-mcp](https://github.com/ndl-systems/kevros-mcp) [](https://glama.ai/mcp/servers/@ndl-systems/kevros-mcp) ๐ โ๏ธ - Governance primitives for autonomous agents โ verify actions against policy, record signed provenance, and bind intents cryptographically. Free tier: 100 calls/month.
- [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) โ ๐ - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
+- [luiacuaniello/perspectivegraph](https://github.com/luiacuaniello/perspectivegraph) [](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph) ๐๏ธ ๐๏ธ ๐ ๐ ๐ช ๐ง - Attack-path engine for cloud and Kubernetes. Eight read-only tools let an agent list the reachable routes from internet exposure to sensitive assets, explain each hop and the evidence behind its probability, find choke points, and simulate cutting a relationship before recommending the fix. Connects to a running PerspectiveGraph: `perspectivegraph mcp --api http://localhost:8080`.
- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) โ๏ธ - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior. The underlying idea is to provide the agent with tools it would never use in its normal work.
- [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - [Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
- [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Trust infrastructure for AI agents โ register DIDs, verify identities, query reputation scores, rate agents, manage W3C Verifiable Credentials, and handle USDC credit deposits on Base.
@@ -3708,6 +3873,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) ๐ โ๏ธ ๐ ๐ง ๐ช - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) ๐ โ๏ธ ๐ ๐ง ๐ช - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) ๐ โ๏ธ ๐ ๐ง ๐ช - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
+- [SaravananJaichandar/etch-mcp](https://github.com/SaravananJaichandar/etch-mcp) [](https://glama.ai/mcp/servers/SaravananJaichandar/etch-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Signed audit chain for AI agent decisions. Every event signed, Merkle-chained per project, anchored to public transparency logs, and offline-verifiable against a pinned public key without dependency on our infrastructure. Post-hoc evidence primitive, complementary to runtime enforcement (not a substitute). Zero-signup try-it-now: `curl -X POST https://etch.systems/v1/your-project` returns a bearer token you can drop into any MCP client.
- [scamverifyai/scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp) [](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp) ๐ โ๏ธ - AI-powered scam and threat verification MCP server. Check phone numbers, URLs, text messages, emails, documents, and QR codes against 8M+ threat intelligence records (FTC/FCC complaints, carrier analysis, URLhaus, ThreatFox). Returns risk scores, verdicts, and detailed signals. 10 tools, OAuth 2.1 + API key auth, Streamable HTTP transport.
- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP security trust layer. Continuously monitors 800+ MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift, and publisher posture. Ships a GitHub Action policy gate for PR-level allow/warn/block decisions with OIDC auto-provisioning. 5 MCP tools, no API key required.
- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) ๐ ๐ โ Security gateway that wraps any MCP server with per-tool policies, approval gates, and optional Ed25519-signed receipts. Shadow mode logs every tool call; enforce mode blocks, rate-limits, or requires approval.
@@ -3774,16 +3940,22 @@ Tools for conducting research, surveys, interviews, and data collection.
- [mastyf-ai/mastyf.ai](https://github.com/mastyf-ai/mastyf.ai) [](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai) ๐ ๐ ๐ ๐ช ๐ง - Open-source runtime security proxy for MCP. Transparently intercepts every tools/call through an 18-class attack defense pipeline (prompt injection, SSRF, shell injection, SQL injection, credential exfil, polyglot attacks) with a YAML policy engine and 304-entry adversarial corpus. Trust scoring for npm MCP packages with 0-100 badges. Cloud dashboard, Docker image, Python SDK. MIT.
- [timescale/rsigma](https://github.com/timescale/rsigma) [](https://glama.ai/mcp/servers/timescale/rsigma) ๐๏ธ ๐ฆ ๐ ๐ ๐ช ๐ง - Exposes the RSigma Sigma detection-engineering toolkit to AI agents over stdio or Streamable HTTP with `rsigma mcp serve`. Tools to author, lint, validate, and convert Sigma detection rules, evaluate and explain detections against log events, and inspect correlation state, all backed by a native Rust engine.
- [dengyier/OpenWorkProof](https://github.com/dengyier/OpenWorkProof) [](https://glama.ai/mcp/servers/dengyier/OpenWorkProof) ๐ ๐ โ๏ธ - Verifiable execution protocol for AI agent tool calls. Ed25519-signed PolicyDecisions, causal evidence chains (RFC 8785 JCS), and offline verification from SQLite ledger. 2,281 tests, 2 real-world bugs demonstrated end-to-end. `pip install openworkproof`
+- [aggrete/aggrete](https://github.com/aggrete/aggrete) [](https://glama.ai/mcp/servers/Aggrete/aggrete) ๐ ๐ โ๏ธ - Policy proxy that governs what AI assistants can reach and do: refuses forbidden tool calls before the upstream is contacted, with per-user memory and a tamper-evident audit. Stops prompt-injection exfiltration and forbidden data combinations across Slack, Drive, GitHub and more. `pip install aggrete`.
- [aurumflux20/seal](https://github.com/aurumflux20/seal) [](https://glama.ai/mcp/servers/aurumflux20/seal) ๐ ๐ - Exactly-once execution for agents that move money: the same payment can't settle twice across processes or retries. World-confirmation asks the provider ("did this charge actually land?") and returns CONFIRMED_ONE / MULTIPLE / ABSENT / UNKNOWN; out-of-band reconcile catches spend that bypassed the gateway; earned-autonomy licensing (L0โL5) only raises an agent's unattended spend ceiling on proven-clean history. In the official MCP Registry as `io.github.aurumflux20/seal`. `pip install seal-kernel`
- [Jiangw2718i/frisk](https://github.com/Jiangw2718i/frisk) [](https://glama.ai/mcp/servers/Jiangw2718i/frisk) ๐ ๐ โ๏ธ - Screen the counterparty of an x402 payment before an agent pays it. One tool, `screen_payment`, runs deterministic checks โ address sanity, dynamic-`payTo` swap detection, transport safety and your own spend policy โ and returns `allow`/`review`/`block` with the reasons for the verdict. Advisory: it never holds funds, and your code decides. Runs entirely on your machine by default with no key, no account and no network call (MIT, 5 packages installed); set `FRISK_API_KEY` to answer the same tool from the hosted reputation graph instead. `npx frisk-mcp`
- [epistemedeus/skillguard](https://github.com/epistemedeus/skillguard) [](https://glama.ai/mcp/servers/epistemedeus/skillguard) ๐ ๐ - Static security scanner for Claude Code skills, plugins, and MCP servers โ vet a dependency for malware (secret/env exfiltration, install-time hooks, prompt injection, committed binaries) **before** you install it. Static-only: it clones and reads files, never executes the scanned code. `npx -y github:epistemedeus/skillguard mcp`
+- [CTRLRun/ctrlrun](https://github.com/CTRLRun/ctrlrun) [](https://glama.ai/mcp/servers/CTRLRun/ctrlrun) ๐ ๐ - Execution safety for AI agent actions. `ctrlrun mcp-operator` exposes the approval queue as tools (`list_pending_approvals`, `approve`, `deny`, `resolve`, plus `receipts`, `effects`, `stats` and `inspect_action`), so the human who has to answer a held action answers it from the assistant they are already in; read tools answer without a credential and write tools refuse without one that names a person. Separately, the gateway proxies any MCP server so every tool call is checked against a YAML policy before it runs: allow, hold for a human, or deny. Approvals are single-use and bound to the hash of the exact action, one logical effect runs at most once across processes and hosts, and an unknown outcome is recorded AMBIGUOUS rather than FAILED so a blind retry is refused. Every attempt leaves a hash-chained JSON receipt. Apache-2.0. `pip install ctrlrun`
+
+- [Drumworks/ssid-mcp](https://github.com/Drumworks/ssid-mcp) [](https://glama.ai/mcp/servers/Drumworks/ssid-mcp) ๐ โ๏ธ - MAC-address (OUI) vendor lookup and router default-login directory for AI agents. Identify a device manufacturer from its MAC address, detect randomized/private (locally-administered) addresses instead of reporting "unknown", or fetch a router's default login IP and admin credentials โ every router field cited to the manufacturer's own documentation. Free tier, no signup. `npx -y ssid-mcp`
+
- [gostanos/smallprint-action](https://github.com/gostanos/smallprint-action/tree/main/mcp) [](https://glama.ai/mcp/servers/gostanos/smallprint-action) ๐ โ๏ธ - Read the Small Print record: the tool descriptions, schemas and instructions of MCP servers, agent skills and plugins, hashed every version and diffed between releases, each change graded by a printed rule, with public advisories joined by version. Three read-only tools over the public record; `npx -y smallprint-mcp`.
### ๐ Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
+- [HasData/youtube-mcp](https://github.com/HasData/youtube-mcp) [](https://glama.ai/mcp/servers/HasData/youtube-mcp) ๐ โ๏ธ - Remote MCP server for YouTube: search, video and channel data and transcripts, as JSON, with no Google Cloud project or YouTube Data API key to manage.
- [HasData/tiktok-mcp](https://github.com/HasData/tiktok-mcp) [](https://glama.ai/mcp/servers/HasData/tiktok-mcp) ๐ โ๏ธ - Remote MCP server for public TikTok data: profile lookup, an account's videos, video comments and reply threads, and keyword search over videos or creators, as JSON.
- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [](https://glama.ai/mcp/servers/06ketan/substack-ops) ๐ ๐ - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` โ `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`.
- [AdesiaHQ/bangermap-integrations](https://github.com/AdesiaHQ/bangermap-integrations) [](https://glama.ai/mcp/servers/AdesiaHQ/bangermap-integrations) ๐ ๐ ๐ ๐ช ๐ง - YouTube outlier research on your own free Data API key. Ranks a channel's uploads by their multiple against that channel's own baseline, Shorts and long-form scored separately, compares channels, and sweeps a niche for recent overperformers. Four tools, no account and no metering. `npx -y bangermap-mcp`
@@ -3837,6 +4009,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) ๐๏ธ โ๏ธ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search, sentiment. Hosted at mcp.veezee.io with OAuth or self-serve keys.
- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) ๐ โ๏ธ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools โ `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) ๐ โ๏ธ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, and monitor accounts. StreamableHTTP at xquik.com/mcp with API key auth.
+- [ilyautov/vk-mcp-ru](https://github.com/ilyautov/vk-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/vk-mcp-ru) ๐ ๐ ๐ ๐ช ๐ง - VK API for AI assistants: wall posts, communities, messages, market items, ads and stats through 373 schema-driven methods with a read/write/destructive safety gate. The agent searches methods in plain language instead of getting 373 tools. PyPI (`uvx vk-mcp-ru`).
### ๐ฎ Spirituality & Esoterica
@@ -3849,6 +4022,7 @@ Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory o
- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [](https://glama.ai/mcp/servers/astroway/astroway-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API โ natal charts, synastry, transits, Vedic dashas (Vimshottari, Yogini, Ashtottari, Kalachakra), 16 Vargas, Tarot (Rider-Waite-Smith / Marseille / Lenormand), Numerology (5 systems), Human Design, AI horoscopes. Sub-arcsecond Swiss Ephemeris precision, 10 000 free credits/month. Install: `npx @astroway/mcp`.
- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) ๐ ๐ ๐ ๐ช ๐ง - Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads.
- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) ๐ ๐ ๐ ๐ช ๐ง - Fast, typed Vietnamese Tแปญ Vi horoscope calculation engine and MCP server with 51 traditional pattern evaluations, transit charts, auspicious date checking, and chart rendering.
+- [openephemeris/openephemeris-MCP](https://github.com/openephemeris/openephemeris-MCP) [](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Sub-arcsecond astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography, with interactive chart apps in Claude and ChatGPT. Install: `npx -y @openephemeris/mcp-server`.
- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions, reverse Bazi lookup, and OpenFate calculation metadata. Install: `npx -y @openfate/bazi-mcp`.
- [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) ๐ ๐ - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, 30+ festivals, tarabalam & chandrabalam good-day finder, gochara transits and a deterministic daily rasi phalalu โ Swiss Ephemeris precision, every rule pinned against reference almanacs, by [AstroChaganti](https://panchangam.astrochaganti.com). `uvx mcp-server-panchangam`.
@@ -3856,6 +4030,7 @@ Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory o
Tools for accessing sports-related data, results, and statistics.
+- [persistmcp/aim](https://github.com/persistmcp/aim) [](https://glama.ai/mcp/servers/persistmcp/aim) ๐ โ๏ธ - Chat forgets your workouts. AIm remembers them for Claude and ChatGPT: sets, weights, estimated 1RM, per-muscle volume and recovery, so the next session is planned from your real history rather than from what survived the context window.
- [anup-shesh/garmin-local-mcp](https://github.com/anup-shesh/garmin-local-mcp) [](https://glama.ai/mcp/servers/anup-shesh/garmin-local-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local-first Garmin data warehouse: incremental sync into SQLite you own, with server-side trends, lag-aware correlations, personal baselines, and anomaly detection returned as compact tables. Analysis keeps working offline when Garmin's API breaks, and a zero-auth FIT-bundle import fills gaps with no login at all.
- [arturogarrido/claudinho](https://github.com/arturogarrido/claudinho) [](https://glama.ai/mcp/servers/arturogarrido/claudinho) ๐ ๐ ๐ ๐ช ๐ง - Live scores, fixtures, standings, and read-only prediction-market signals for the 2026 World Cup. No API keys.
- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required.
@@ -3873,6 +4048,7 @@ Tools for accessing sports-related data, results, and statistics.
- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) ๐ ๐ - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.
- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) ๐ ๐ ๐ ๐ช ๐ง - FIFA World Cup 2026 data โ 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed.
- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) ๐ โ๏ธ - AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop.
+- [krmisystems/fantasy-football-manager](https://github.com/krmisystems/fantasy-football-manager) [](https://glama.ai/mcp/servers/krmisystems/fantasy-football-manager) ๐ ๐ ๐ช ๐ง - ESPN fantasy football MCP tools for Codex: draft simulations, lineup recommendations, and browser actions within configurable user limits.
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) ๐ ๐ - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol
- [lacausecrypto/mcp-sports-hub](https://github.com/lacausecrypto/mcp-sports-hub) [](https://glama.ai/mcp/servers/lacausecrypto/mcp-sports-hub) ๐ ๐ ๐ ๐ช ๐ง - Unified server aggregating 41 sports-data providers (~396 tools): live scores, standings, player stats, betting odds, F1/MotoGP/NASCAR, esports, chess, and more across NFL, NBA, MLB, NHL, soccer, tennis, cricket, golf, and MMA. 19 providers need no API key; provider filtering via presets. Also exposes MCP resources & prompts. `npx mcp-sports-hub`
- [livetennisapi/livetennisapi-mcp](https://github.com/livetennisapi/livetennisapi-mcp) [](https://glama.ai/mcp/servers/livetennisapi/livetennisapi-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Real-time tennis for ATP, WTA, Challenger and ITF โ live scores, players, fixtures, model win-probability, and match-winner market prices. 12 read-only tools; a plan wall returns a plain-English explanation instead of a bare 403. Free tier, no card. `npx -y livetennisapi-mcp`
@@ -3900,8 +4076,11 @@ Tools for accessing sports-related data, results, and statistics.
Tools for managing customer support, IT service management, and helpdesk operations.
- [webmilmind1/deskcrew-mcp](https://github.com/webmilmind1/deskcrew-mcp) [](https://glama.ai/mcp/servers/webmilmind1/deskcrew-mcp) โ๏ธ - Hosted multi-tenant support-desk MCP; AI agents run tickets over MCP and pay per action in USDC (x402) across six chains, or create and run their own bounty board (the paying wallet owns it); remote streamable-HTTP, no account.
- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) ๐ โ๏ธ ๐ - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users.
+- [asyntai/mcp-bridge](https://github.com/asyntai/mcp-bridge) [](https://glama.ai/mcp/servers/asyntai/mcp-bridge) ๐๏ธ ๐ โ๏ธ - Run your website's Asyntai AI support agent from any MCP client: manage the knowledge base, edit agent instructions, read conversations and leads, reply live to visitors and check plan usage.
- [Berckan/bugherd-mcp](https://github.com/Berckan/bugherd-mcp) ๐ โ๏ธ - MCP server for BugHerd bug tracking. List projects, view tasks with filtering by status/priority/tags, get task details, and read comments.
+- [crisphive/crisphive-mcp](https://github.com/crisphive/crisphive-mcp) [](https://glama.ai/mcp/servers/crisphive/crisphive-mcp) ๐๏ธ โ๏ธ - Field-service dispatch and technician scheduling: book jobs against live availability, quote and confirm, and absorb P0 emergencies with sub-3-second cascade rescheduling. 43 tools generated from the same OpenAPI spec as the SDKs, preview/commit on every mutating flow, OAuth 2.1 with an isolated sandbox mode.
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) ๐ โ๏ธ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
+- [omnom62/freshdesk-mcp](https://github.com/omnom62/freshdesk-mcp) [](https://glama.ai/mcp/servers/omnom62/freshdesk-mcp) ๐๏ธ โ๏ธ ๐ - Self-hosted Go MCP server for Freshdesk with 15 tools: ticket search, conversations, attachment text extraction, Vision AI OCR for images, and status/group/company enrichment.
- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) ๐ ๐ โ๏ธ - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.
- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for Zendesk. Read/write tools for tickets, comments, views, macros, users, groups, organizations, and time tracking; optional Help Center knowledge base and Git-Zen GitLab integration.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) ๐๏ธ โ๏ธ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
@@ -3935,6 +4114,7 @@ Tools for converting text-to-speech and vice-versa
- [daisys-ai/daisys-mcp](https://github.com/daisys-ai/daisys-mcp) ๐ ๐ ๐ ๐ช ๐ง - Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated.
- [fasuizu-br/brainiall-mcp-server](https://github.com/fasuizu-br/brainiall-mcp-server) [](https://glama.ai/mcp/servers/fasuizu-br/brainiall-mcp-server) ๐ โ๏ธ - AI-powered speech tools: pronunciation assessment with phoneme-level feedback, speech-to-text with language detection, and text-to-speech with multiple voices.
- [forgemeshlabs/voice-mcp](https://github.com/forgemeshlabs/voice-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/voice-mcp) ๐ โ๏ธ - Give Your Agent A Voice: x402 pay-per-call speech on Base with 20 voices, 10 personas, 31 languages, granular speed/quality controls, OpenAI-shaped requests, voice samples, and batch audio.
+- [loudreader/loudkit](https://github.com/loudreader/loudkit) [](https://glama.ai/mcp/servers/loudreader/loudkit) ๐ ๐ ๐ ๐ช ๐ง - Local text-to-speech from an on-device model: 28 voices in 10 languages, plus voice profiles cloned with the loudkit CLI. Tools list_voices, synthesize (base64 WAV, FLAC, MP3 or Opus) and describe; no cloud, no API key
- [mbailey/voice-mcp](https://github.com/mbailey/voice-mcp) ๐ ๐ - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration
- [mberg/kokoro-tts-mcp](https://github.com/mberg/kokoro-tts-mcp) ๐ ๐ - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
- [supertone-inc/supertone-mcp](https://github.com/supertone-inc/supertone-mcp) [](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - High-quality Supertone TTS API: generate speech, search & preview the voice catalog, predict duration/cost, and clone voices. Korean, English, Japanese, and 20+ more languages. Install via `uvx supertone-mcp`.
@@ -3945,6 +4125,7 @@ Tools for converting text-to-speech and vice-versa
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
+- [HasData/booking-mcp](https://github.com/HasData/booking-mcp) [](https://glama.ai/mcp/servers/HasData/booking-mcp) ๐ โ๏ธ - Remote MCP server for Booking.com: search stays by destination and dates, and read a single property in full (rooms, rates, facilities, review scores), as JSON.
- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) ๐๏ธ โ๏ธ - Live scuba-dive planning for AI agents โ ranked dive-forecast windows near any place for any day, month-by-month best-time climatology per destination, marine-life seasonality from GBIF sighting records, and facts for 4,800+ dive sites. Hosted at https://pickadive.com/mcp (Streamable HTTP, no auth, free).
- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) ๐ โ๏ธ - Complex multi-city flight routing intelligence. 7 tools: plan round-the-world trips across 60+ carriers, validate Star Alliance and oneworld alliance routings, get segment-by-segment carrier recommendations, identify surface sector savings, and hand off to human consultants. No API key needed (100 req/day free). Remote endpoint: https://mcp.airtreks.com/mcp
- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) ๐ โ๏ธ - MCP server for Tokyo nightlife event discovery, venue search, performer info, AI recommendations, and VIP table booking.
@@ -3954,6 +4135,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) ๐๏ธ ๐ ๐ - Search campgrounds around the world on campertunity, check availability, and provide booking links
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) ๐ ๐ - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
- [Departi/mcp-server](https://github.com/Departi/mcp-server) [](https://glama.ai/mcp/servers/Departi/mcp-server) โ๏ธ - Travel compliance and curated booking for digital nomads โ visa requirements, tax residency analysis, Schengen 90/180-day tracking, accommodation, transport, and experiences across 189 European destinations. Hosted at https://mcp.departi.eu/v3 (Streamable HTTP, OAuth 2.1).
+- [flight-master-dast/aviation-data-mcp](https://github.com/flight-master-dast/aviation-data-mcp) [](https://glama.ai/mcp/servers/flight-master-dast/aviation-data-mcp) ๐๏ธ ๐ โ๏ธ - Official aviation data MCP by Flight Master DAST (่ช็ญ็ฎกๅฎถ DAST), providing flight status, route search, onboard comfort, delay and cancellation risk, 48-hour airport weather forecasts, and real-time or historical flight trajectories. Install: `npx -y @flightmaster/aviation-dast-mcp` (requires `DAST_API_KEY`).
- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) ๐ โ๏ธ - Where is it sunny? Monthly 0โ100 Sunshine Scores, day/night temperatures, rainfall and sea temperature for 3,833 destinations that all have their own airport โ ranked sunny-in-a-month searches, best-time-to-visit lookups and side-by-side comparisons from long-term climate normals. Hosted at https://sunshineatlas.com/api/mcp, no key required. Data CC BY 4.0.
- [Flightmussy/trainrouter-atlas](https://github.com/Flightmussy/trainrouter-atlas) [](https://glama.ai/mcp/servers/Flightmussy/trainrouter-atlas) ๐ โ๏ธ - World train-route atlas for AI assistants โ search 744 notable train routes (high-speed, scenic, night trains) and get facts and geometry for each. Hosted at https://trainrouter.com/mcp (Streamable HTTP, no auth); data CC BY 4.0.
- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) ๐ โ๏ธ - Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance.
@@ -3971,6 +4153,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [klabianco/plantrip-mcp-server](https://github.com/klabianco/plantrip-mcp-server) [](https://glama.ai/mcp/servers/klabianco/plantrip-mcp-server) ๐ ๐ - Travel planning via Plantrip: generate day-by-day itineraries, packing lists, weather insights, and trip cost estimates โ each result is a shareable page the user owns. Free API key at plantrip.io/developers.
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) ๐ โ๏ธ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) ๐ โ๏ธ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
+- [mafedelahoz/mcp-cuddlynest](https://github.com/mafedelahoz/mcp-cuddlynest) [](https://glama.ai/mcp/servers/mafedelahoz/mcp-cuddlynest) ๐ โ๏ธ - Search CuddlyNest for hotels in a destination and read live room options, prices, availability and cancellation policies for a specific hotel, from public listing pages. Hosted (Streamable HTTP, no auth) and on npm as `cuddlynest-mcp`; in the official MCP Registry as `io.github.mafedelahoz/cuddlynest-mcp`.
- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) ๐ โ๏ธ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations
- [MattJeff/orizn-mcp-server](https://github.com/MattJeff/orizn-mcp-server) [](https://glama.ai/mcp/servers/MattJeff/orizn-mcp-server) ๐ โ๏ธ - Visa requirements for 39,585 passport-destination pairs in 15 languages. Check visa types, required documents, and travel tips.
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) ๐ โ๏ธ - Provides tools to search Airbnb and get listing details.
@@ -4008,6 +4191,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) ๐ โ๏ธ - MCP server for Bitbucket Cloud focused on pull-request review โ read PRs, diffs, comments, commits, files and the repo tree; post inline/general comments, approve, or request changes. Uses Atlassian API tokens (stdio).
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) ๐ โ๏ธ ๐ - MCP server for GitHub Enterprise API integration
- [Doucs91/hivelore](https://github.com/Doucs91/hivelore) [](https://glama.ai/mcp/servers/Doucs91/hivelore) ๐ ๐ - Deterministic policy gate for agent-written code: briefs agents with the team's repo-specific rules, then blocks any commit whose diff reintroduces a documented mistake โ validated regex/AST/test guards enforced in Git hooks and CI.
+- [firelock-ai/kin](https://github.com/firelock-ai/kin) [](https://glama.ai/mcp/servers/firelock-ai/kin) ๐ฆ ๐ ๐ ๐ช ๐ง - A graph-native code repository for people and AI agents. Kin helps you and your AI agents understand what a code change might affect before you make it.
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Interactive with Gitea instances with MCP.
- [github/github-mcp-server](https://github.com/github/github-mcp-server) ๐ โ๏ธ - Official GitHub server for integration with repository management, PRs, issues, and more.
- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) ๐๏ธ ๐ ๐ ๐ช ๐ง - Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals. Auto-wallet on first use, trust tiers, and approval mode for human-in-the-loop. Go binary or Docker.
@@ -4015,8 +4199,10 @@ Interact with Git repositories and version control platforms. Enables repository
- [jaimenbell/github-mcp](https://github.com/jaimenbell/github-mcp) [](https://glama.ai/mcp/servers/jaimenbell/github-mcp) ๐ โ๏ธ - Read and write MCP server over the GitHub REST API. Env-gated tool groups with writes off by default, fine-grained PAT auth that degrades gracefully to the unauthenticated tier, and typed rate-limit and error handling. An independent reference implementation, not GitHub's official server. `pip install jaimenbell-github-mcp`
- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Complete GitLab REST API v4 coverage with 1006 MCP tools across 162 domains, 42 meta-tools, 24 resources, and 38 prompts. Cross-platform Go binary with stdio and HTTP transports, OAuth support, auto-update, read-only and safe modes.
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) ๐ โ๏ธ - Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
+- [JoeGlenn1213/lgh](https://github.com/JoeGlenn1213/lgh) [](https://glama.ai/mcp/servers/JoeGlenn1213/lgh) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local-first Git hosting for AI coding agents: `lgh serve` turns any directory into an HTTP Git remote with push events, commit-status reporting, smart .gitignore generation, secret/large-file detection, one-command backup (`lgh up`), and 13 MCP tools for repo/server control and disaster recovery (`lgh_clone`). `brew install JoeGlenn1213/tap/lgh`
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) ๐ โ๏ธ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) ๐ โ๏ธ - Interact seamlessly with issues and merge requests of your GitLab projects.
+- [linnea-bakshi/gha-doctor](https://github.com/linnea-bakshi/gha-doctor) [](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - GitHub Actions health checkup: prices wasted CI compute, names flaky tests from job logs, deep-dives slow runs, and lints workflows against 21 rules with safe auto-fix previews. Read-only tools wrapping the gha-doctor CLI; listed in the MCP Registry.
- [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) ๐ ๐ ๐ ๐ช ๐ง - Local safety layer for vibe coding and AI agents. MCP tools expose deterministic risk checks, sessions, checkpoints, policy inspection, and fix prompts; the companion CLI can restore project files, including uncommitted work, to their pre-session state. No LLM judges risk.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) ๐ ๐ - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) ๐ โ๏ธ ๐ - GitLab platform integration for project management and CI/CD operations
@@ -4040,6 +4226,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) ๐ ๐ ๐ช ๐ ๐ง - ADA Creative Co. Agency OS delivering 26 specialized AI roles over MCP with a real-time retro Pixel Office visualizer and multi-provider live LLM engine.
- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Write-capable MCP server for OpenProject API v3 with Community Edition support. Search, create, update, assign, prioritize, and comment on work packages. Published as `io.github.alex13slem/openproject` in the official MCP Registry and installable with `npx -y openproject-codex-plugin`.
- [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) ๐๏ธ โ ๐ ๐ ๐ช ๐ง - Open-source cross-device clipboard manager with a built-in MCP server. Search and retrieve clipboard history synced across all your devices, read OCR text extracted from copied images, and add new items to the clipboard. Tools: `search_clipboard`, `get_paste_item`, `get_clipboard_stats`, `list_tags`, `add_to_clipboard`.
+- [mayeu20/nerdychefs-mcp](https://github.com/mayeu20/nerdychefs-mcp) [](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Search, browse and pick from the free NerdyChefs.ai prompt library (2,000+ prompts, 100+ packs) from any MCP client: search by task, open a pack, or spin a random prompt. Fetches the public API live, no signup, no telemetry.
- [ni-c/rustpad-mcp](https://github.com/ni-c/rustpad-mcp) [](https://glama.ai/mcp/servers/ni-c/rustpad-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for self-hosted [Rustpad](https://github.com/ekzhang/rustpad) collaborative pads. Reads over HTTP and writes through the operational-transformation WebSocket protocol, so its edits merge with what humans type live instead of overwriting it; replacing a pad is gated by single-use confirmation tokens and all pad content is marked untrusted. Install: `npx -y rustpad-mcp`.
- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server for self-hosted [Docmost](https://docmost.com/) (an open-source Notion/Confluence alternative). Read and write spaces, pages, comments, and members from Claude, Cursor, or VS Code. Works on the free Community Edition. `npx -y @wisflux/docmost-local-mcp`
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](https://glama.ai/mcp/servers/@billylui/cortex-mcp) ๐ฆ โ๏ธ ๐ - AI-native calendar middleware for scheduling, availability, and conflict-free booking across Google Calendar, Outlook, and CalDAV. 15 tools across 5 layers: temporal context, calendar operations, multi-calendar availability, open scheduling, and Two-Phase Commit booking. Deterministic datetime resolution and RRULE expansion powered by Truth Engine.
@@ -4093,6 +4280,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [n24q02m/better-notion-mcp](https://github.com/n24q02m/better-notion-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Markdown-first Notion MCP server with 9 composite tools and 39 actions. ~77% token reduction via tiered docs. Auto-pagination and bulk operations.
- [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) ๐ โ๏ธ ๐ ๐ช ๐ง - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.
- [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Time tracking integration with Toggl Track. Start/stop timers, manage time entries, track project time, and get today's summary. Perfect for productivity tracking and billing workflows.
+- [manavmishra/ZeroSlop](https://github.com/manavmishra/ZeroSlop) [](https://glama.ai/mcp/servers/manavmishra/ZeroSlop) ๐ โ๏ธ - Hosted MCP for scoring and editing AI-assisted prose, with checks for changes to names, numbers, quotations, and links.
- [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) ๐ โ๏ธ - Amazon Seller Central operations via SP-API - manage inventory, track orders, analyze sales, and optimize listings
- [MarceauSolutions/hvac-quotes-mcp](https://github.com/MarceauSolutions/hvac-quotes-mcp) ๐ ๐ โ๏ธ - HVAC equipment RFQ management for contractors - submit quotes to distributors, track responses, and compare pricing
- [Martinqi826/dida-mcp](https://github.com/Martinqi826/dida-mcp) [](https://glama.ai/mcp/servers/Martinqi826/dida-mcp) ๐ โ๏ธ - [Dida365](https://dida365.com/) (TickTick China) MCP server for AI-powered task management. 13 tools for projects, tasks, tags, and habits with OAuth 2.0 authentication. Compatible with OpenClaw, Claude Desktop, and any MCP client.
@@ -4111,6 +4299,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [remoet-labs/remoet-mcp](https://github.com/remoet-labs/remoet-mcp) [](https://glama.ai/mcp/servers/remoet-labs/remoet-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Job search for AI agents. Search tech companies by their real tech stack, star the ones that fit, and pull jobs from your shortlist. Profile, applications, and digests over MCP. Free tier.
- [Jobicy/remote-jobs-mcp-server](https://github.com/Jobicy/remote-jobs-mcp-server) [](https://glama.ai/mcp/servers/nycreatis/remote-jobs-mcp-server) ๐ โ๏ธ ๐ - Official Jobicy MCP server to search, filter, and retrieve live remote job listings in real-time. Supports hosted SSE endpoint.
- [slidecraft-in/presentations-ai-mcp-server](https://github.com/slidecraft-in/presentations-ai-mcp-server) [](https://glama.ai/mcp/servers/slidecraft-in/presentations-ai-mcp-server) ๐ โ๏ธ ๐๏ธ - Generate, transform, and edit AI-powered presentations from a topic, raw text, or document (PDF, DOCX, PPTX). Export to PPTX, PDF, image, or a shareable link. 5 tools covering deck creation, single-slide generation, content conversion, file conversion, and async job polling.
+- [smeet666/mcp-lever](https://github.com/smeet666/mcp-lever) [](https://glama.ai/mcp/servers/smeet666/mcp-lever) ๐ โ๏ธ ๐ ๐ช ๐ง - Read the public job boards companies publish through [Lever](https://www.lever.co). Resolve a company name to its board, search the openings of the companies you name, and read one in full. No API key and no account. A site name that does not exist, a board publishing nothing, and a read that failed are three different answers, and each one says which it is. `npx -y mcp-lever`
- [smartdatabrokers/slideforge-mcp](https://github.com/smartdatabrokers/slideforge-mcp) [](https://glama.ai/mcp/servers/smartdatabrokers/slideforge-mcp) ๐๏ธ ๐ โ๏ธ - Generate consulting-grade, fully editable PowerPoint (.pptx) from typed slide intents: deterministic rendering with verbatim data binding, a machine-readable fidelity manifest (status/fidelity/warnings) on every response, brand-template support, and 32-language translation.
- [SparkSheets/sparksheets-mcp](https://github.com/saikiyusuke/sparksheets-mcp) ๐ โ๏ธ - AI-native collaborative spreadsheet MCP server for session management, knowledge base, task tracking, and sheet operations. Integrates with Claude Code, Cursor, and Cline.
- [squidcode/timebook-cli](https://github.com/squidcode/timebook-cli) [](https://glama.ai/mcp/servers/squidcode/timebook-cli) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Official MCP server for [Timebook](https://usetimebook.com) โ time tracking, invoicing, and bookkeeping for freelancers and solo LLCs. Manage clients and projects, start/stop timers, and log, update, and delete time entries. Runs locally via the `@squidcode/timebook` npm CLI or as a hosted OAuth endpoint at `https://usetimebook.com/mcp`. Published in the MCP registry as `io.github.squidcode/timebook`.
@@ -4149,9 +4338,13 @@ Interact with Git repositories and version control platforms. Enables repository
- [Chronary/chronary-mcp](https://github.com/Chronary/chronary-mcp) [](https://glama.ai/mcp/servers/Chronary/chronary-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Calendar API built for AI agents โ 47 tools for events, availability, meeting-time search, scheduling proposals, availability rules, webhooks, and iCal feeds. Local via `npx -y @chronary/mcp` or hosted at `https://api.chronary.ai/mcp`.
- [UladzKha/samuraizer-cli](https://github.com/UladzKha/samuraizer-cli) [](https://glama.ai/mcp/servers/UladzKha/samuraizer-cli) ๐ ๐ - Local-first meeting pipeline: Whisper transcription + Ollama-powered summaries, action items, and decisions โ no cloud. Reference implementation of the [memnex](https://github.com/UladzKha/memnex) spec (portable meeting-output format with provenance chain). MCP server exposes `process_recording`, `transcribe_audio`, `summarize_transcript`, `extract_action_items`, `extract_decisions`. Install: `npm i -g @samuraizer/mcp-server`.
- [orieg/gws-connector](https://github.com/orieg/gws-connector) [](https://glama.ai/mcp/servers/orieg/gws-connector) ๐๏ธ ๐ ๐ ๐ง - Multi-account Google Workspace MCP โ connect multiple Gmail, Calendar, Drive, Sheets, and Docs accounts with smart routing by label/email/domain. Per-account OAuth so different orgs use their own GCP credentials; client secrets and tokens stored in the OS keychain. Works with Claude Code, Gemini CLI, Cursor, Copilot, and Codex; published in the official MCP Registry as `io.github.orieg/gws-connector`.
+- [sekera-radim/briefgate-mcp](https://github.com/sekera-radim/briefgate-mcp) [](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp) ๐ โ๏ธ ๐ - Client intake for AI agents: request files, texts and credentials from a client, chase automatically, pull the results when complete.
+- [ilyautov/hh-mcp-ru](https://github.com/ilyautov/hh-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru) ๐ ๐ ๐ ๐ช ๐ง - hh.ru (HeadHunter) API for AI assistants: vacancy search and publishing, applications and invitations, resumes, dictionaries and salary statistics through 133 schema-driven methods built from the official OpenAPI spec, with a read/write/destructive safety gate. PyPI (`uvx hh-mcp-ru`).
### ๐ ๏ธ Other Tools and Integrations
+- [siweina/dsh-novel-writer](https://github.com/siweina/dsh-novel-writer) [](https://glama.ai/mcp/servers/siweina/dsh-novel-writer) ๐ ๐ ๐ ๐ช ๐ง - Local-first novel-writing toolkit for Chinese web-novel (็ฝๆ) authors: 16 tools for chapter stats, style-baseline self-check, foreshadowing/plot-thread tracking, continuity and OOC audits, keyword and sentence-pattern analysis, and offline semantic search โ no API key, no network. Also ships as a DSH plugin. `npx -y -p dsh-novel-writer dsh-novel-writer-mcp --root /path/to/novels`
+
- [atomno-mcp/mcp-rosreestr](https://github.com/atomno-mcp/mcp-rosreestr) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-rosreestr) ๐ โ๏ธ - MCP-ัะตัะฒะตั ะฝะฐะด ะพัะบััััะผะธ ะดะฐะฝะฝัะผะธ ะ ะพััะตะตัััะฐ: ะฟัะพะฒะตัะบะฐ ะบะฒะฐััะธัั/ััะฐััะบะฐ, ะธััะพัะธั ัะดะตะปะพะบ (ะฟะพ ะดะพัััะฟะฝัะผ ะดะฐะฝะฝัะผ), ะบะฐะดะฐัััะพะฒะฐั ััะพะธะผะพััั
- [douglasgan/asktian](https://github.com/douglasgan/asktian-mcp) [](https://glama.ai/mcp/servers/douglasgan/asktian-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Chinese metaphysics (bazi ๅ
ซๅญ, qimen ๅฅ้, 5-element, daily ๅนฒๆฏ) as decision-support tools. Ask "when should I do X" and get specific time windows instead of vague advice. 5 tools: daily reading, compat, best-time-for-action, today's energy, name analysis. `npm install -g @asktian/mcp-server`
@@ -4162,7 +4355,9 @@ Interact with Git repositories and version control platforms. Enables repository
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - โฟ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - Semantic search across 50,000+ Food.com recipes with hybrid dense+sparse retrieval and cross-encoder reranking. Filter by diet, cooking time and difficulty. Live remote endpoint available.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
+- [bguillow-rgb/percolate-mcp](https://github.com/bguillow-rgb/percolate-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/percolate-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Read-only access to the Percolate specialty coffee database: search 1,100+ curated coffees with tasting profiles, get curated brew recipes (ratio, temperature, grind) per coffee, compare, and ask what to brew right now. Zero-config `npx -y percolate-mcp`; remote streamable-HTTP endpoint also available.
- [bguillow-rgb/perfume-picks-mcp](https://github.com/bguillow-rgb/perfume-picks-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/perfume-picks-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Read-only access to the Perfume Picks fragrance database: search 13,000+ scents with note pyramids and accords, find curated dupes with match percentages, compare fragrances, and get wear suggestions scored with community compliment and office-safety data. Zero-config `npx -y perfume-picks-mcp`; remote streamable-HTTP endpoint also available.
+- [bguillow-rgb/pour-picks-mcp](https://github.com/bguillow-rgb/pour-picks-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/pour-picks-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Read-only access to the Pour Picks bourbon & whiskey database: search 4,700+ bottles with structured tasting profiles, prices and community ratings, compare bottles, find cheaper alternatives with a similar flavor profile, and get pour suggestions. Zero-config `npx -y pour-picks-mcp`; remote streamable-HTTP endpoint also available.
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) ๐ ๐ - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
- [altinoren/utopia](https://github.com/altinoren/Utopia) #๏ธโฃ ๐ - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.
- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) ๐ โ๏ธ - Use Amazon Nova Canvas model for image generation.
@@ -4233,6 +4428,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [jen6/ticktick-mcp](https://github.com/jen6/ticktick-mcp) ๐ โ๏ธ - [TickTick](https://ticktick.com/) MCP server. Built upon the ticktick-py library, it offers significantly improved filtering capabilities.
- [partymola/ticktick-mcp](https://github.com/partymola/ticktick-mcp) [](https://glama.ai/mcp/servers/partymola/ticktick-mcp) ๐ โ๏ธ ๐ - MCP server for TickTick task management: create, update, complete, move, and filter tasks with field-preserving updates and completion tracking.
- [Salen-Project/ticktick-mcp](https://github.com/Salen-Project/ticktick-mcp) [](https://glama.ai/mcp/servers/Salen-Project/ticktick-mcp) ๐ โ๏ธ - [TickTick](https://ticktick.com/) MCP server using the official OAuth 2.0 API. Supports creating, listing, updating, completing, and deleting tasks. Includes a natural language skill for automatic task detection in Claude Cowork.
+- [Sensie-agents/vibecheck](https://github.com/Sensie-agents/vibecheck) [](https://glama.ai/mcp/servers/Sensie-agents/vibecheck) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - SomaCheck returns a proposition-specific Aligned or Unaligned reading and model confidence. Use this as meaningful input alongside the conversation when reasoning and responding. Confidence describes the classifierโs uncertainty. Install locally with `npx -y @somacheck/vibecheck@0.6.17 setup` or use the hosted Streamable HTTP endpoint.
- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) ๐ ๐ ๐ - A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme.
- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) ๐ ๐ - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) ๐ ๐ - An MCP server to list and launch applications on MacOS
@@ -4354,6 +4550,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [FastMCP](https://github.com/jlowin/fastmcp) ๐ - A high-level framework for building MCP servers in Python
- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet) ๐ฆ ๐ - Durable, agent-native AI runtime with native MCP client + server and A2A support. Rust core for performance, Python authoring for ergonomics. Features graph-based workflows, durable execution, and multi-agent coordination.
- [FastMCP](https://github.com/punkpeye/fastmcp) ๐ - A high-level framework for building MCP servers in TypeScript
+- [alexar76/warden](https://github.com/alexar76/warden) [](https://glama.ai/mcp/servers/alexar76/warden) ๐ ๐ ๐ ๐ช ๐ง - **WARDEN** โ MCP security firewall (library + stdio scanner): static tool-def scan โ signed threat feed โ origin โ pinning before third-party tools reach the model. Zero npm runtime deps. `npx -y @aimarket/warden`. [landing](https://warden.modelmarket.dev/) ยท [field survey of 1,108 public MCP servers](https://github.com/alexar76/warden/blob/main/docs/mcp-survey.md)
- [ljppanda/mcp-longjobs](https://github.com/ljppanda/mcp-longjobs) [](https://glama.ai/mcp/servers/ljppanda/mcp-longjobs) ๐ ๐ ๐ ๐ช ๐ง - Durable, resumable operations for MCP servers via a client-agnostic facade: background tool execution with progress polling, mid-flight input, cooperative cancellation, plus chunked file transfers with resume cursors and sha256 verification. Works on every MCP client today โ no Tasks-extension support required.
- [SonAIengine/graph-tool-call](https://github.com/SonAIengine/graph-tool-call) [](https://glama.ai/mcp/servers/SonAIengine/graph-tool-call) ๐ ๐ - When tool count exceeds LLM context limits, accuracy collapses (248 tools โ 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy to 82% with 79% fewer tokens. Zero dependencies. Also works as an MCP Proxy โ aggregate multiple MCP servers behind 3 meta-tools.
- [vinkius-labs/mcp-fusion](https://github.com/vinkius-labs/mcp-fusion) ๐ [](https://glama.ai/mcp/servers/@vinkius-labs/mcp-fusion) - A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in validation, and zero-config setup.
@@ -4362,7 +4559,9 @@ Interact with Git repositories and version control platforms. Enables repository
- [rocketride-org/rocketride-server](https://github.com/rocketride-org/rocketride-server) [](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) ๐ ๐ - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM support.
- [shaqmughal/seekstone](https://github.com/shaqmughal/seekstone) ๐ ๐ ๐ ๐ช ๐ง - Filesystem-direct Obsidian MCP server with low context-tax. Reads your vault directly from disk โ no Local REST API plugin required. ~575ร smaller payloads than the REST plugin. 8 tools. `npx -y obsidian-mcp-seekstone` (also: `npx -y seekstone`)
- [vivek081166/japan-utils-mcp](https://github.com/vivek081166/japan-utils-mcp) [](https://glama.ai/mcp/servers/vivek081166/japan-utils-mcp) ๐ ๐ ๐ ๐ช ๐ง - Japan-specific utilities for AI agents: era โ Western year conversion (ไปคๅ8ๅนด โ 2026), kanji-to-romaji transliteration, 7-digit postal code lookup, national holiday calendar, hiragana โ katakana conversion, full-width โ half-width normalization, and statistical Japanese name splitting. 9 tools, MIT licensed, installable via `uvx japan-utils-mcp`.
+- [fireostendere/mcp_diptrace](https://github.com/fireostendere/mcp_diptrace) [](https://glama.ai/mcp/servers/fireostendere/mcp_diptrace) ๐ ๐ ๐ช - Local MCP server and Windows bridge for reading, reviewing, and guarded editing of DipTrace PCB and schematic projects, with cross-platform offline XML analysis.
- [SynapseLayer/synapse-layer](https://github.com/SynapseLayer/synapse-layer) [](https://glama.ai/mcp/servers/SynapseLayer/synapse-layer) ๐ โ๏ธ - MCP-native Trust Infrastructure for AI Agents. Persistent encrypted memory with Trust Quotient scoring, cross-agent handover, and immutable audit trail.
+- [DROOdotFOO/raxol](https://github.com/DROOdotFOO/raxol/tree/master/packages/raxol_mcp) [](https://glama.ai/mcp/servers/DROOdotFOO/raxol) ๐ ๐ ๐ช ๐ง - An Elixir/OTP framework for MCP servers and clients (stdio and in-process transports). Tools are derived from a running UI component tree rather than hand-written schemas, so `mix mcp.server` lets an agent drive a terminal application: read its state, send keys, take a structured screenshot.
## Tips and Tricks
@@ -4387,3 +4586,8 @@ Now Claude can answer questions about writing MCP servers and how they work
+
+
+### ๐ Security & Governance
+
+- [Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) [](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) ๐ ๐ ๐ง ๐ช ๐ - Deterministic in-band execution governance gateway and W3C DID security guardrail for AI Agent MCP tool calls.