mirror of
https://github.com/punkpeye/awesome-mcp-servers.git
synced 2026-07-25 16:41:46 +00:00
Merge upstream main
# Conflicts: # README.md
This commit is contained in:
Oksigenia SL
@@ -131,6 +131,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
|
||||
|
||||
Servers for accessing many apps and tools through a single MCP server.
|
||||
|
||||
- [Correctover/mcp-server](https://github.com/Correctover/mcp-server) [](https://glama.ai/mcp/servers/Correctover/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Contract validation and self-healing failover for LLM APIs. 6-dimension verification (structure, schema, latency, cost, identity, integrity) in 22μs 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) 🐍 ☁️ - 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) 📇 - 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.
|
||||
- [forgemeshlabs/anomaly-mcp](https://github.com/forgemeshlabs/anomaly-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/anomaly-mcp) 📇 ☁️ - Real-time anomaly detection powered by NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation, and GitHub signals via x402 USDC micropayments on Base. `npx -y @forgemeshlabs/anomaly-mcp`
|
||||
@@ -329,9 +330,11 @@ Design and visualize software architecture, system diagrams, and technical docum
|
||||
- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — 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) 📇 ☁️ 🏠 🍎 🪟 🐧 - 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`
|
||||
- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
|
||||
- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) 📇 🏠 🍎 🪟 🐧 - Expert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call `create_design_system`. Offline, no API key, reads only local files. Install via NPM: `npx -y saglitzdesign-mcp`.
|
||||
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
|
||||
- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff on stdio — load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: `npx -y opentakeoff-mcp`
|
||||
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
|
||||
- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - "Mermaid for human movement" — a text language any LLM can write, rendered as a safe, anatomically-clamped 3D human figure in the browser.
|
||||
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → 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 0–100 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 — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
|
||||
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - 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`.
|
||||
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - 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 — then verify the code implements the contract. Deterministic CI gates (`uxloom check`, `uxloom audit`), one-command setup (`npx uxloom init`).
|
||||
@@ -340,6 +343,7 @@ Design and visualize software architecture, system diagrams, and technical docum
|
||||
### <a name="bio"></a>Biology, Medicine and Bioinformatics
|
||||
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
|
||||
- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
|
||||
- [Crindo2/gph-mcp-server](https://github.com/Crindo2/gph-mcp-server) [](https://glama.ai/mcp/servers/Crindo2/gph-mcp-server) 📇 ☁️ - Healthcare service vendor matching for medical practices: 76,000+ curated vendors across 25 categories (billing, credentialing, EHR, compliance, legal) in all 50 US states.
|
||||
- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor MCP server for Dexcom Developer API and FreeStyle Libre via LibreLink Up.
|
||||
- [dnaerys/onekgpd-mcp](https://github.com/dnaerys/onekgpd-mcp) ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
|
||||
- [fulcradynamics/fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp) [](https://glama.ai/mcp/servers/fulcradynamics/fulcra-context-mcp) 🐍 ☁️ - 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.
|
||||
@@ -492,6 +496,7 @@ Cloud platform service integration. Enables management and interaction with clou
|
||||
- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing, Logpush, Workers AI) in a single local stdio server, with a server-side human-approval gate on every mutation. `npx -y cloudflare-mcp-pro`.
|
||||
- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full Easypanel control from Claude Code and Cursor — 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions.
|
||||
- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) 📇 ☁️ - Hosted MCP endpoint for Hostodo VPS management: list VM details, power-control, rename, reinstall from OS templates, toggle per-VM exec, run bounded/async guest-agent commands, and upload/install artifacts with scoped tokens and audit logs.
|
||||
- [huangdun/tempmd-mcp](https://github.com/huangdun/tempmd-mcp) [](https://glama.ai/mcp/servers/huangdun/tempmd-mcp) 📇 ☁️ - Publish agent-made artifacts (HTML, Markdown, CSV, Mermaid) to temp.md — one stable public link that updates in place. Anonymous publish with no API key, activity-based expiry with restore. Install: `npx tempmd-mcp`.
|
||||
- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [](https://glama.ai/mcp/servers/Infrawise/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code.
|
||||
- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) 🏎️ ☁️ - Inspect and manage IONOS CLOUD infrastructure via MCP.
|
||||
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
|
||||
@@ -691,6 +696,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline
|
||||
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - 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 — 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) 🐍 💬 - 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.
|
||||
- [anypost/emailmd](https://github.com/anypost/emailmd) [](https://glama.ai/mcp/servers/anypost/emailmd) 📇 ☁️ 🏠 - 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) 📇 ☁️ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
|
||||
- [AutomateLab-tech/content-distribution-mcp](https://github.com/AutomateLab-tech/content-distribution-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/content-distribution-mcp) 📇 ☁️ 🏠 - 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) 📇 ☁️ 🏠 - 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.
|
||||
@@ -709,6 +715,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
|
||||
- [discourse/discourse-mcp](https://github.com/discourse/discourse-mcp) 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
|
||||
- [cseguinlz/doubletick-cli](https://github.com/cseguinlz/doubletick-cli) [](https://glama.ai/mcp/servers/cseguinlz/double-tick-mcp-server) 📇 ☁️ - 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) 📇 🏠 🍎 🪟 🐧 - Native Gmail MCP server with full mailbox control — 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`.
|
||||
- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
|
||||
- [EthanQC/feishu-user-plugin](https://github.com/EthanQC/feishu-user-plugin) [](https://glama.ai/mcp/servers/EthanQC/feishu-user-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - All-in-one Feishu/Lark MCP server (84 tools). Send messages as the actual user (not bot), plus full official-API coverage of docs, bitable, wiki, drive, calendar, tasks, OKR. Cookie + OAuth UAT + app-credential auth.
|
||||
- [ExpertVagabond/solmail-mcp](https://github.com/ExpertVagabond/solmail-mcp) [](https://glama.ai/mcp/servers/ExpertVagabond/solmail-mcp) 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency.
|
||||
@@ -721,7 +728,9 @@ Integration with communication platforms for message management and channel oper
|
||||
- [getpoststack/mcp](https://github.com/getpoststack/mcp) [](https://glama.ai/mcp/servers/getpoststack/mcp) 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — 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`.
|
||||
- [gitmotion/ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp) 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
|
||||
- [googlarz/signal-mcp](https://github.com/googlarz/signal-mcp) [](https://glama.ai/mcp/servers/googlarz/signal-mcp) 🏠 - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli — no third-party servers.
|
||||
- [gopalrajsuresh/covalent-bond](https://github.com/gopalrajsuresh/covalent-bond) [](https://glama.ai/mcp/servers/gopalrajsuresh/covalent-bond) 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end-encrypted channel: files and messages travel through a relay that only ever sees ciphertext - it can never read your data - authenticated by a short code shared out-of-band, with human consent before any file is written. Install with `npx covalent-bond`.
|
||||
- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
|
||||
- [grzgrzgrz3/pingwa-client](https://github.com/grzgrzgrz3/pingwa-client) [](https://glama.ai/mcp/servers/grzgrzgrz3/pingwa-client) 🐍 ☁️ 🍎 🪟 🐧 - WhatsApp notifications for AI agents with zero setup — no Meta account, no templates, no dashboard: text "join", get an API key, send in 60 seconds (`uvx pingwa mcp` or remote at pingwa.dev/mcp). Two-way: `ask` with tap-to-answer buttons, `check_replies`. Official Meta Cloud API — won't ban your number.
|
||||
- [huj28-creator/wechat-fastbridge](https://github.com/huj28-creator/wechat-fastbridge) [](https://glama.ai/mcp/servers/huj28-creator/wechat-fastbridge) 📇 🏠 🍎 - Token-efficient macOS WeChat MCP server for verified chat reading, text/file/sticker sending, fuzzy safe routing, smart context retrieval, and allowlisted live monitoring without screenshots or private-protocol access.
|
||||
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
|
||||
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - The most complete Resend email MCP — full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. `npx -y resend-email-mcp`.
|
||||
@@ -730,6 +739,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 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) 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
|
||||
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
|
||||
- [sendchamp/ai](https://github.com/sendchamp/ai) [](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Official Sendchamp docs MCP server for AI coding agents. Read-only search and retrieval over SMS, OTP verification, and Africa-specific routing documentation. Endpoint: `https://mcp.sendchamp.com/docs`. Pair with Agent Skills via `npx skills add sendchamp/ai`.
|
||||
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands.
|
||||
- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows.
|
||||
- [sethbang/proton-mail-mcp](https://github.com/sethbang/proton-mail-mcp) [](https://glama.ai/mcp/servers/sethbang/proton-mail-mcp) 📇 🏠 - Unofficial Proton Mail MCP server — 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.
|
||||
@@ -780,6 +790,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
|
||||
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
|
||||
- [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local MCP server for Hey.com email. Read, search, send, reply, and manage the screener via locally cached session from Hey's webview auth.
|
||||
- [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inbox API MCP server for AI agents to receive, search, and send mail through hosted or local Sendmux Product MCP.
|
||||
- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) 📇 🏠 - MCP server for Zoho Mail. Read, search, and send email from Claude.
|
||||
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
|
||||
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) 🐍 ☁️ - 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).
|
||||
@@ -791,6 +802,7 @@ Integration with communication platforms for message management and channel oper
|
||||
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
|
||||
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
|
||||
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
|
||||
- [webtoolbox/websitetoolbox-mcp](https://github.com/webtoolbox/websitetoolbox-mcp) [](https://glama.ai/mcp/servers/webtoolbox/websitetoolbox-mcp) 📇 🏠 - MCP server for the Website Toolbox forum platform. Exposes the Forum REST API as MCP tools for Categories, Topics, Posts, Users, User Groups, Conversations, Messages, Moderators, Tags, and Page Views.
|
||||
- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [](https://glama.ai/mcp/servers/windborne/zulipmcp) 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.
|
||||
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
|
||||
- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [](https://glama.ai/mcp/servers/yjcho9317/nworks) 📇 🏠 🍎 🪟 🐧 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
|
||||
@@ -850,6 +862,7 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) ☕ 🐍 ☁️ - 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) 🐍 ☁️ - 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) 🐍 🏠 - 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.
|
||||
- [appwrite/mcp](https://github.com/appwrite/mcp) [](https://glama.ai/mcp/servers/appwrite/mcp) 🎖️ 🐍 ☁️ - 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) 🎖️ ☕ 🏠 - 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) 🐍 🏠 🍎 🪟 🐧 - Read-only trust layer for Postgres: the agent never writes SQL — 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.
|
||||
- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) 📇 🏠 - Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap, diagnostics, auth hardening, storage workflows, dump/restore, upgrades, and plan-first mutating operations.
|
||||
@@ -1015,13 +1028,16 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
|
||||
|
||||
### 💻 <a name="developer-tools"></a>Developer Tools
|
||||
- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) 📇 🏠 🍎 🪟 🐧 - 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`
|
||||
- [scarletkc/vexor](https://github.com/scarletkc/vexor) [](https://glama.ai/mcp/servers/scarletkc/vexor) 🐍 🏠 ☁️ 🍎 🪟 🐧 - A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.
|
||||
- [aradar46/reuse-before-generate](https://github.com/aradar46/reuse-before-generate) [](https://glama.ai/mcp/servers/aradar46/reuse-before-generate) 📇 🏠 🍎 🪟 🐧 - Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. `npx -y reuse-before-generate`
|
||||
- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) 📇 ☁️ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`.
|
||||
- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
|
||||
- [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion / WCAG 2.2.2+2.3.3 verification for web animation: agents author validated specs; a deterministic compiler emits reduced-motion-safe, on-budget CSS. Keyless hosted endpoint (motion_catalog, motion_validate).
|
||||
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics.
|
||||
- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery.
|
||||
- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp`
|
||||
- [emailens/mcp](https://github.com/emailens/mcp) [](https://glama.ai/mcp/servers/emailens/mcp) 🎖️ 📇 ☁️ - 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`
|
||||
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - 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`.
|
||||
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
|
||||
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
|
||||
@@ -1042,6 +1058,8 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
- [cq27-dev/rag-rat](https://github.com/cq27-dev/rag-rat) [](https://glama.ai/mcp/servers/cq27-dev/rag-rat) 🦀 🏠 🍎 🪟 🐧 - Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment `grep` and flag near-duplicate code as you write it. `cargo install rag-rat`
|
||||
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) 📇 🏠 🍎 🪟 🐧 - 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 — 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) 📇 ☁️ 🍎 🪟 🐧 - 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) 📇 🏠 🍎 🪟 🐧 - 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.
|
||||
- [machinegrade/validate](https://github.com/machinegrade/validate) [](https://glama.ai/mcp/servers/machinegrade/validate) 📇 ☁️ 🏠 🍎 🪟 🐧 - 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.
|
||||
|
||||
Tools and integrations that enhance the development workflow and environment management.
|
||||
- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.
|
||||
@@ -1158,6 +1176,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
|
||||
- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
|
||||
- [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
|
||||
- [gavelcode/gavel](https://github.com/gavelcode/gavel) [](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks off the build graph and returns a pass/fail verdict an agent can request before finishing a change.
|
||||
- [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.
|
||||
- [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
|
||||
- [vkhanhqui/figma-mcp-go](https://github.com/vkhanhqui/figma-mcp-go) [](https://glama.ai/mcp/servers/vkhanhqui/figma-mcp-go) 🏎️ 🏠 🍎 🪟 🐧 - Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 58 tools for design automation: styles, variables, components, prototypes, and content.
|
||||
@@ -1326,6 +1345,7 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
|
||||
- [sbroenne/mcp-server-excel](https://github.com/sbroenne/mcp-server-excel) #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
|
||||
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
|
||||
- [seldonframe/reelier](https://github.com/seldonframe/reelier) [](https://glama.ai/mcp/servers/seldonframe/reelier) 📇 🏠 🍎 🪟 🐧 - Record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift — CI + snapshot tests for MCP tool-call workflows. `npx -y reelier serve`
|
||||
- [selvage-lab/selvage](https://github.com/selvage-lab/selvage) 🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
|
||||
- [NavinAgrawal/mcp-broker](https://github.com/NavinAgrawal/mcp-broker) [](https://glama.ai/mcp/servers/NavinAgrawal/mcp-broker) 🐍 🏠 🍎 🪟 🐧 - Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.
|
||||
- [notasandy/mcp-code-sanitizer](https://github.com/notasandy/mcp-code-sanitizer) [](https://glama.ai/mcp/servers/notasandy/mcp-code-sanitizer) 🐍 🏠 🍎 🪟 🐧 - Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports.
|
||||
@@ -1436,14 +1456,19 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.
|
||||
- [richer-richard/fenestra](https://github.com/richer-richard/fenestra/tree/main/fenestra-mcp) [](https://glama.ai/mcp/servers/richer-richard/fenestra) 🦀 🏠 - Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. `cargo install fenestra-mcp`.
|
||||
- [chaoz23/inkcheck](https://github.com/chaoz23/inkcheck) [](https://glama.ai/mcp/servers/chaoz23/inkcheck) 📇 🏠 🍎 🪟 🐧 - CI for [ink](https://github.com/inkle/ink) interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending — so an agent can verify the story it wrote. Writes no prose. `claude mcp add inkcheck -- npx -y inkcheck mcp`
|
||||
- [swapnanil/vectr](https://github.com/swapnanil/vectr) [](https://glama.ai/mcp/servers/swapnanil/vectr) 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search + persistent working memory for AI code editors. Hybrid dense + BM25 search over AST-aware chunks, a symbol graph for locate/trace, and typed notes that survive context compaction and session restarts. Local embeddings, zero config, no API key. `pip install vectr`
|
||||
|
||||
- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) 📇 🏠 🍎 🪟 🐧 - Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank`
|
||||
|
||||
- [Bishop81/imagedimensions-mcp](https://github.com/Bishop81/imagedimensions-mcp) [](https://glama.ai/mcp/servers/Bishop81/imagedimensions-mcp) 📇 ☁️ - Audit the images on any web page: natural vs rendered dimensions, oversized-image detection, and format breakdown, so agents can check web-image performance. Calls the hosted imagedimensions.com API, so no local browser is required. `npx -y imagedimensions-mcp`
|
||||
|
||||
- [sebastienrousseau/rlg](https://github.com/sebastienrousseau/rlg) [](https://glama.ai/mcp/servers/sebastienrousseau/rlg) 🦀 🏠 🍎 🪟 🐧 - **Log-stream tools for on-call / SRE agent workflows** — expose `rlg` (RustLogs) log files as MCP tools. Three tools: `tail_log` (last N events, filtered by level/target), `filter_log` (JSON-path-style predicates), `summarize_errors` (grouped error taxonomy). Speaks JSON-RPC 2.0 over stdio; near-lock-free structured logging engine underneath (65k-slot ring buffer, 14 output formats, `os_log`/`journald` sinks). Install `cargo install rlg-mcp` or `docker run -i ghcr.io/sebastienrousseau/rlg-mcp`. Dual-licensed MIT OR Apache-2.0.
|
||||
- [chrassy/klanex-mcp](https://github.com/chrassy/klanex-mcp) [](https://glama.ai/mcp/servers/chrassy/klanex-mcp) 🎖️ 📇 ☁️ - 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) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Guardrail that checks agent-written code against a repo's own git-history-learned patterns — 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) ☕ 🏠 🍎 🪟 🐧 - 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 — call graph over functions, properties (initializers, delegates, accessors), constructors and callable references — 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) 📇 🏠 - 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 — 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`
|
||||
- [MGM-FALCON/quelllm-mcp](https://github.com/MGM-FALCON/quelllm-mcp) [](https://glama.ai/mcp/servers/MGM-FALCON/quelllm-mcp) 🐍 ☁️ 🍎 🪟 🐧 - MCP server for [quelllm.fr](https://quelllm.fr) — 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) 📇 🏠 - Search @imqueue docs and scaffold typed services & clients for AI coding agents, access CLI and manage your service fleet.
|
||||
### 🔒 <a name="delivery"></a>Delivery
|
||||
|
||||
- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) 🐍 – DoorDash Delivery (Unofficial)
|
||||
@@ -1479,6 +1504,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
|
||||
- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
|
||||
- [growthbook/growthbook-mcp](https://github.com/growthbook/growthbook-mcp) 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
|
||||
- [gpartin/WaveGuardClient](https://github.com/gpartin/WaveGuardClient) [](https://glama.ai/mcp/servers/WaveGuard) 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
|
||||
- [haiiibin/data-profiler-mcp](https://github.com/haiiibin/data-profiler-mcp) [](https://glama.ai/mcp/servers/haiiibin/data-profiler-mcp) 🐍 🏠 🍎 🪟 🐧 - Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. `pip install data-profiler-mcp`.
|
||||
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
|
||||
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
|
||||
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
|
||||
@@ -1507,6 +1533,8 @@ Interactive charts, dashboards, and visual data tools rendered inside AI convers
|
||||
|
||||
- [marzukia/charted](https://github.com/marzukia/charted) [](https://glama.ai/mcp/servers/marzukia/charted) 🐍 🏠 🍎 🪟 🐧 - 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`.
|
||||
|
||||
- [MS-Teja/Glyphic](https://github.com/MS-Teja/Glyphic) [](https://glama.ai/mcp/servers/MS-Teja/Glyphic) 📇 🏠 - Generate diagrams from structured JSON across 18 types (architecture, ERD, sequence, flowchart, Gantt…) — native SVG/PNG, no headless browser. Built for LLMs and agents.
|
||||
|
||||
- [pushtodisplay/cli](https://github.com/pushtodisplay/cli)[](https://glama.ai/mcp/servers/pushtodisplay/cli) 📇 🏠 🍎 🪟 🐧 - Push To Display MCP server send structured content to selected boards on iOS and android devices with app [Push To Display](https://pushtodisplay.com), route updates to specific panels, and render in real time with display-focused multi-panel layouts.
|
||||
|
||||
- [Ratnaditya-J/csvglow](https://github.com/Ratnaditya-J/csvglow) [](https://glama.ai/mcp/servers/Ratnaditya-J/csvglow) 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.
|
||||
@@ -1519,6 +1547,7 @@ Interactive charts, dashboards, and visual data tools rendered inside AI convers
|
||||
Provides access to documentation and shortcuts for working on embedded devices.
|
||||
|
||||
- [0x1abin/matter-controller-mcp](https://github.com/0x1abin/matter-controller-mcp) 📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.
|
||||
- [JannLeo/telinksdk-builder-mcp](https://github.com/JannLeo/telinksdk-builder-mcp) [](https://glama.ai/mcp/servers/JannLeo/telinksdk-builder-mcp) 🐍 🏠 🪟 🐧 🍎 - Build any Telink/embedded SDK (Eclipse headless / Make / generic) via natural language. Auto-detects build pattern and exposes build_info/build_run/build_list MCP tools. Cross-platform.
|
||||
- [adancurusul/embedded-debugger-mcp](https://github.com/adancurusul/embedded-debugger-mcp) 🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more
|
||||
- [adancurusul/serial-mcp-server](https://github.com/adancurusul/serial-mcp-server) 🦀 📟 - A comprehensive MCP server for serial port communication
|
||||
- [ByteAsk/ByteAsk-Embedded-MCP](https://github.com/ByteAsk/ByteAsk-Embedded-MCP) [](https://glama.ai/mcp/servers/ByteAsk/ByteAsk-Embedded-MCP) 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key.
|
||||
@@ -1572,6 +1601,7 @@ MCP servers for e-commerce platforms and online store management.
|
||||
- [nicktcode/swissgroceries-mcp](https://github.com/nicktcode/swissgroceries-mcp) [](https://glama.ai/mcp/servers/nicktcode/swissgroceries-mcp) 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions, and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl, Farmy, Volg, and Otto's. Cross-chain unit-price comparison and three planning strategies (single_store / split_cart / absolute_cheapest). Install via `npx -y @nicktcode/swissgroceries-mcp`.
|
||||
- [slookisen/lokal](https://github.com/slookisen/lokal) [](https://glama.ai/mcp/servers/slookisen/lokal) 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by [rettfrabonden.com](https://rettfrabonden.com). Install via `npx lokal-mcp`.
|
||||
- [tokenofesteem/mcp](https://github.com/tokenofesteem/mcp) [](https://glama.ai/mcp/servers/tokenofesteem/mcp) 🎖️ 📇 ☁️ - 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) 📇 🏠 🍎 🪟 🐧 - 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`.
|
||||
|
||||
### 🛒 <a name="e-commerce"></a>E-Commerce
|
||||
|
||||
@@ -1597,6 +1627,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package — run locally with `uvx oxidize-mcp`.
|
||||
- [risha-max/0xpdf-mcp](https://github.com/risha-max/0xpdf-mcp) [](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Schema-first PDF→JSON MCP for AI agents (0xPdf API). Define a JSON schema, parse invoices/forms (OCR optional), manage schemas, and poll async jobs. `uvx oxpdf-mcp` · [docs](https://0xpdf.io/docs#mcp) · [playground](https://0xpdf.io/samples)
|
||||
- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [](https://glama.ai/mcp/servers/@ckanthony/chisel) 🦀 🏠 🍎 🐧 ☁️ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).
|
||||
- [Cohexa-ai/agent-coherence](https://github.com/Cohexa-ai/agent-coherence) [](https://glama.ai/mcp/servers/Cohexa-ai/agent-coherence) 🐍 🏠 - Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and retries. Single-host, TLA+-verified. Install: `uvx --from "agent-coherence[mcp]" stale-write-guard-fs`.
|
||||
- [convertica-net/convertica-mcp](https://github.com/convertica-net/convertica-mcp) [](https://glama.ai/mcp/servers/convertica-net/convertica-mcp) 📇 ☁️ - Convert PDF ⇄ Word, Excel, PowerPoint, JPG, HTML, Markdown, EPUB and PDF/A, plus merge, split, compress, watermark, sign, and protect PDFs, and convert images (HEIC, WebP) — 35+ tools from convertica.net. Zero-config via `npx convertica-mcp`.
|
||||
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) 🐍 🏠 - 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) 📇 🏠 🍎 🪟 🐧 - Hash-anchored file edits for MCP clients. Reads files with line anchors, validates anchors against current content, and rejects stale writes before changing files.
|
||||
@@ -1621,6 +1652,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
|
||||
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
|
||||
- [Regan-Milne/obsideo-mcp](https://github.com/Regan-Milne/obsideo-mcp) [](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp) 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with continuous cryptographic possession proofs. In-conversation signup (12 GB free), put/get/ls/rm/usage, optional client-side encryption; credentials stay on your machine.
|
||||
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share markdown files and text as clean, readable web links via `plsreadme_share_file` and `plsreadme_share_text`; zero setup (`npx -y plsreadme-mcp` or `https://plsreadme.com/mcp`).
|
||||
- [colapsis/transfa](https://github.com/colapsis/transfa) [](https://glama.ai/mcp/servers/colapsis/transfa) 📇 ☁️ - Ephemeral file transfer for AI agents and CI/CD pipelines — upload any file, get a SHA-256-verified, TTL-enforced link. 4 tools: upload, file_info, list_uploads, delete_upload. Zero-config via `npx -y transfa-mcp`.
|
||||
- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [](https://glama.ai/mcp/servers/UseJunior/safe-docx) 📇 🏠 🍎 🐧 🪟 - Surgical editing of existing Word .docx files with formatting preservation, tracked changes, comments, footnotes, and document comparison.
|
||||
@@ -1629,14 +1661,18 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
|
||||
- [xxczaki/local-history-mcp](https://github.com/xxczaki/local-history/mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for accessing VS Code/Cursor Local History
|
||||
- [juergenkoller-software/distill-mcp](https://github.com/juergenkoller-software/distill-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/distill-mcp) 🏠 🍎 - MCP bridge for [Distill](https://store.juergenkoller.software/en/apps/distill) — AI file renamer that analyzes content (PDF/OCR/Office/email/media) and renames files with descriptive names. Five AI providers (Claude, OpenAI, Gemini, Ollama, Apple Intelligence), pay-per-use credits, folder monitoring, 9 MCP tools.
|
||||
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files from AI agents to your own FTP/FTPS/SFTP servers — 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.
|
||||
|
||||
### 💰 <a name="finance--fintech"></a>Finance & Fintech
|
||||
- [ogasurfproject-jpg/horizon-shield](https://github.com/ogasurfproject-jpg/horizon-shield) [](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 📇 ☁️ - Third-party auditor for Japanese construction & renovation estimates; flags overcharge and returns Bitcoin-anchored, verifiable signed receipts (PTKA). Remote MCP, no auth.
|
||||
- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - MCP-сервер налоговых/бухгалтерских калькуляторов ФНС + публичные фискальные статусы (самозанятый, ИП/ОКВЭД, дисквалификация, блокировки счетов). Волна 1, юр-риск минимальный
|
||||
- [Luminc/peil-mcp](https://github.com/Luminc/peil-mcp) [](https://glama.ai/mcp/servers/Luminc/peil-mcp) 🎖️ 🐍 ☁️ - Peil — financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand — 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) 🐍 🏠 ☁️ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview → confirm → execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.
|
||||
- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [](https://glama.ai/mcp/servers/forum-labs/payfetch) 📇 🏠 🍎 🪟 🐧 - 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) 📇 ☁️ - 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 — 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) 🐍 🏠 - Query Saudi economic & social statistics (GDP, inflation, trade, population, real-estate price index) from official GASTAT / DataSaudi, in English or Arabic. Keyless, no database.
|
||||
- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server — no RPC keys required to start. Free tier (`get_balance`, `get_prices`) plus license-gated Pro/Team tools (`get_portfolio`, `prepare_transfer`, `deploy_token`). `npx @wkalidev/multichain-mcp`
|
||||
- [Nodeflare-app/nodeflare-mcp](https://github.com/Nodeflare-app/nodeflare-mcp) [](https://glama.ai/mcp/servers/Nodeflare-app/nodeflare-mcp) 📇 ☁️ - Pay-per-request JSON-RPC on 23 EVM chains (Ethereum, Base, Arbitrum, plus young chains Robinhood Chain, Plasma, Ink, Zircuit) from independent bare-metal nodes. Free reads with no key; heavy methods (eth_getLogs, trace, debug) via a free API key or x402 USDC pay-per-call on Base/Polygon/Arbitrum. In the official MCP Registry. `npx -y nodeflare-mcp`
|
||||
- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) 📇 🏠 🍎 🪟 🐧 - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled — review and download a watermark-free PDF. Invoice data stays in the browser. `npx blank-invoice-maker-mcp`
|
||||
- [qinisolabs/bizdays](https://github.com/qinisolabs/bizdays) [](https://glama.ai/mcp/servers/qinisolabs/bizdays) 📇 🏠 ☁️ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules).
|
||||
- [george-kozlitin/borme-mcp](https://github.com/george-kozlitin/borme-mcp) [](https://glama.ai/mcp/servers/george-kozlitin/borme-mcp) 🐍 ☁️ - Spain's official company registry (BORME) for agents: 9.5M typed company events since 2009 — incorporations, director changes, insolvencies, capital moves across 52 event kinds. Free hosted endpoint: `https://mcp.bormeapi.com/mcp`.
|
||||
@@ -1663,6 +1699,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [sukrutkrdg/x402-bazaar-mcp](https://github.com/sukrutkrdg/x402-bazaar-mcp) [](https://glama.ai/mcp/servers/sukrutkrdg/x402-bazaar-mcp) 📇 🏠 🍎 🪟 🐧 - The Base token-safety toolkit for agents: the only B20 (Base-native token) freeze/seize/rug suite, plus pre-trade GO/HOLD/STOP gates, honeypot/sellability, wallet + approval audits, sign-guard, prices and Claude-written AI reports. 90+ pay-per-call tools over x402 (USDC on Base), free tier, no API keys. `npx x402-bazaar-mcp`
|
||||
- [0xDegenMo/lighter-mcp](https://github.com/0xDegenMo/lighter-mcp) [](https://glama.ai/mcp/servers/0xDegenMo/lighter-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for [Lighter](https://lighter.xyz) — a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver, WTI oil, equity tickers like TSLA/AMZN/ASML) from Claude Desktop, Cursor, Hermes, or any MCP client. Three credential tiers (PUBLIC market data → READ account → TRADE signing), native on-chain stop-loss / take-profit, server-side safety caps (max-quote-USD, slippage, symbol allowlist). `pip install 0xdegenmo-lighter-mcp`.
|
||||
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep Research for crypto - free & fully local
|
||||
- [AEGISGOVDAO/aegisgov-sec-mcp](https://github.com/AEGISGOVDAO/aegisgov-sec-mcp) [](https://glama.ai/mcp/servers/AEGISGOVDAO/aegisgov-sec-mcp) 📇 ☁️ - SEC EDGAR data for AI agents via the official data.sec.gov API. Search 10,000+ public companies, retrieve 10-K/10-Q/8-K filings, and access XBRL financial data. Free, no API key required, no third-party dependency.
|
||||
- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) 🎖️ 🐍 ☁️ 🏠 - Access institutional-grade alternative financial data directly in your LLM workflows.
|
||||
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
|
||||
- [AletaIndex/aletaindex-fin-narratives](https://github.com/AletaIndex/aletaindex-fin-narratives) [](https://glama.ai/mcp/servers/AletaIndex/aletaindex-fin-narratives) 🐍 ☁️ 🍎🪟🐧 - Financial narrative intelligence for AI agents. Tracks how financial stories evolve across 109 tickers — clustering news into structured narratives, measuring sentiment momentum, and mapping narrative risk across portfolios. Install via Smithery or `uvx narrative-intelligence-mcp`.
|
||||
@@ -1732,6 +1769,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) 📇 🏠 - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders.
|
||||
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [](https://glama.ai/mcp/servers/OSOJDJD/deeplook) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
|
||||
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [](https://glama.ai/mcp/servers/dan1d/dolar-mcp) 📇 ☁️ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator.
|
||||
- [disin7c9/asset-management](https://github.com/disin7c9/asset-management) [](https://glama.ai/mcp/servers/disin7c9/asset-management) 🐍 🏠 🪟 🐧 - Read-only, offline analysis of your own stock/ETF transaction log — 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.
|
||||
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - 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) 🎖️ 📇 ☁️ - Official Dodo Payments MCP servers — `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) 🐍 🏠 🍎 🪟 🐧 - 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`.
|
||||
@@ -1889,6 +1927,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) 🐍 🏠 - A ledger-cli integration for managing financial transactions and generating reports.
|
||||
- [mission69b/t2000](https://github.com/mission69b/t2000) [](https://glama.ai/mcp/servers/mission69b/t2000) 📇 ☁️ - Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization across NAVI, Suilend, and Cetus.
|
||||
- [mmxrealQQ/bobai-buyburn](https://github.com/mmxrealQQ/bobai-buyburn) [](https://glama.ai/mcp/servers/mmxrealQQ/bobai-buyburn) 🎖️ 📇 ☁️ - Live verifiable on-chain data for the $BOBAI token on BNB Chain — price computed from pair reserves × Chainlink (no price API), liquidity depth with LP-burn proof, buyback-and-burn audit trail, fee-on-transfer-safe trade params, and an earnable NFT buy-drop. 13 read-only tools + 2 guided prompts, no API key. Remote HTTP MCP at `https://brainonbnb.com/mcp` with a plain-REST mirror.
|
||||
- [mohamedkuch/utilia-solana-agent](https://github.com/mohamedkuch/utilia-solana-agent) [](https://glama.ai/mcp/servers/mohamedkuch/utilia-solana-agent) 📇 ☁️ 🍎 🪟 🐧 - Read-only Solana transaction preflight and agent media tools: live priority fees, simulation, failure diagnosis, token-risk evidence, PDF-to-Markdown, and audio normalization. No API key; remote MCP calls use x402 USDC on Solana ($0.002–$0.01/call). Install via `npx -y utilia-solana-agent@0.5.7` or use remote MCP at `https://api.utilia.ink/mcp`.
|
||||
- [moxiespirit/oathscore](https://github.com/moxiespirit/oathscore) [](https://glama.ai/mcp/servers/moxiespirit/oath-score) 🐍 ☁️ - The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality ratings (0-100) for financial data APIs. 8 MCP tools.
|
||||
- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) 🐍 ☁️ - MCP server for Binance USDT-M Futures trading — exposes tools for market data, account state, order management, and position/margin control.
|
||||
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
|
||||
@@ -1982,6 +2021,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ – An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
|
||||
- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat). Search companies, financials, patents, subsidies, procurement, and government statistics.
|
||||
- [xpaysh/awesome-x402](https://github.com/xpaysh/awesome-x402) ☁️ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains.
|
||||
- [YBSbarker/barker-stablecoin-skills](https://github.com/YBSbarker/barker-stablecoin-skills) [](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills) 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with an AI yield advisor, risk signals and non-custodial deposit/redeem quotes for AI agents. Remote streamable-http at `mcp.barker.money/mcp`, x402 pay-per-call.
|
||||
- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [](https://glama.ai/mcp/servers/yeick010/agentshield-mcp) 📇 ☁️ - 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) 🐍 🏠 - 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) 📇 ☁️ - 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`.
|
||||
@@ -2014,6 +2054,9 @@ px goldbean-mcp\.
|
||||
- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 bank-statement parsing + reversing entries** (`camt.053` Bank-to-Customer Statement). 19 tools + 3 resources + 4 guided prompts across message-type discovery, return-reason lookup, schema introspection, IBAN/BIC/LEI validation, camt.053 parsing + XSD validation, Nov 2026 CBPR+ cliff readiness check, curated SEPA / CBPR+ / HVPS+ rulebook citation lookup, accounting-platform journal export (Xero + QuickBooks Online), LLM-driven entry classification via MCP Sampling, entry listing/filtering, and one-shot validated reversing-entry XML generation. Built on the [`camt053`](https://github.com/sebastienrousseau/camt053) library (100% line + branch coverage, SLSA Build L3 + PEP 740 attestations, Apache-2.0). Install `pip install camt053-mcp`, run `camt053-mcp`.
|
||||
- [sebastienrousseau/pacs008-mcp](https://github.com/sebastienrousseau/pacs008-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/pacs008-mcp) 🐍 🏠 🍎 🪟 🐧 - **ISO 20022 FI-to-FI credit-transfer generation + validation** (`pacs.008` FI-to-FI Customer Credit Transfer, `pacs.004` Payment Return, `pacs.002` Status Report). 15 tools across message-type + scheme discovery, JSON Schema + rail-usage validation, validated XML generation, XSD validation, inbound parsing, the November 2026 structured-address cliff toolkit (classify/validate/repair/batch), and legacy SWIFT MT103 → pacs.008 conversion. Built on the [`pacs008`](https://github.com/sebastienrousseau/pacs008) library (100% branch coverage, Apache-2.0). Install `pip install pacs008-mcp`, run `pacs008-mcp`.
|
||||
- [slenderongithub/fix-protocol-mcp](https://github.com/slenderongithub/fix-protocol-mcp) [](https://glama.ai/mcp/servers/slenderongithub/fix-protocol-mcp) 🐍 🏠 - Parse, validate, build, and explain FIX protocol trading messages (Logon, NewOrderSingle, ExecutionReport, and the rest of the session/order workflow). Fully offline — bundled FIX 4.4 field dictionary, no API keys or network calls. Install `pip install .`, run `fix-protocol-mcp`.
|
||||
- [andresdefi/zerodust](https://github.com/andresdefi/zerodust) [](https://glama.ai/mcp/servers/andresdefi/zerodust) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Sweep an agent's native gas balance to **exactly zero** on 25+ EVM chains via EIP-7702 sponsored execution — a relayer pays the gas and is reimbursed from the sweep, so nothing is left stranded. Same-chain or cross-chain. Read-only by default; sweeping is opt-in and destination-allowlisted, so a prompt-injected agent still cannot redirect funds. `npx @zerodust/mcp-server`
|
||||
- [amitesh-m/wealthville-integrations](https://github.com/amitesh-m/wealthville-integrations) [](https://glama.ai/mcp/servers/amitesh-m/wealthville-integrations) 🎖️ 📇 🏠 - Solana + EVM liquidity-pool scores for AI agents: **Enter/Hold/Exit verdicts** and a composite **0–100 Wealthville Score**, plus a live, immutable, miss-inclusive track record. 4 read-only tools (pool score, top pools, track record, signals feed). In the official MCP Registry. `npx @wealthville/mcp-server`
|
||||
- [SynderAccounting/gl-importer-plugin](https://github.com/SynderAccounting/gl-importer-plugin) [](https://glama.ai/mcp/servers/SynderAccounting/gl-importer-plugin) 🎖️ 📇 ☁️ - Import CSV/XLSX accounting data into QuickBooks Online or Xero via the [Synder Importer API](https://importer.synder.com). 19 tools covering imports, field mapping rules, post-import rules, and entity discovery. Install with `npx -y @cloudbusiness/gl-importer-mcp`.
|
||||
### 🎮 <a name="gaming"></a>Gaming
|
||||
|
||||
Integration with gaming related data, game engines, and services
|
||||
@@ -2047,6 +2090,7 @@ Integration with gaming related data, game engines, and services
|
||||
- [haoyifan/Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon) [](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Turn-based strategy game where AI agents (Claude, GPT, Grok) are the players and humans coach from the sideline. Agents command armies on tactical grids, write post-match reflections, and learn across games. MCP-native client-server architecture with a hosted lobby and self-host option.
|
||||
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) 🐍 🏠 ☁️ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
|
||||
- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [](https://glama.ai/mcp/servers/hope1026/roblox-mcp) 📇 🏠 🍎 🪟 - MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts, instances, terrain, lighting, and assets via natural language. 21 tools, 140+ actions, bidirectional sync, and automated playtest.
|
||||
- [isco-tec/scorezilla-mcp](https://github.com/isco-tec/scorezilla-mcp) [](https://glama.ai/mcp/servers/isco-tec/scorezilla-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and inspect leaderboards for [Scorezilla](https://scorezilla.dev). Six tools — including `bootstrap_leaderboard` which creates a game + board + keys and returns ready-to-paste SDK code in one call. Closed beta; request a token at scorezilla.dev/early-access.
|
||||
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
|
||||
- [taygunsavas/patina-unity-mcp](https://github.com/taygunsavas/patina-unity-mcp) [](https://glama.ai/mcp/servers/taygunsavas/patina-unity-mcp) 🦀 #️⃣ 🏠 🍎 🪟 🐧 - Control the Unity Editor from MCP hosts through a local Rust server and C# bridge, with one-click host setup and 86 Unity commands for scenes, GameObjects, prefabs, assets, scripts, console, tests, and build settings.
|
||||
- [jiayao/mcp-chess](https://github.com/jiayao/mcp-chess) 🐍 🏠 - A MCP server playing chess against LLMs.
|
||||
@@ -2099,14 +2143,20 @@ 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.
|
||||
|
||||
- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents, with no embeddings and no API key. A deterministic AST index answers "which files are relevant to this task?" in milliseconds, and agents write durable notes about the repo that are content-hash checked — a note flags itself stale the moment the code it describes changes. Notes are markdown inside the repo, so they commit and review alongside your code. `npm i -g @cstart/coldstart && coldstart init`
|
||||
- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - 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`
|
||||
- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - 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`
|
||||
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - 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`
|
||||
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - See and query your whole AI system as one rooted 3D knowledge graph — 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`
|
||||
- [gpitrella/memxus-remote-mcp](https://github.com/gpitrella/memxus-remote-mcp) [](https://glama.ai/mcp/servers/gpitrella/memxus-remote-mcp) 📇 ☁️ - 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`
|
||||
- [basemouse/basemouse-core](https://github.com/basemouse/basemouse-core) [](https://glama.ai/mcp/servers/basemouse/basemouse-core) 📇 ☁️ 🏠 - 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`
|
||||
- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [](https://glama.ai/mcp/servers/soolaugust/0CompactMem) 🐍 🏠 🍎 🪟 🐧 - Persistent memory MCP server with OS-style demand paging, kswapd-style eviction, and mlock pinning. Multi-agent shared SQLite store with BM25 + FTS5 retrieval, importance scoring, and capacity-aware reclaim. 5 tools: `memory_lookup`, `pin_memory`, `unpin_memory`, `memory_stats`, `list_pinned`. `uvx --from git+https://github.com/soolaugust/0CompactMem memory-os`
|
||||
- [adelinamart/robrain](https://github.com/adelinamart/robrain) [](https://glama.ai/mcp/servers/adelinamart/robrain) 📇 🏠 🍎 🪟 🐧 - Self-hosted decision memory for AI coding agents. Passively captures architectural decisions with the alternatives you rejected (structured `rejected[]`), then warns the agent before it re-proposes a rejected approach. Postgres + pgvector; cross-tool across Claude Code, Cursor, Copilot, and Codex. Install: `npx robrain up && npx robrain install`.
|
||||
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [](https://glama.ai/mcp/servers/a2cr/a2cr) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI-agent handoffs. Saves client-encrypted WorkBaton checkpoints and WorkStash notes so Codex, Claude Code, Roo Code, and other MCP clients can resume work without passing full chat history.
|
||||
- [ahmetakyurt/zipmem-mcp](https://github.com/ahmetakyurt/zipmem-mcp) [](https://glama.ai/mcp/servers/ahmetakyurt/zipmem-mcp) 📇 🏠 - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (file→line→concept), 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) 📇 🏠 🍎 🪟 🐧 - 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.
|
||||
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) 🐍 ☁️ - Read-only doctrine access for the Agentic AI Blueprint — 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) 📇 🏠 ☁️ - MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-protected.
|
||||
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex/) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) 📇 🏠 ☁️ - MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, link graph, OAuth-protected.
|
||||
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) 📇 ☁️ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use
|
||||
- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [](https://glama.ai/mcp/servers/AndreLYL/memkin) 📇 🏠 🍎 🪟 🐧 - Local-first personal memory for AI agents. Ingests Feishu/Lark chats and Claude Code / Codex sessions, distills them into a private entity knowledge graph (people, projects, decisions, tasks), and serves it to any agent over MCP — read and write. `npx memkin`
|
||||
- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) 🐍 🏠 🍎 🪟 🐧 - Graph-structured session memory for LLMs. Local OpenAI-compatible proxy that extracts tasks, decisions, and files into a typed knowledge graph, auto-checkpoints before context overflow, and resumes any session in ~250 tokens. 6 MCP tools including `why_decision` (traces why a decision changed, with reasons and evidence). `pip install tokenmizer`
|
||||
@@ -2126,6 +2176,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) 📇 🏠 🍎 - Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full CRUD. Supports stdio and Streamable HTTP transports.
|
||||
- [AgenticRevolution/memory-nexus-cloud](https://github.com/AgenticRevolution/memory-nexus-cloud) 📇 ☁️ - Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowledge graphs, specialist expertise hats, and multi-tenant isolation. Free 7-day trial.
|
||||
- [AgentModule/mcp](https://github.com/AgentModule/mcp) [](https://glama.ai/mcp/servers/AgentModule/mcp) 📇 ☁️ - Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics module (22 modules, EU AI Act mapped) included with every membership. Free 24hr ethics trial.
|
||||
- [juyterman1000/entroly](https://github.com/juyterman1000/entroly) [](https://glama.ai/mcp/servers/juyterman1000/entroly) 🐍 🦀 🏠 🍎 🪟 🐧 - Auditable context control plane and MCP server for AI coding agents. Compresses context 70–95% (BM25 + entropy + dep-graph knapsack), stabilizes prompt prefixes for provider cache discounts, routes easy tasks to cheaper models (RAVS Bayesian router), and verifies answers locally with WITNESS hallucination guard (0.844 AUROC, $0, ~3 ms). MemoryOS adds local budget-aware working/episodic/semantic memory with decay, safety scanning, and durable persistence. 38 agent integrations (Cursor, Claude Code, Codex, Aider, and more). Ships as MCP server (`entroly serve`), HTTP proxy, or Python/Rust library. Apache-2.0, local-first. `pip install entroly`
|
||||
- [Goldentrii/AgentRecall](https://github.com/Goldentrii/AgentRecall) [](https://glama.ai/mcp/servers/Goldentrii/AgentRecall-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - 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`
|
||||
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) 📇 ☁️ - 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.
|
||||
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[](https://glama.ai/mcp/servers/epicsagas/alcove) 🦀 🏠 🍎 🪟 🐧 - 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.
|
||||
@@ -2167,7 +2218,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
|
||||
- [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for Claude Code, Cursor, and GitHub Copilot via MCP. Semantic search, Git commit/PR sync, project-based organization, team collaboration. Free tier available. `npx contextforge-mcp`
|
||||
- [contextium-io/contextium-mcp-server](https://github.com/contextium-io/contextium-mcp-server) [](https://glama.ai/mcp/servers/contextium-io/contextium-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - One shared context for every AI tool your team uses. Serves your team's knowledge, coding standards, skills, and AI agents to Claude, Cursor, Copilot, and any MCP client — load a whole workflow (docs, agents, skills, tasks, phases) in a single call. Versioned and permissioned. `npx @contextium/mcp-server`
|
||||
- [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.
|
||||
- [contextstream/mcp-server](https://github.com/contextstream/mcp-server) [](https://glama.ai/mcp/servers/contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, and decision tracking. 90.0% on LongMemEval-S. Works across Cursor, Claude Code, Windsurf, and any MCP client. `npx -y @contextstream/mcp-server`
|
||||
- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) 📇 🏠 - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
|
||||
- [cryptosquanch/legends-mcp](https://github.com/cryptosquanch/legends-mcp) 📇 🏠 🍎 🪟 🐧 - Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and principles. No API key required.
|
||||
- [dcostenco/prism-mcp](https://github.com/dcostenco/prism-mcp) [](https://glama.ai/mcp/servers/dcostenco/BCBA) 📇 🏠 🍎 🪟 🐧 - Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompts.
|
||||
@@ -2363,7 +2414,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [zcag/tela](https://github.com/zcag/tela) [](https://glama.ai/mcp/servers/zcag/tela) 🏎️ 🏠 ☁️ - Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira. Go + Postgres. `npx tela-mcp`
|
||||
- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) 🐍 🏠 🍎 🪟 🐧 - Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped — you own the data as plain rows. Works with Claude Code, Codex & any MCP host. `uvx --from yggdrasil-memory ygg mcp`
|
||||
- [Yarmoluk/ckg-mcp](https://github.com/Yarmoluk/ckg-mcp) [](https://glama.ai/mcp/servers/Yarmoluk/ckg-mcp) 🐍 🏠 - Compressed Knowledge Graphs (pre-structured dependency DAGs) as MCP context — agents traverse declared edges instead of inferring from text. Open CKG Benchmark (64 domains, 10,838 queries): 3.8× RAG's F1 at 11× fewer tokens, ~42× RDS, 0 fabricated edges by construction. 97 domains, 4 tools, no DB/embeddings. `pip install ckg-mcp`
|
||||
- [teflon07/memkeeper](https://github.com/teflon07/memkeeper) [](https://glama.ai/mcp/servers/teflon07/memkeeper) 🦀 🏠 🍎 🐧 - Local-first memory for AI agents: a single self-contained Rust binary over one SQLite file. Hybrid BM25/FTS + on-device ONNX embeddings + cross-encoder rerank; abstains instead of returning a confident wrong memory. No server, no API key, zero marginal cost. `memkeeper mcp`
|
||||
- [yamantaka520/Agent-Memory-OS](https://github.com/yamantaka520/Agent-Memory-OS) [](https://glama.ai/mcp/servers/yamantaka520/Agent-Memory-OS) 🐍 🏠 🍎 🪟 🐧 - Local-first memory engine for AI-agent teams: private/team/project ACL (a hard gate before ranking), associative recall, and federated sync where revocation propagates across nodes. SQLite + FTS5, no LLM required; MCP server + web console included. `pip install 'agent-memory-os[mcp]'`
|
||||
- [ohad6k/emulo](https://github.com/ohad6k/emulo) [](https://glama.ai/mcp/servers/ohad6k/emulo) 🐍 🏠 - Loads your personal profile, mined from your local Claude Code/Codex/OpenCode logs, so your agent works like you instead of a cold start. One tool, `load_emulo_profile`. Run with `uvx emulo mcp`.
|
||||
- [ctxfile/ctxfile](https://github.com/ctxfile/ctxfile) [](https://glama.ai/mcp/servers/ctxfile/ctxfile) 📇 🏠 🍎 🪟 🐧 - Local-first MCP server that snapshots your project's working state — files, git, plan, and decisions — 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`
|
||||
|
||||
### ⚖️ <a name="legal"></a>Legal
|
||||
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
|
||||
@@ -2371,6 +2425,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
|
||||
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) 📇 ☁️ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
|
||||
- [atomno-labs/mcp-sudact](https://github.com/atomno-labs/mcp-sudact) [](https://glama.ai/mcp/servers/atomno-labs/mcp-sudact) 🐍☁️ - Russian court practice (Sudact): case search by article, court, instance and dates; full decision text.
|
||||
- [atomno-mcp/mcp-fssp](https://github.com/atomno-mcp/mcp-fssp) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fssp) 🐍☁️ - FSSP enforcement proceedings lookup for Russian debtors and compliance checks.
|
||||
- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from the official source (mevzuat.gov.tr): current article text by law and article number, with verification links. Install: `uvx turk-hukuku-mevzuat-mcp`.
|
||||
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
|
||||
- [cm2489/oravan](https://github.com/cm2489/oravan) [](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill decodes (bilingual EN/ES), representative lookup by ZIP with district-office phone numbers, and what’s-moving urgency ranking. Read-only, keyless, no accounts. Remote server at oravan.org/api/mcp/mcp, listed in the MCP registry as org.oravan/mcp.
|
||||
- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) 📇 ☁️ - EU legal research with verifiable CELEX citations from the EUR-Lex corpus (DE/EN/FR). Semantic search, knowledge reports and application-date timelines for GDPR, AI Act, NIS2, DORA and more. Remote server at conformi.eu/api/mcp, listed in the MCP registry as eu.conformi/conformi-search.
|
||||
@@ -2379,6 +2434,7 @@ 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) 📇 ☁️ - 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) 📇 ☁️ - 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) 📇 ☁️ - EU legal research over EUR-Lex — 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`.
|
||||
- [lmaniraruta/license-verify-mcp](https://github.com/lmaniraruta/license-verify-mcp) [](https://glama.ai/mcp/servers/lmaniraruta/license-verify-mcp) 📇 ☁️ - 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.
|
||||
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) 🐍 ☁️ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) — 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.
|
||||
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](https://glama.ai/mcp/servers/open-agreements/open-agreements) 📇 🏠 ☁️ 🍎 🐧 🪟 - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
|
||||
- [Pactlio-ai/pactlio-mcp](https://github.com/Pactlio-ai/pactlio-mcp) [](https://glama.ai/mcp/servers/Pactlio-ai/pactlio-mcp) 📇 ☁️ - Contract tools for AI agents: statute-cited requirements per contract type × US state/country, non-compete enforceability for all 50 states + DC, intake schemas, async multi-agent contract drafting with free previews, and contract risk analysis. Anonymous remote server at www.pactlio.com/api/mcp, listed as a [hosted connector on Glama](https://glama.ai/mcp/connectors/com.pactlio/contracts).
|
||||
@@ -2401,6 +2457,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
|
||||
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
|
||||
- [discava/mcp-server](https://github.com/discava/mcp-server) 📇 ☁️ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [](https://glama.ai/mcp/servers/discava/mcp-server)
|
||||
- [Flightmussy/castlemap-mcp](https://github.com/Flightmussy/castlemap-mcp) [](https://glama.ai/mcp/servers/Flightmussy/castlemap-mcp) 📇 ☁️ 🏠 - Query 2,400 castles, fortresses and palaces across 131 countries (coordinates, founding dates, fame ranking, Wikipedia summaries) from the open CC0 Castlemap dataset built on Wikidata. Hosted endpoint needs no API key; the zero-dependency server can also be self-hosted.
|
||||
- [Vortx-AI/emem](https://github.com/Vortx-AI/emem) [](https://glama.ai/mcp/servers/Vortx-AI/emem) 🦀 ☁️ - Earth memory MCP server that gives AI agents signed geospatial facts and cite-able receipts for place-based questions. Covers elevation, land cover, surface water, vegetation, and built-up context. Public endpoint at `https://emem.dev/mcp`.
|
||||
- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) 📇 ☁️ - US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`.
|
||||
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) 📇 🏠 🍎 🪟 🐧 - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools.
|
||||
- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations. Docker image available.
|
||||
@@ -2441,6 +2498,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Turns your AI host into a product videographer: scripted screen recordings of your own web app with a visible gliding cursor, camera zooms, highlight callouts, captions, and designed scene transitions, plus marketing-grade screenshots; deterministic dark-frame cleanup and MP4/GIF export. Free and fully local. `npx -y @aioproductoscom/mcp-studio`
|
||||
- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) 🐍 ☁️ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`.
|
||||
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - 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.
|
||||
- [Agent-Prod/muze-mcp](https://github.com/Agent-Prod/muze-mcp) [](https://glama.ai/mcp/servers/Agent-Prod/muze-mcp) 🎖️ 🐍 ☁️ - 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
|
||||
- [atomno-mcp/mcp-erid](https://github.com/atomno-mcp/mcp-erid) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-erid) 🐍 ☁️ - MCP-проверка маркировки интернет-рекламы (erid/ЕРИР): валидация токена, аудит страницы на соответствие 38-ФЗ. Волна 1, роль «читалки», ответственность не на нас
|
||||
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) 📇 ☁️ - 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) 📇 🏠 - Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
|
||||
@@ -2460,6 +2518,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
|
||||
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
|
||||
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) 📇 ☁️ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
|
||||
- [hermoso-ai/hermoso](https://github.com/hermoso-ai/hermoso) [](https://glama.ai/mcp/servers/hermoso-ai/hermoso) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - AI ad studio for agents: generate finished video, image, and UGC avatar ads for any brand (script, voiceover, music, brand end card), and research competitor ads across the Meta, Google, and LinkedIn ad libraries plus TikTok/Instagram/YouTube organic. 52 tools. Install: `npx -y hermoso mcp`, or connect to the hosted endpoint at `app.hermoso.ai/mcp`. Free signup grant, no card.
|
||||
- [sarefe12-sudo/visibilityradar-mcp](https://github.com/sarefe12-sudo/visibilityradar-mcp) [](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp) 📇 ☁️ 🍎 🪟 🐧 - Analyze how AI models (Claude, GPT-4o, Gemini, Perplexity, Grok, DeepSeek) see your brand. Returns AI Visibility Score, per-model breakdowns, sentiment analysis, competitor comparison, and top recommendations. Results saved to dashboard automatically. `npx visibilityradar-mcp`
|
||||
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) 🐍 ☁️ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
|
||||
- [dkships/substack-publisher-mcp](https://github.com/dkships/substack-publisher-mcp) [](https://glama.ai/mcp/servers/dkships/substack-publisher-mcp) 📇 ☁️ - Read-only access to posts, engagement stats, subscriber counts, and subscriber lookup through Substack's official Publisher API. Supports multiple publications.
|
||||
@@ -2479,6 +2538,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [maxaeo/maxaeo-ai-visibility-mcp](https://github.com/maxaeo/maxaeo-ai-visibility-mcp) [](https://glama.ai/mcp/servers/maxaeo/maxaeo-ai-visibility-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, Codex, Cursor, and other agents. Checks AI crawler access, robots, sitemap, canonical, metadata, noindex, and JSON-LD; returns local-only and technical foundation scores, top issues, and action plans. Install: `npx -y maxaeo-ai-visibility-mcp`.
|
||||
- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [](https://glama.ai/mcp/servers/MendleM/pipepost) 📇 🏠 - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow — all as local stdio, no cloud relay.
|
||||
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - 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) 📇 🏠 - 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) 📇 ☁️ - 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).
|
||||
- [PascaleBeier/hitkeep](https://github.com/PascaleBeier/hitkeep) [](https://glama.ai/mcp/servers/PascaleBeier/hitkeep) 🏎️ ☁️ 🏠 - 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) 🐍 🏠 - 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`.
|
||||
@@ -2505,6 +2565,8 @@ Tools for creating and editing marketing content, working with web meta data, pr
|
||||
- [OrbiAds/Orbiads-GAM-MCP](https://github.com/OrbiAds/Orbiads-GAM-MCP) [](https://glama.ai/mcp/servers/OrbiAds/Orbiads-GAM-MCP) 🐍 ☁️ - Hosted Google Ad Manager MCP server for Claude, ChatGPT, Gemini, and Codex. 200+ tools across campaign management, line items, creatives (image/video/HTML5/native), interactive reporting, inventory exploration, and ad-ops compliance audits. OAuth on-behalf-of-user, GAM API v202602. Free trial at [orbiads.com](https://orbiads.com) — 5 credits, no credit card.
|
||||
- [Natden444/pickanagency-mcp](https://github.com/Natden444/pickanagency-mcp) [](https://glama.ai/mcp/servers/Natden444/pickanagency-mcp) 📇 ☁️ - Search 47,000+ marketing agencies and get AI-matched with fitted agencies (Get Matched engine), from [Pick an Agency](https://www.pickanagency.com).
|
||||
- [atomno-mcp/mcp-seo-audit](https://github.com/atomno-mcp/mcp-seo-audit) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-seo-audit) 🐍 ☁️ - Technical SEO audit powered by the detail.web engine. `audit_site(url)` returns a 0-100 health score, issues across 8 categories, and a GEO (Generative Engine Optimization) sub-score for visibility in AI search (ChatGPT, Perplexity, Google AI Overviews). Plus validators for robots.txt, sitemap.xml, JSON-LD, and meta tags. Install: `pipx install atomno-mcp-seo-audit`.
|
||||
- [antohins/seo-tools-mcp](https://github.com/antohins/seo-tools-mcp) [](https://glama.ai/mcp/servers/antohins/seo-tools-mcp) 📇 🏠 - Five read-only SEO servers for the Google/Yandex (RU/CIS) market: SERP (XMLStock), Yandex Wordstat, Google Search Console (Search Analytics + URL Inspection), Yandex.Webmaster, and Yandex.Metrica. ~38 tools, multi-account, OAuth with auto-refresh. Install: `npx -y seo-tools-mcp-<server>`.
|
||||
- [AutomateLab-tech/ai-seo-mcp](https://github.com/AutomateLab-tech/ai-seo-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp) 📇 ☁️ 🏠 - AI-SEO / AEO / GEO audit MCP for any public URL. Scores schema.org coverage, robots.txt and llms.txt health, canonical and OpenGraph setup, and AI-citation likelihood; suggests rewrites tuned for Answer Engine and Generative Engine surfaces. No vendor keys, no crawls of private data. Install: `npx -y @automatelab/ai-seo-mcp`.
|
||||
|
||||
### 📊 <a name="monitoring"></a>Monitoring
|
||||
|
||||
@@ -2526,6 +2588,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ – 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) 📇 ☁️ 🏠 - 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) 📇 ☁️ 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 🍎 🪟 🐧 - 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 — without terminal access. Allowlist-gated, append-only audit log. `pip install infra-mcp`.
|
||||
- [firecrawl/firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server) [](https://glama.ai/mcp/servers/firecrawl/firecrawl-mcp-server) 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with website change monitoring — 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) 🐍 ☁️ - 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) 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available.
|
||||
@@ -2533,6 +2596,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [gjenkins20/unofficial-fortimonitor-mcp-server](https://github.com/gjenkins20/unofficial-fortimonitor-mcp-server) [](https://glama.ai/mcp/servers/@gjenkins20/unofficial-forti-monitor-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more.
|
||||
- [gjenkins20/webmin-mcp-server](https://github.com/gjenkins20/webmin-mcp-server) [](https://glama.ai/mcp/servers/@gjenkins20/webmin-mcp-server) 🐍 ☁️ 🍎 🐧 - MCP server for Webmin with 61 tools for Linux system administration: services, users, storage, security, databases, and more.
|
||||
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
|
||||
- [GT-dinuo/server-ops-mcp](https://github.com/GT-dinuo/server-ops-mcp) [](https://glama.ai/mcp/servers/GT-dinuo/server-ops-mcp) 📇 🏠 🍎 🪟 🐧 - Server ops via AI: log troubleshooting, CPU/memory/disk monitoring, code edit, Nginx & certificate management. Local or SSH-remote with two-step confirmation, command whitelist, and secret redaction. Install: `npx -y server-ops-mcp`.
|
||||
- [hugoles/langfuse-mcp](https://github.com/hugoles/langfuse-mcp) [](https://glama.ai/mcp/servers/hugoles/langfuse-mcp) 📇 ☁️ 🏠 - TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with version/label), datasets, dataset items, dataset runs, metrics, models, projects, comments, media, and health. Distributed as `npx -y langfuse-mcp` with provenance-signed releases.
|
||||
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
|
||||
- [iris-eval/mcp-server](https://github.com/iris-eval/mcp-server) [](https://glama.ai/mcp/servers/iris-eval/mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP-native agent evaluation and observability server with trace logging, output quality evaluation, cost tracking, 12 built-in eval rules, real-time dashboard, and PII detection.
|
||||
@@ -2608,12 +2672,14 @@ Provides the ability to handle multimedia, such as audio and video editing, play
|
||||
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
|
||||
- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - 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) 📇 ☁️ - 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) 📇 🏠 🍎 🪟 🐧 - 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.
|
||||
- [runapi-ai/mcp](https://github.com/runapi-ai/mcp) [](https://glama.ai/mcp/servers/runapi-ai/mcp) 📇 ☁️ - Unified AI model API for 130+ models across 18 providers. Browse models, check pricing, create image/video/music/audio tasks, poll results, check balance, and call LLM endpoints. Free catalog tools work without an API key. `npx @runapi.ai/mcp`
|
||||
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) 📇 🏠 🍎 🪟 🐧 - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification.
|
||||
- [korovin-aa97/talkthrough-mcp](https://github.com/korovin-aa97/talkthrough-mcp) [](https://glama.ai/mcp/servers/korovin-aa97/talkthrough-mcp) 🐍 🏠 🍎 🪟 🐧 - Turn narrated screen recordings (or any local video/audio) into agent-ready data: local Whisper transcript, scene keyframes, OCR, full-text search, and wall-clock anchoring that maps spoken remarks to real timestamps for log correlation. No cloud, no LLM inside. `uvx talkthrough-mcp`.
|
||||
- [legolev/mediamcp](https://github.com/legolev/mediamcp) [](https://glama.ai/mcp/servers/legolev/mediamcp) 📇 ☁️ 🍎 🪟 🐧 - Image generation and editing plus video generation (Veo, Sora, Seedance) via OpenRouter or any OpenAI-compatible API. Saves files to disk with token-cheap inline previews, resumable video jobs, live model listing, and a config-diagnostics tool. `npx -y mediamcp`.
|
||||
- [Lulu-The-Narwhal/dali-mcp](https://github.com/Lulu-The-Narwhal/dali-mcp) [](https://glama.ai/mcp/servers/Lulu-The-Narwhal/dali-mcp) 🐍 ☁️ - 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) 📇 ☁️ 🍎 🪟 🐧 - 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) 🎖️ ☁️ - 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).
|
||||
- [manovagyanik1/clipy-mcp](https://github.com/manovagyanik1/clipy-mcp) [](https://glama.ai/mcp/servers/manovagyanik1/clipy-mcp) 📇 ☁️ 🍎 🪟 🐧 - 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) 📇 ☁️ 🍎 🪟 🐧 - 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) 📇 🏠 🍎 🪟 🐧 - 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.
|
||||
@@ -2805,6 +2871,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [wd041216-bit/free-web-search-ultimate](https://github.com/wd041216-bit/free-web-search-ultimate) 🐍 🏠 [](https://glama.ai/mcp/servers/wd041216-bit/free-web-search-ultimate) - Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information before answering factual questions. Supports 10+ search engines (DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit) and deep page browsing. No API key required.
|
||||
- [gemy411/multi-research-agents](https://github.com/gemy411/multi-agents-research) ☁️ - a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any general case.
|
||||
- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [](https://glama.ai/mcp/servers/giskard09/giskard-search) 🐍 🏠 - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments — no API keys required. Self-hosted with phoenixd.
|
||||
- [githunt-agent/githunt-mcp](https://github.com/githunt-agent/githunt-mcp) [](https://glama.ai/mcp/servers/githunt-agent/githunt-mcp) 📇 ☁️ - Search, rank, and analyze GitHub developers for tech recruiting. Location/role/skill search over millions of ranked profiles with AI scoring and contact discovery. Install via `npx githunt-mcp` or use the hosted server at `https://mcp.githunt.ai/mcp`.
|
||||
- [goesByhc/cn-scraper-mcp](https://github.com/goesByhc/cn-scraper-mcp) [](https://glama.ai/mcp/servers/goesByhc/cn-scraper-mcp) 🐍 🏠 - MCP server that lets AI agents search and extract data from major Chinese internet platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, ZSXQ, Douban, and Dianping, with local-first cookie storage and CDP-assisted login.
|
||||
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
|
||||
- [goofrey/zoom-search](https://github.com/goofrey/zoom-search) [](https://glama.ai/mcp/servers/goofrey/zoom-search) 🐍 ☁️ 🏠 - MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.
|
||||
@@ -2880,6 +2947,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [](https://glama.ai/mcp/servers/@rubenayla/partle) 🐍 ☁️ - Search products and stores in nearby physical stores. Find what you need locally instead of waiting for delivery. Remote MCP server (Streamable HTTP, no API key required).
|
||||
- [sascharo/gxtract](https://github.com/sascharo/gxtract) 🐍 ☁️ 🪟 🐧 🍎 - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
|
||||
- [bartonguestier1725-collab/scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp) [](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Multi-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and community blogs (Dev.to, Hashnode, Qiita, Zenn). Parallel fetch with structured JSON output. `npx -y scout-cli`.
|
||||
- [chefcohen/corroborate-mcp](https://github.com/chefcohen/corroborate-mcp) [](https://glama.ai/mcp/servers/chefcohen/corroborate-mcp) 📇 🏠 - Tells AI agents how independently a claim is being reported: syndication-aware source counting (a wire story reprinted by 40 outlets counts as one origin), 0-1 confidence scores, and published error rates in-repo. Measures corroboration, not truth — no stance detection. Keyless, no accounts. Install: `npx -y corroborate-mcp`.
|
||||
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
|
||||
- [scraperapi/scraperapi-mcp](https://github.com/scraperapi/scraperapi-mcp) [](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp) 🐍 ☁️ - MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support.
|
||||
- [scrapercity/scrapercity-cli](https://github.com/scrapercity/scrapercity-cli) [](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli) 📇 ☁️ - B2B lead generation with 20+ tools including Apollo, Google Maps, email finder, email validator, mobile finder, skip trace, and ecommerce store data.
|
||||
@@ -2925,10 +2993,14 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) — full-text PDF search with Apple Vision OCR across thousands of documents in under a second. Advanced filters (date, category, sender, amount), wildcards, boolean operators.
|
||||
- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation (the hosted docs MCP): `search_docs` returns the most relevant doc sections with deep links, `get_doc` fetches a full page. Hosted endpoint `https://stitchapi.dev/api/mcp`, no auth.
|
||||
- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research for MCP agents: search (SearXNG, with DuckDuckGo fallback), crawl, dense+BM25 rerank, and dedupe into a source-grounded, cited prompt. Local ONNX embeddings by default, or bring an OpenAI-compatible embedding API.
|
||||
- [Darko893/haunt-mcp-server](https://github.com/Darko893/haunt-mcp-server) [](https://glama.ai/mcp/servers/Darko893/haunt-mcp-server) 📇 ☁️ - [Haunt](https://hauntapi.com/?utm_source=awesome-mcp-servers&utm_medium=listing&utm_campaign=sweep-2026-07) web extraction for AI agents: structured JSON or clean Markdown from permitted public pages, including Cloudflare-protected ones, with honest blocked/login/captcha errors instead of fabricated data
|
||||
|
||||
### 🔒 <a name="security"></a>Security
|
||||
|
||||
- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - 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) 📇 ☁️ - 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`
|
||||
- [moxno/privacyscrubber-mcp](https://github.com/moxno/privacyscrubber-mcp) [](https://glama.ai/mcp/servers/moxno/privacyscrubber-mcp) 📇 🏠 - Zero-trust local PII and secrets masking server for Cursor, Windsurf, and Claude Desktop. `npx pii-masking-run`
|
||||
- [askalf/truecopy](https://github.com/askalf/truecopy) [](https://glama.ai/mcp/servers/askalf/truecopy) 📇 🏠 🍎 🪟 🐧 - Supply-chain gate for agent skills and MCP servers — scans tool definitions for poisoned instructions, pins vetted servers by content hash in a committed lock, and verifies drift in CI; the bundled truecopy-mcp proxy exposes only pinned, unmodified tools from a live server.
|
||||
- [RoscoNL/intodns-mcp-server](https://github.com/RoscoNL/intodns-mcp-server) [](https://glama.ai/mcp/servers/RoscoNL/intodns-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Free DNS and email security scanner for AI assistants. DNS, SPF, DKIM, DMARC, DNSSEC, MTA-STS, BIMI, TLS/STARTTLS, FCrDNS, CAA, TLSA/DANE, blacklist and full-deliverability checks, plus security-header/CSP analysis and bookmarkable report snapshots, via the IntoDNS.ai API. No signup or API key. `npx intodns-mcp`
|
||||
- [astafford8488/agentaegis-mcp](https://github.com/astafford8488/agentaegis-mcp) [](https://glama.ai/mcp/servers/astafford8488/agentaegis-mcp) 📇 ☁️ - Security & trust layer for AI agents. Scan an MCP server or skill *before* you install it (`scan_mcp_plugin`, `scan_skill`) — flags exfiltration, prompt-injection sinks, dangerous capabilities, install hooks and obfuscation → PROCEED/CAUTION/BLOCK. Plus `vet_endpoint` (endpoint safety verdict before an agent calls or pays it) and 25 more tools: vuln scans, threat intel, compliance (SOC 2/ISO 27001/HIPAA), code security (SAST/secret/dependency), identity — 28 total. Per-call billing via API key or x402 USDC on Base; free discovery tier.
|
||||
- [hernaninverso/eleion-scanner-mcp](https://github.com/hernaninverso/eleion-scanner-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleion-scanner-mcp) 📇 ☁️ - Register/verify your domains, queue security scans (headers, TLS, DNS, ports, CVEs + AI-specific checks) and read findings, for AI agents. Install with `npx -y eleion-scanner-mcp`.
|
||||
@@ -2940,6 +3012,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [srinivasan-sundaresan95/orihime](https://github.com/srinivasan-sundaresan95/orihime) [](https://glama.ai/mcp/servers/srinivasan-sundaresan95/orihime) 🐍 🏠 🍎 🪟 🐧 - Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source into embedded KuzuDB via tree-sitter; 30+ tools for call-flow tracing, multi-hop taint analysis (OWASP/CWE/PCI/STIG reports), entry-point reachability filtering, performance hotspot detection, and license compliance — without reading source files. 95% fewer tokens vs source-reading baseline. `pip install orihime`
|
||||
- [alexar76/aimarket-mcp](https://github.com/alexar76/aimarket-mcp) [](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) 🎖️ 🐍 🏠 ☁️ - **SSRF-hardened web gateway MCP** — `web_fetch`, `web_search`, `metis_verify`; one audited security core for Metis, ARGUS, and the ecosystem. stdio + optional HTTP · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) · Registry `io.github.alexar76/aimarket-mcp`.
|
||||
- [alexar76/aimarket-oracle-gateway](https://github.com/alexar76/aimarket-oracle-gateway) [](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway) 📇 ☁️ 🏠 🍎 🪟 🐧 - **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 · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway).
|
||||
- [alexar76/argus](https://github.com/alexar76/argus) [](https://glama.ai/mcp/servers/alexar76/argus) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - **ARGUS-3 as a stdio MCP server** (`argus mcp` → `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` · [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) 🐍 📇 ☁️ 🏠 🍎 🪟 🐧 - 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/).
|
||||
- [teodorofodocrispin-cmyk/trustboost-pii-sanitizer](https://github.com/teodorofodocrispin-cmyk/trustboost-api) [](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) 🐍 ☁️ - 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) 📇 ☁️ - 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.
|
||||
@@ -3041,6 +3114,7 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
|
||||
- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) 📇 🏠 - Administer Keycloak through its Admin REST API — users, roles, clients, groups, identity providers, federation and events. Safe by default: read-only mode, realm allow-list, and confirmation for destructive actions. `npx -y mcp-keycloak-admin`
|
||||
- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) 📇 🏠 🍎 🪟 🐧 - Security scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain risks before you install. Four tools: scan npm packages, scan local directories, check prompt injection, and audit supply chain trust score. `npx @muhannad-hash/mcp-shield`
|
||||
- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [](https://glama.ai/mcp/servers/rob925/mcp-shield) 🐍 🏠 🍎 🪟 🐧 - Static security scanner and MCP server for MCP servers and AI agent tools. Detects secrets, shell execution, risky tool descriptions, environment access, and prompt-injection phrases. `mcp-shield-server`
|
||||
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
|
||||
- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.
|
||||
- [OrygnsCode/opa-mcp-server](https://github.com/OrygnsCode/opa-mcp-server) [](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Open Policy Agent (OPA) and Rego policy toolkit. 32 tools spanning authoring (format, lint, check, deps), evaluation (eval, test, bench, coverage), and OPA REST control (policies, data, decisions, compile). Wraps the OPA CLI and the [Regal](https://github.com/StyraInc/regal) linter, with AI-assisted helpers for explaining decisions, generating test skeletons, and suggesting fixes.
|
||||
@@ -3114,6 +3188,13 @@ Tools for conducting research, surveys, interviews, and data collection.
|
||||
- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [](https://glama.ai/mcp/servers/yessGlory17/job-verify) 🐍 ☁️ 🍎 🪟 🐧 - Check whether a recruiter or job offer is a scam before you reply. Extracts entities (company, links, email, phone, wallets) from a pasted message and cross-checks company registration, domain age, look-alike/typosquat domains, phishing & malware blocklists, email deliverability, crypto-scam databases, and Internet Archive history — free OSINT, no API keys.
|
||||
- [shieldly-io/mcp](https://github.com/shieldly-io/mcp) [](https://glama.ai/mcp/servers/shieldly-io/mcp) 🎖️ 📇 ☁️ - Official [Shieldly](https://www.shieldly.io) MCP server: `analyze_iam_policy` and `analyze_cloudformation_template` tools flag AWS IAM privilege-escalation paths, wildcards, and over-permissive access. Free demo mode, no signup or API key needed. `npx -y @shieldly/mcp`.
|
||||
- [OksigeniaSL/checker-mcp](https://github.com/OksigeniaSL/checker-mcp) [](https://glama.ai/mcp/servers/OksigeniaSL/checker-mcp) 📇 🏠 - Domain security & privacy checker: 17 live checks (SPF, DMARC, DKIM, DNSSEC, TLS, CAA, security headers) scored 0-100 with remediation. Local-first, zero telemetry. In the official MCP Registry as `com.oksigenia/checker-mcp`; npm `@oksigenia/checker-mcp`.
|
||||
- [mcpindex-ai/mcp-server-mcpindex](https://github.com/mcpindex-ai/mcp-server-mcpindex) [](https://glama.ai/mcp/servers/mcpindex-ai/mcp-server-mcpindex) 📇 ☁️ 🍎 🪟 🐧 - Find MCP servers by natural-language task and get advisory trust screens (check_tool_trust, assess_server) before you connect. The directory client for mcpindex.ai; advisory, not a safety verdict.
|
||||
- [calllint/calllint](https://github.com/calllint/calllint) [](https://glama.ai/mcp/servers/calllint/calllint) 📇 🏠 - Pre-flight security linter for MCP servers, agent tools, and skills. Scans a config *before* it runs — offline, deterministic, evidence-backed — and returns SAFE / REVIEW / BLOCK / UNKNOWN verdicts without executing the server it judges. CLI (`npx calllint scan`), MCP server (`npx calllint-mcp`), SARIF + CI gate. UNKNOWN is never SAFE.
|
||||
|
||||
- [trustscoreagent/trustscoreagent](https://github.com/trustscoreagent/trustscoreagent) [](https://glama.ai/mcp/servers/trustscoreagent/trustscoreagent) 🎖️ 📇 ☁️ - Check the reputation of an AI microservice or public API *before* calling it, and submit ratings afterward — from a free, open trust registry (no account or API key). Scores combine Bayesian reputation and EigenTrust, strengthened by cryptographically signed service receipts and a Merkle audit trail. Install: `npx -y @trustscoreagent/mcp-server`.
|
||||
|
||||
- [mastyf-ai/mastyf.ai](https://github.com/mastyf-ai/mastyf.ai) [](https://glama.ai/mcp/servers/mastyf-ai/mastyf.ai) 📇 🏠 🍎 🪟 🐧 - 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.
|
||||
|
||||
### 🌐 <a name="social-media"></a>Social Media
|
||||
|
||||
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
|
||||
@@ -3158,6 +3239,7 @@ Integration with social media platforms to allow posting, analytics, and interac
|
||||
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) 📇 ☁️ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
|
||||
- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Official Solnk MCP server — publish and schedule content across 9 platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky) from any MCP client. 11 tools for publishing, drafts, scheduling, media upload, and post analytics. Hosted at mcp.solnk.com with bearer API key auth.
|
||||
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.
|
||||
- [realMNohgee/hermtica](https://github.com/realMNohgee/hermtica) [](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - AI agent social network and marketplace with native MCP server. 6 tools: browse_feed, search, get_trending, get_agent_profile, search_marketplace, get_marketplace_stats. Endpoint: hermtica.com/api/mcp. Free.
|
||||
- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - 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) 📇 ☁️ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools — `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) 📇 ☁️ - 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.
|
||||
@@ -3170,6 +3252,7 @@ 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) 📇 ☁️ 🍎 🪟 🐧 - Comprehensive astrology MCP exposing every endpoint of the AstroWay Calculation API — 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) 📇 🏠 🍎 🪟 🐧 - Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads.
|
||||
- [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - 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) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, 30+ festivals, tarabalam & chandrabalam good-day finder, gochara transits and a deterministic daily rasi phalalu — Swiss Ephemeris precision, every rule pinned against reference almanacs, by [AstroChaganti](https://panchangam.astrochaganti.com). `uvx mcp-server-panchangam`.
|
||||
|
||||
### 🏃 <a name="sports"></a>Sports
|
||||
|
||||
@@ -3191,6 +3274,7 @@ Tools for accessing sports-related data, results, and statistics.
|
||||
- [khaoss85/arvo-mcp](https://github.com/khaoss85/arvo-mcp) 📇 ☁️ - AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop.
|
||||
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) 🐍 🏠 - 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) 📇 🏠 🍎 🪟 🐧 - 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) 📇 ☁️ 🍎 🪟 🐧 - Real-time tennis for ATP, WTA, Challenger and ITF — 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`
|
||||
- [lumifyai/lumify](https://github.com/lumifyai/lumify) [](https://glama.ai/mcp/servers/lumifyai/lumify) 📇 ☁️ - Agent-ready sports intelligence: schedules, live scores, odds, betting splits, and explainable bet confidence via hosted MCP (`https://lumify.ai/mcp`) or `npx -y @lumifyai/mcp`. Free instant key, no signup.
|
||||
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
|
||||
- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) 📇 ☁️ - MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis.
|
||||
@@ -3261,12 +3345,15 @@ Access to travel and transportation information. Enables querying schedules, rou
|
||||
- [campertunity/mcp-server](https://github.com/campertunity/mcp-server) 🎖️ 📇 🏠 - Search campgrounds around the world on campertunity, check availability, and provide booking links
|
||||
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
|
||||
- [Flightmussy/sunshine-atlas-mcp](https://github.com/Flightmussy/sunshine-atlas-mcp) [](https://glama.ai/mcp/servers/Flightmussy/sunshine-atlas-mcp) 📇 ☁️ - Where is it sunny? Monthly 0–100 Sunshine Scores, day/night temperatures, rainfall and sea temperature for 3,833 destinations that all have their own airport — 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) 📇 ☁️ - World train-route atlas for AI assistants — 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) 📇 ☁️ - 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.
|
||||
- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) 📇 ☁️ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers.
|
||||
- [gregoriofraile/gasolineras-mcp](https://github.com/gregoriofraile/gasolineras-mcp) [](https://glama.ai/mcp/servers/gregoriofraile/gasolineras-mcp) 🐍 ☁️ - Fuel prices at every gas station in Spain, from the Spanish government's open data API. Find a municipality and get its stations sorted by price. No API key, no state, no telemetry.
|
||||
- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) 📇 ☁️ 🎖️ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP · Ed25519/JWKS) stay offer, read live availability and pricing, and book directly at 0% commission. Live endpoint: https://www.hemmabo.com/mcp
|
||||
- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) 📇 ☁️ - Live Japan seasonal travel — cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily.
|
||||
- [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) 🐍 🏠 - Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry).
|
||||
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) 📇 ☁️ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
|
||||
- [isabellaliebgott/mcp-esim](https://github.com/isabellaliebgott/mcp-esim) [](https://glama.ai/mcp/servers/isabellaliebgott/mcp-esim) 📇 ☁️ - Travel eSIMs for 193 countries. Stripe + Bitcoin checkout. QR by email in 30s. No API key. Install: `npx -y @worldcitisim/mcp-esim`.
|
||||
- [johnanleitner1-Coder/lastminutedeals-api](https://github.com/johnanleitner1-Coder/lastminutedeals-api) [](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api) 🐍 ☁️ - Real-time last-minute tour and activity booking. 8,000+ live slots from 29 suppliers across 16 countries via OCTO open standard. Search availability, create Stripe checkouts, and track bookings.
|
||||
- [jordantete/verychic-mcp](https://github.com/jordantete/verychic-mcp) [](https://glama.ai/mcp/servers/jordantete/verychic-mcp) 🐍 🏠 - Read-only, anonymous access to VeryChic flash-sale hotel deals — search and filter offers and read availability and prices by date. No account or API key; runs via `uvx`.
|
||||
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
|
||||
@@ -3283,6 +3370,7 @@ Access to travel and transportation information. Enables querying schedules, rou
|
||||
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
|
||||
- [roamzy-io/mcp-server](https://github.com/roamzy-io/mcp-server) [](https://glama.ai/mcp/servers/roamzy-io/mcp-server) 🎖️ 📇 ☁️ - Buy and manage a global eSIM through chat. One eSIM for 192 countries, per-MB billing in USDT/USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required. [npm](https://www.npmjs.com/package/@roamzy/mcp-server)
|
||||
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) 📇 ☁️ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
|
||||
- [snenenenenenene/transita-mcp-server](https://github.com/snenenenenenene/transita-mcp-server) [](https://glama.ai/mcp/servers/snenenenenenene/transita-mcp-server) 📇 ☁️ 🏠 - Visa eligibility matching across 102 immigration pathways in 15 countries. Scores a profile (citizenship, education, work history, income, goal) against official government criteria — points thresholds, salary floors, language requirements — and returns ranked matches with processing times, fees, PR timelines and links to the official source. Also compares pathways side-by-side and reports live intake status for round-based programmes (Express Entry, Australia SkillSelect). Remote endpoint https://transita.app/api/mcp, no key required, or `npx @transita/mcp-server`.
|
||||
- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) 📇 ☁️ - 17 freight calculation and reference tools — ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server.
|
||||
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) 🐍 ☁️ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
|
||||
- [street1983nk/infranode](https://github.com/street1983nk/infranode) [](https://glama.ai/mcp/servers/street1983nk/infranode) 🐍 ☁️ - Keyless remote MCP server for German public infrastructure open data: weather, air quality, traffic, public transit, parking and roadworks across 84+ German cities (DWD, Umweltbundesamt, Mobilithek, GovData). 38 read-only tools.
|
||||
@@ -3365,6 +3453,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [](https://glama.ai/mcp/servers/sunsiyuan/human-survey) 📇 ☁️ 🍎 🪟 🐧 - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks.
|
||||
- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) 📇 ☁️ 🏠 - Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2
|
||||
- [ilia-sokolov/OfficeAgent.NET](https://github.com/ilia-sokolov/OfficeAgent.NET) [](https://glama.ai/mcp/servers/ilia-sokolov/OfficeAgent.NET) #️⃣ 🎖️ 🏠 ☁️ 🍎 🪟 🐧 - Let agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document properties - with edits validated and previewed before saving. Built on the Open XML SDK; reads and writes documents in place through filesystem or SharePoint storage without automating Word. Runs over stdio or streamable HTTP.
|
||||
- [JayOfemi/byakugan](https://github.com/JayOfemi/byakugan) [](https://glama.ai/mcp/servers/JayOfemi/byakugan) 📇 🏠 - Private, local AI-text analysis (a detection read, the exact AI-tell spans, a reuse check, and a grammar pass) for the AI you already use.
|
||||
- [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM — manage contacts, interactions, tasks, notes, daily journal, and tags through 42 MCP tools
|
||||
- [n24q02m/better-notion-mcp](https://github.com/n24q02m/better-notion-mcp) [](https://glama.ai/mcp/servers/@n24q02m/better-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - 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) 📇 ☁️ 🍎 🪟 🐧 - Trello for Claude Code: AI-powered task management with 60 MCP tools, visual Kanban board, and intelligent orchestration for product teams and developers.
|
||||
|
||||
Reference in New Issue
Block a user