diff --git a/README.md b/README.md
index 306d2ccaa..b4f42c8d8 100644
--- a/README.md
+++ b/README.md
@@ -74,6 +74,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.
* ๐ - [Aggregators](#aggregators)
+* ๐ค - [Agreements & Coordination](#agreements--coordination)
* ๐จ - [Art & Culture](#art-and-culture)
* ๐ - [Architecture & Design](#architecture-and-design)
* ๐ - [Browser Automation](#browser-automation)
@@ -107,6 +108,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* ๐ - [Monitoring](#monitoring)
* ๐ฅ - [Multimedia Process](#multimedia-process)
* ๐ฅ๏ธ - [OS Automation](#os-automation)
+* ๐๏ธ - [Podcasts](#podcasts)
* ๐ - [Product Management](#product-management)
* ๐ - [Real Estate](#real-estate)
* ๐ฌ - [Research](#research)
@@ -192,6 +194,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) ๐ โ๏ธ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server`
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [](https://glama.ai/mcp/servers/robhunter/agentdeals) ๐ โ๏ธ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev).
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) ๐ ๐ ๐ ๐ชฉ ๐ง - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
+- [Rendeverance/toolfunnel](https://github.com/Rendeverance/toolfunnel) [](https://glama.ai/mcp/servers/Rendeverance/toolfunnel) ๐ ๐ ๐ ๐ช ๐ง - Zero-dependency gateway that funnels multiple MCP servers through one endpoint, with live attach/detach, tool filtering/gating and hiding, hot config reload, and an optional OAuth-protected HTTP transport.
- [sF1nX/x402station](https://github.com/sF1nX/x402station-mcp) [](https://glama.ai/mcp/servers/@sF1nX/x402station-mcp) ๐ โ๏ธ - Preflight by [x402station.io](https://x402station.io) โ infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every `PAYMENT-SIGNATURE` to detect decoys, zombie endpoints, dead services, and price traps. Tools: `preflight` ($0.001), `forensics` ($0.001), `catalog_decoys` ($0.005), `alternatives` ($0.005), `whats_new` ($0.001), `buy_credits` ($0.50 = 1000 prepaid), `watch_subscribe` ($0.01) + free `credits_status`/`watch_status`/`watch_unsubscribe`. Plus free anonymous `preflight-trial` for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: [huggingface.co/datasets/x402station/preflight-dataset-v0_1](https://huggingface.co/datasets/x402station/preflight-dataset-v0_1). `npx -y x402station-mcp`.
- [scotia1973-bot/api-hub](https://github.com/scotia1973-bot/api-hub) [](https://glama.ai/mcp/servers/scotia1973-bot/api-hub) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Memory Vault: 49 MCP tools with persistent agent memory (store/recall/search), plus 45 utility tools (QR codes, crypto prices, weather, DNS, geolocation, passwords, UUIDs, text, finance, code). Free tier + $2.99/mo Pro. Install: `pip install gadgethumans-api-hub-mcp` or `uvx gadgethumans-api-hub-mcp`. Hosted at `api.gadgethumans.com/mcp`.
- [supertrained/rhumb](https://github.com/supertrained/rhumb) [](https://glama.ai/mcp/servers/supertrained/rhumb) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.
@@ -222,6 +225,12 @@ Servers for accessing many apps and tools through a single MCP server.
- [gregario/astronomy-oracle](https://github.com/gregario/astronomy-oracle) [](https://glama.ai/mcp/servers/gregario/astronomy-oracle) ๐ ๐ ๐ ๐ช ๐ง - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. `npx astronomy-oracle`
- [IO-Aerospace-software-community/mcp-server](https://github.com/IO-Aerospace-software-engineering/mcp-server) #๏ธโฃ โ๏ธ/๐ ๐ง - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics โ ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.
+### ๐ค Agreements & Coordination
+
+MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.
+
+- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) ๐ โ๏ธ ๐ - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history.
+
### ๐จ Art & Culture
Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
@@ -263,6 +272,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) ๐ โ๏ธ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) ๐ ๐ ๐ช ๐ - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) ๐ โ๏ธ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
+- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) ๐ โ๏ธ - First-edition identification โ points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles โ plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp ยท Registry: `org.newmexicoliteracyproject/nmlp-mcp`
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #๏ธโฃ โ๏ธ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) ๐ โ๏ธ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [](https://glama.ai/mcp/servers/Pantani/ableton-mind) ๐ ๐ ๐ ๐ช - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.
@@ -279,6 +289,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [shunshi-ai/bazi-reader-mcp](https://github.com/shunshi-ai/bazi-reader-mcp) [](https://glama.ai/mcp/servers/shunshi-ai/bazi-reader-mcp) ๐ ๐ ๐ ๐ช ๐ง - Bazi (Four Pillars / ๅๆฑๆจๅฝ / ์ฌ์ฃผํ์) charting MCP server with true solar time correction and multilingual output (ไธญๆ/EN/ๆฅๆฌ่ช/ํ๊ตญ์ด). `npx shunshi-bazi-mcp`
- [tasopen/mcp-alphabanana](https://github.com/tasopen/mcp-alphabanana) [](https://glama.ai/mcp/servers/@tasopen/mcp-alphabanana) ๐ ๐ ๐ ๐ช ๐ง - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
- [TwelveTake-Studios/reaper-mcp](https://github.com/TwelveTake-Studios/reaper-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
+- [XavierFabregat/spotify-mcp](https://github.com/XavierFabregat/spotify-mcp) [](https://glama.ai/mcp/servers/XavierFabregat/spotify-mcp) ๐ ๐ ๐ ๐ช ๐ง - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. `npx -y @xavifabregat/spotify-mcp`
- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) ๐ โ๏ธ - A MCP server integrating AniList API for anime and manga information
- [yuvalsuede/agent-media](https://github.com/yuvalsuede/agent-media) ๐ โ๏ธ ๐ ๐ช ๐ง - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.
@@ -302,6 +313,7 @@ Design and visualize software architecture, system diagrams, and technical docum
### Biology, Medicine and Bioinformatics
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) ๐ง - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit โ search, download, track, and analyze functional genomics experiments.
- [cafferychen777/ChatSpatial](https://github.com/cafferychen777/ChatSpatial) ๐ ๐ - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
+- [davidmosiah/wellness-cgm-mcp](https://github.com/davidmosiah/wellness-cgm-mcp) [](https://glama.ai/mcp/servers/davidmosiah/wellness-cgm-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) โ โ๏ธ ๐ ๐ช ๐ง- 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) ๐ โ๏ธ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) ๐ โ๏ธ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
@@ -335,6 +347,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [34892002/bilibili-mcp-js](https://github.com/34892002/bilibili-mcp-js) ๐ ๐ - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
- [achiya-automation/safari-mcp](https://github.com/achiya-automation/safari-mcp) [](https://glama.ai/mcp/servers/achiya-automation/safari-mcp) ๐ ๐ ๐ - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead.
+- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) ๐ ๐ - Drive a local Playwright browser through residential proxies with the agent choosing the exit country/city and holding one sticky identity per task. 10 tools: launch, navigate, accessibility snapshot, click, type, content extraction, exit-IP verification, and per-task identity rotation. Free trial, no card.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) ๐ ๐ - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) ๐ โ๏ธ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [](https://glama.ai/mcp/servers/@apireno/domshell) ๐ ๐ - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
@@ -440,11 +453,13 @@ Cloud platform service integration. Enables management and interaction with clou
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - ๐๏ธ๐๏ธโ๏ธ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) ๐ ๐ ๐ ๐ช ๐ง - The most complete Cloudflare MCP โ 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) ๐ ๐ ๐ ๐ช ๐ง - Full Easypanel control from Claude Code and Cursor โ 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) ๐ โ๏ธ - 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.
- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [](https://glama.ai/mcp/servers/Infrawise/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) ๐๏ธ โ๏ธ - Inspect and manage IONOS CLOUD infrastructure via MCP.
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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.
- [jasonwilbur/oci-pricing-mcp](https://github.com/jasonwilbur/oci-pricing-mcp) ๐ โ๏ธ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
+- [john-broadway/proximo](https://github.com/john-broadway/proximo) [](https://glama.ai/mcp/servers/john-broadway/proximo) ๐ ๐ - All four Proxmox surfaces โ VE, Backup Server, Mail Gateway, Datacenter Manager โ plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. `uvx proximo-proxmox`
- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ๐ โ๏ธ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
- [kestra-io/mcp-server-python](https://github.com/kestra-io/mcp-server-python) ๐ โ๏ธ - Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestration platform.
- [Labs64/NetLicensing-MCP](https://github.com/Labs64/NetLicensing-MCP) [](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) ๐๏ธ ๐ โ๏ธ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
@@ -554,6 +569,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [elhamid/llm-council](https://github.com/elhamid/llm-council) ๐ ๐ - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses โ anonymous ranking โ synthesis. Based on Andrej Karpathy's LLM Council concept.
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [](https://glama.ai/mcp/servers/@freema/openclaw-mcp) ๐ โ๏ธ ๐ - MCP server for [OpenClaw](https://github.com/openclaw/openclaw) AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
- [ferrislucas/iterm-mcp](https://github.com/ferrislucas/iterm-mcp) ๐ฅ๏ธ ๐ ๏ธ ๐ฌ - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
+- [foldwork-dev/mcp-injector](https://github.com/foldwork-dev/mcp-injector) [](https://glama.ai/mcp/servers/foldwork-dev/mcp-injector) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [](https://glama.ai/mcp/servers/TT-Wang/forge) ๐ ๐ ๐ ๐ช ๐ง - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) ๐ ๐ - Run any command with `run_command` and `run_script` tools.
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) ๐ฆ ๐ - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
@@ -574,6 +590,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [oraios/serena](https://github.com/oraios/serena) ๐ ๐ - A fully-featured coding agent that relies on symbolic code operations by using language servers.
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) ๐ ๐ - A DeepSeek MCP-like Server for Terminal
- [pdavis68/RepoMapper](https://github.com.mcas.ms/pdavis68/RepoMapper) ๐ง ๐ช ๐ - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
+- [plori-ai/plori](https://github.com/plori-ai/plori) [](https://glama.ai/mcp/servers/plori-ai/plori) ๐๏ธ ๐๏ธ โ๏ธ - Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key.
- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) ๐ ๐ ๐ ๐ช ๐ง - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) ๐ ๐ ๐ ๐ช ๐ง - Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer.
- [religa/multi-mcp](https://github.com/religa/multi_mcp) ๐ ๐ ๐ช ๐ง - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
@@ -595,6 +612,8 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [x51xxx/codex-mcp-tool](https://github.com/x51xxx/codex-mcp-tool) ๐ โ๏ธ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
- [x51xxx/copilot-mcp-server](https://github.com/x51xxx/copilot-mcp-server) ๐ โ๏ธ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
- [eliottreich/taskbounty-mcp-server](https://github.com/eliottreich/taskbounty-mcp-server) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-mcp-server) ๐ โ๏ธ - MCP server for [TaskBounty](https://www.task-bounty.com). AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools.
+- [Yomiracle/trinity-lite](https://github.com/Yomiracle/trinity-lite) [](https://glama.ai/mcp/servers/Yomiracle/trinity-lite) ๐ ๐ - Local-first task bus for CLI-based AI agents. Route work, persist state in SQLite, and let Codex, Claude Code, and other agents collaborate through a shared MCP server.
+
### ๐ฅ๏ธ Command Line
Run commands, capture output and otherwise interact with shells and command line tools.
@@ -602,6 +621,7 @@ Run commands, capture output and otherwise interact with shells and command line
- [capsulerun/bash](https://github.com/capsulerun/bash/tree/main/packages/bash-mcp) [](https://glama.ai/mcp/servers/capsulerun/bash) ๐ ๐ ๐ ๐ช ๐ง - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
- [danmartuszewski/hop](https://github.com/danmartuszewski/hop) ๐๏ธ ๐ฅ๏ธ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
- [faizbawa/mcp-remote-ssh](https://github.com/faizbawa/mcp-remote-ssh) [](https://glama.ai/mcp/servers/faizbawa/mcp-remote-ssh) ๐ ๐ ๐ ๐ช ๐ง - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding โ secrets are fed via stdin (invisible to `ps`) and scrubbed from all tool responses before reaching the LLM. `uvx mcp-remote-ssh`
+- [luisgf/infrabroker](https://github.com/luisgf/infrabroker) [](https://glama.ai/mcp/servers/luisgf/infrabroker) ๐๏ธ ๐ โ๏ธ ๐ ๐ง - SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3.
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [](https://glama.ai/mcp/servers/nvms/tui-mcp) ๐ ๐ ๐ ๐ช ๐ง - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) ๐๏ธ ๐ ๐ ๐ง - Interactive PTY sessions for AI agents โ local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
- [ferodrigop/forge](https://github.com/ferodrigop/forge) [](https://glama.ai/mcp/servers/ferodrigop/forge) ๐ ๐ - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
@@ -693,6 +713,7 @@ Integration with communication platforms for message management and channel oper
- [OrygnsCode/Omnicord](https://github.com/OrygnsCode/Omnicord) [](https://glama.ai/mcp/servers/OrygnsCode/Omnicord) ๐ ๐ ๐ ๐ช ๐ง - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation.
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [](https://glama.ai/mcp/servers/overpod/mcp-telegram) ๐ ๐ ๐ ๐ช ๐ง - Telegram MCP server via MTProto/GramJS โ 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) ๐ โ๏ธ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
+- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [](https://glama.ai/mcp/servers/paigy-ai/mcp) ๐ โ๏ธ - Call, text, or push the user's phone when an agent needs input mid-task โ reply by voice instead of babysitting a long-running or blocked terminal. Works with any MCP client, not just Claude. Install: `npx -y @paigy/mcp@latest`.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [](https://glama.ai/mcp/servers/Pingfyr/mcp) ๐๏ธ ๐ โ๏ธ - The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call.
- [platfone-com/mcp](https://github.com/platfone-com/mcp) [](https://glama.ai/mcp/servers/platfone-com/mcp) ๐ โ๏ธ ๐ - Virtual phone number platform for AI agents โ rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport.
@@ -727,6 +748,7 @@ Integration with communication platforms for message management and channel oper
Tools for building and operating AI conversation agents that hold structured dialogues with end users.
+- [bodyegypt/lobbyvoices-mcp](https://github.com/bodyegypt/lobbyvoices-mcp) [](https://glama.ai/mcp/servers/bodyegypt/lobbyvoices-mcp) ๐๏ธ โ๏ธ - Official remote MCP server for [Lobby](https://lobbyvoices.com/developers), an AI receptionist for small businesses. Seven free no-auth tools: write business phone scripts and IVR menus (English + Mexican Spanish), generate ElevenLabs agent system prompts, calculate missed-call cost, get a hire-a-receptionist verdict, role-play a call against the live receptionist engine, and get a real demo number to call. Typed structured outputs.
- [kiro0x/five-mcp](https://github.com/kiro0x/five-mcp) [](https://glama.ai/mcp/servers/kiro0x/five-mcp) ๐ ๐ - LLM character consistency engine โ generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM.
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) ๐๏ธ ๐ โ๏ธ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).
@@ -788,6 +810,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) ๐ โ๏ธ - Trino MCP Server to query and access data from Trino Clusters.
- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) ๐๏ธ ๐ A โย user-friendly read-only mysql mcp server for cursor and n8n...
- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) ๐ ๐ - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
+- [devopam/MCPg](https://github.com/devopam/MCPg) [](https://glama.ai/mcp/servers/devopam/MCPg) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Production-grade PostgreSQL MCP server with 100+ tools for catalog introspection, AST-validated safe query execution, index tuning, natural-language SQL, pgvector/TimescaleDB/AGE integrations, and HTTP/stdio transports.
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) ๐ ๐ - Airtable database integration with schema inspection, read and write capabilities
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) ๐ โ๏ธ - Nocodb database integration, read and write capabilities
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) ๐ โ๏ธ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
@@ -876,6 +899,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) ๐๏ธ ๐ โ Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) ๐ ๐ โ๏ธ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
- [wklee610/kafka-mcp](https://github.com/wklee610/kafka-mcp)[](https://glama.ai/mcp/servers/wklee610/kafka-mcp) ๐ ๐ โ๏ธ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).
+- [croc100/Litescope](https://github.com/croc100/Litescope) [](https://glama.ai/mcp/servers/croc100/Litescope) ๐๏ธ ๐ โ๏ธ - MCP-first operations toolchain for SQLite, Cloudflare D1, and Turso. Inspect, diff, migrate, monitor, back up, and repair databases over stdio. Read-only by default; writes are opt-in, dry-run first, and auto-snapshot before applying. `npx -y litescope mcp`
### ๐ Data Platforms
@@ -922,7 +946,9 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### ๐ป Developer Tools
+- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) ๐ โ๏ธ - 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) ๐ ๐ ๐ ๐ช ๐ง - 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 โ never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
+- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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) ๐ ๐ ๐ ๐ช ๐ง - Code-intelligence engine that indexes a repo into a persistent knowledge graph โ 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`
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) ๐ ๐ - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
@@ -940,6 +966,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) ๐ ๐ ๐ ๐ช ๐ง - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store โ so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
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) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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.
- [mithun4elp/briefkit-mcp-server](https://github.com/mithun4elp/briefkit-mcp-server) [](https://glama.ai/mcp/servers/mithun4elp/briefkit-mcp-server) ๐ ๐ - Generate engineer-grade SaaS specifications โ design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.
- [magna-nz/aspnetcore-debugger-mcp](https://github.com/magna-nz/aspnetcore-debugger-mcp) [](https://glama.ai/mcp/servers/magna-nz/aspnetcore-debugger-mcp) #๏ธโฃ ๐ ๐๐ช๐ง - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing.
@@ -957,6 +984,7 @@ Tools and integrations that enhance the development workflow and environment man
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) ๐ โ๏ธ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
- [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
- [Jott2121/agent-gate](https://github.com/Jott2121/agent-gate) [](https://glama.ai/mcp/servers/Jott2121/agent-gate) ๐ ๐ ๐ ๐ช ๐ง - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`.
+- [aos-standard/mcp-blast-radius](https://github.com/aos-standard/mcp-blast-radius) [](https://glama.ai/mcp/servers/aos-standard/mcp-blast-radius) ๐ ๐ - MCP Blast-Radius Auditor โ static blast radius extraction and AOS `manifest.json` divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (`mcp-blast-radius`) plus CI blocking gate (`mcp-blast-radius-gate`). Install: `pip install mcp-blast-radius==0.2.0` ยท [PyPI](https://pypi.org/project/mcp-blast-radius/0.2.0/)
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) ๐ โ๏ธ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [](https://glama.ai/mcp/servers/AI-by-design/primitiv) ๐ ๐ ๐ ๐ช ๐ง - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first โ your code never leaves your machine.
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) ๐ โ๏ธ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
@@ -1316,6 +1344,9 @@ Tools and integrations that enhance the development workflow and environment man
- [ozers/hooksense-mcp](https://github.com/ozers/hooksense-mcp) [](https://glama.ai/mcp/servers/ozers/hooksense-mcp) ๐ โ๏ธ - Webhook & callback layer for AI agents: create a callback URL, then `wait_for_callback` to block until the webhook lands โ signature-verified and decrypted โ instead of polling. Verify HMAC, list/replay callbacks. `npx -y @hooksense/mcp`
- [Eltortilla1/synapse-code-mcp](https://github.com/Eltortilla1/synapse-code-mcp) ๐ ๐ ๐ ๐ช ๐ง - Structural code context server for AI agents โ 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) ๐ฆ ๐ - 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`.
+
+- [SunrisesIllNeverSee/sigrank-mcp](https://github.com/SunrisesIllNeverSee/sigrank-mcp) [](https://glama.ai/mcp/servers/SunrisesIllNeverSee/sigrank-mcp) ๐ ๐ ๐ ๐ช ๐ง - Operator leaderboard measuring users, not models โ ranks AI coding operators by token cascade efficiency (Yield = Cache Reads ร Output / Inputยฒ). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. `npx sigrank`
### ๐ Delivery
@@ -1439,6 +1470,10 @@ MCP servers for e-commerce platforms and online store management.
- [slookisen/lokal](https://github.com/slookisen/lokal) [](https://glama.ai/mcp/servers/slookisen/lokal) ๐ โ๏ธ ๐ ๐ช ๐ง - Search and discover 1,400+ verified local food producers in Norway โ 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) ๐๏ธ ๐ โ๏ธ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.
+### ๐ E-Commerce
+
+- [dearlordylord/voila-sdk](https://github.com/dearlordylord/voila-sdk) [](https://glama.ai/mcp/servers/dearlordylord/voila-sdk) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Personal Voila grocery automation via MCP. Search products, inspect discounts, list delivery slots, read cart and order history, and update cart quantities.
+
### ๐ณ Environment & Nature
Provides access to environmental data and nature-related tools, services and information.
@@ -1488,6 +1523,7 @@ Provides direct access to local file systems with configurable permissions. Enab
### ๐ฐ Finance & Fintech
- [SimonTarara62/capitalcom-mcp-server](https://github.com/SimonTarara62/capitalcom-mcp-server) [](https://glama.ai/mcp/servers/nmcob5apit) ๐ ๐ โ๏ธ - Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview โ confirm โ execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.
+- [forum-labs/payfetch](https://github.com/forum-labs/payfetch) [](https://glama.ai/mcp/servers/forum-labs/payfetch) ๐ ๐ ๐ ๐ช ๐ง - Non-custodial paying-fetch client for agents that pay APIs over HTTP 402 (x402, USDC on Base). The operator sets hard per-call/per-day/per-host spend caps, an approval threshold, and allow/deny lists, with an append-only receipt for every attempt; the agent can't raise its own limits. `npx -y -p @forum-labs/payfetch payfetch-mcp`
- [wkalidev/multichain-mcp](https://github.com/wkalidev/multichain-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server โ 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`
- [InnarM/blank-invoice-maker-mcp](https://github.com/InnarM/blank-invoice-maker-mcp) [](https://glama.ai/mcp/servers/InnarM/blank-invoice-maker-mcp) ๐ ๐ ๐ ๐ช ๐ง - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens [Blank Invoice Maker](https://blankinvoicemaker.com) pre-filled โ 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) ๐ ๐ โ๏ธ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules).
@@ -1840,7 +1876,9 @@ Provides direct access to local file systems with configurable permissions. Enab
px goldbean-mcp\.
- [bevanding/signaldaemon](https://github.com/bevanding/signaldaemon) [](https://glama.ai/mcp/servers/bevanding/signaldaemon) ๐ โ๏ธ - Narrative & signal intelligence for AI agents (crypto/AI/macro): cross-source narrative convergence and capital-vs-narrative divergence. Remote MCP server, self-serve keys, fails safe (says "no coverage" rather than hallucinating).
- [ENTIA-IA/entia-mcp-server](https://github.com/ENTIA-IA/entia-mcp-server) [](https://glama.ai/mcp/servers/ENTIA-IA/entia-mcp-server) ๐๏ธ ๐ โ๏ธ - Verified business-identity intelligence for AI agents & MCP clients โ company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier. `npx mcp-remote https://mcp.entia.systems/mcp`
+- [viniciuslazzari/bolsai-mcp](https://github.com/viniciuslazzari/bolsai-mcp) [](https://glama.ai/mcp/servers/viniciuslazzari/bolsai-mcp) ๐ ๐ ๐ ๐ช ๐ง - Brazilian stock market data (B3, CVM, BCB) for AI assistants โ stock prices, 27+ fundamentals, dividends, FIIs, and macro indicators (Selic, IPCA, CDI). Install: `pip install bolsai-mcp` or `uvx bolsai-mcp`.
+- [sebastienrousseau/camt053-mcp](https://github.com/sebastienrousseau/camt053-mcp) [](https://glama.ai/mcp/servers/sebastienrousseau/camt053-mcp) ๐ ๐ ๐ ๐ช ๐ง - **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`.
### ๐ฎ Gaming
Integration with gaming related data, game engines, and services
@@ -1914,6 +1952,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [soolaugust/0CompactMem](https://github.com/soolaugust/0CompactMem) [](https://glama.ai/mcp/servers/soolaugust/0CompactMem) ๐ ๐ ๐ ๐ช ๐ง - 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`
- [a2cr/a2cr](https://github.com/a2cr/a2cr) [](https://glama.ai/mcp/servers/a2cr/a2cr) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - 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) ๐ ๐ - Local-first long-term memory for terminal AI agents (Claude Code et al.) via Anchored Compacting. Stores blueprints, code anchors (fileโlineโconcept), and distilled lessons in a single JSON under `.zipmem/`, restoring full cross-session project context at near-zero token cost. No DB, no API keys, no embeddings. `npx zipmem-mcp`
- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) ๐ โ๏ธ - Read-only doctrine access for the Agentic AI Blueprint โ the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp`
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) ๐ ๐ โ๏ธ - MCP server for Obsidian vaults โ search, memory, link graph, 23 tools, OAuth-protected.
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) ๐ โ๏ธ - 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
@@ -2076,6 +2115,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [pathrule/mcp](https://github.com/pathrule/mcp) [](https://glama.ai/mcp/servers/pathrule/mcp) ๐ โ๏ธ - AI coding context for Claude Code, Cursor, and Codex. Path-scoped team memories, rules, and skills from Pathrule Web workspaces via OAuth. `https://mcp.pathrule.io/mcp`
- [pi22by7/In-Memoria](https://github.com/pi22by7/In-Memoria) ๐ ๐ฆ ๐ ๐ ๐ง ๐ช - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning. Hybrid TypeScript/Rust implementation with local-first storage using SQLite + SurrealDB for semantic analysis and incremental codebase understanding.
- [penfieldlabs/penfield-mcp](https://github.com/penfieldlabs/penfield-mcp) [](https://glama.ai/mcp/servers/penfieldlabs/penfield-mcp) ๐ โ๏ธ - - ๐ โ๏ธ - Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client.
+- [Perseus-Computing-LLC/perseus-vault](https://github.com/Perseus-Computing-LLC/perseus-vault) [](https://glama.ai/mcp/servers/Perseus-Computing-LLC/perseus-vault) ๐ฆ ๐ ๐ ๐ช ๐ง - Local-first, MCP-native persistent memory for AI agents โ a single Rust binary with embedded SQLite, hybrid FTS5 + dense-vector search, and optional AES-256-GCM encryption. Fully offline, no cloud.
- [peterbeck111/knowledgelib-io](https://github.com/peterbeck111/knowledgelib-io) [](https://glama.ai/mcp/servers/peterbeck111/knowledgelib-io) ๐ โ๏ธ - Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Confidence scores, source provenance, and freshness tracking. Free, no API key required.
- [pfillion42/memviz](https://github.com/pfillion42/memviz) ๐ ๐ ๐ ๐ช ๐ง - Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) SQLite-vec databases. Browse, search, filter, edit memories with dashboard, timeline, UMAP projection, semantic clustering, duplicate detection, and association graph.
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) ๐๏ธ ๐ฆ โ๏ธ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
@@ -2143,6 +2183,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [syndicalt/zaxy](https://github.com/syndicalt/zaxy) [](https://glama.ai/mcp/servers/syndicalt/zaxy) ๐ ๐ ๐ ๐ช ๐ง - Event-sourced agent memory on a hash-chained append-only log with an embedded temporal knowledge graph (Kuzu, no sidecar). Cited Memory Checkout context, salience-based forgetting that attenuates instead of deleting, compaction-recovery hooks for Claude Code, token-budgeted checkout, and review-gated consolidation. 47 MCP tools with an 8-tool core profile default. `pip install zaxy-memory` [Docs](https://docs.zaxy.io)
- [mnemoverse/mcp-memory-server](https://github.com/mnemoverse/mcp-memory-server) [](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server) ๐ โ๏ธ - Hosted memory that learns and forgets โ feedback re-ranks what helps, recall fades by recency, similar memories consolidate. One key across Claude, Cursor, VS Code & ChatGPT.
- [VonderVuflya/Yggdrasil](https://github.com/VonderVuflya/Yggdrasil) [](https://glama.ai/mcp/servers/VonderVuflya/Yggdrasil) ๐ ๐ ๐ ๐ช ๐ง - Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped โ 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) ๐ ๐ - Compressed Knowledge Graphs (pre-structured dependency DAGs) as MCP context โ agents traverse declared edges instead of inferring from text. Open CKG Benchmark (64 domains, 10,838 queries): 3.8ร RAG's F1 at 11ร fewer tokens, ~42ร RDS, 0 fabricated edges by construction. 97 domains, 4 tools, no DB/embeddings. `pip install ckg-mcp`
### โ๏ธ Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
@@ -2152,6 +2193,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) ๐ โ๏ธ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
- [conformi-eu/conformi-search-mcp](https://github.com/conformi-eu/conformi-search-mcp) [](https://glama.ai/mcp/servers/conformi-eu/conformi-search-mcp) ๐ โ๏ธ - 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.
- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) ๐ โ๏ธ - Multi-jurisdictional legal analysis (ISO 31000) for Spanish, Latin American and European law. 11 tools: `analyze`, `draft`, `audit`, `monte_carlo`, `doctrina` (DGT/TEAC), `jurisprudencia` (CENDOJ ~141k + Colombian CC/CSJ/CE ~106k), `opinion`, `redteam`, `cross_border_compare`, `consulta`. Install: `npx -y @nexus-legal/mcp` with API key from https://nexusquantum.legal/developers.
+- [edithatogo/fyi-cli](https://github.com/edithatogo/fyi-cli) [](https://glama.ai/mcp/servers/edithatogo/fyi-cli) ๐ฆ ๐ ๐ช - Multi-jurisdiction Freedom of Information / Official Information request tracker (`fyi-mcp`) for Alaveteli platforms (FYI.org.nz, WhatDoTheyKnow, RightToKnow, and more). Local SQLite storage with tools for requests, authorities, correspondence, offline sync, and health checks. Official MCP Registry: `io.github.edithatogo/fyi-mcp`.
- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [](https://glama.ai/mcp/servers/gavelin-ai/mcp) ๐ โ๏ธ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) ๐ โ๏ธ - An MCP server that provides comprehensive US legislation.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) ๐ โ๏ธ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) โ search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
@@ -2207,6 +2249,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
+- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ - 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) ๐ โ๏ธ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
- [AutomateLab-tech/seo-performance-mcp](https://github.com/AutomateLab-tech/seo-performance-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/seo-performance-mcp) ๐ โ๏ธ - Post-publish SEO performance MCP that unifies Google Search Console, Matomo, GA4, Clarity, and AI-citation signals per URL and emits a verdict (refresh / expand / merge / kill / double_down / hold) per post with reason codes.
@@ -2225,6 +2268,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) ๐ โ๏ธ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) โ an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
- [sarefe12-sudo/visibilityradar-mcp](https://github.com/sarefe12-sudo/visibilityradar-mcp) [](https://glama.ai/mcp/servers/sarefe12-sudo/visibilityradar-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 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) ๐ โ๏ธ - 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) ๐ โ๏ธ - Read-only access to posts, engagement stats, subscriber counts, and subscriber lookup through Substack's official Publisher API. Supports multiple publications.
- [drjerryrelth/ghl-command-feedback](https://github.com/drjerryrelth/ghl-command-feedback) [](https://glama.ai/mcp/servers/drjerryrelth/ghl-command-feedback) ๐ ๐ ๐ ๐ช ๐ง - GoHighLevel (GHL) MCP server. 212 tools across 43 modules including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, goal event builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. Built for agency operators managing many client GHL sub-accounts. Paid, $97 one-time, 30-day refund. Install: `npx -y @elitedcs/ghl-mcp`. Buy: [elitedcs.com/ghl-mcp-server](https://elitedcs.com/ghl-mcp-server).
- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) ๐ โ๏ธ - `@deliveriq/mcp` โ email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`.
- [logly/mureo](https://github.com/logly/mureo) [](https://glama.ai/mcp/servers/logly/mureo) ๐ โ๏ธ ๐ - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md โ not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
@@ -2389,6 +2433,12 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) ๐ ๐ ๐ ๐ช ๐ง - Physical USB HID keyboard/mouse control via a Raspberry Pi Pico 2 running open-source firmware. Exposes move, click, drag, type, key combos, and scroll as MCP tools for any MCP client. Genuine physical HID input on the standard driver path, with a `--mock` mode for hardware-free trials. `pip install clawtouch-mcp`
- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) ๐ ๐ - MCP server for [FreezeText](https://store.juergenkoller.software/en/apps/freezetext) โ OCR anything on your Mac screen. Freeze the screen and extract text via Apple Vision (videos, popups, protected PDFs), OCR a region or base64 image, and manage a searchable capture history. 12 tools.
+### ๐๏ธ Podcasts
+
+Servers for podcast analytics, search, hosting, and discovery.
+
+- [conorbronsdon/op3-mcp](https://github.com/conorbronsdon/op3-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/op3-mcp) ๐ โ๏ธ - Podcast analytics from OP3, the Open Podcast Prefix Project: downloads over time, listener geography, app share, and per-episode breakdowns. Read-only by design.
+
### ๐ Product Management
Tools for product planning, customer feedback analysis, and prioritization.
@@ -2418,6 +2468,7 @@ MCP servers for real estate CRM, property management, and agent workflows.
Tools for conducting research, surveys, interviews, and data collection.
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) ๐ โ๏ธ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
+- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) ๐ โ๏ธ - Independent trust scores, claim audits, and comparisons for AI agents โ queryable by your agent over MCP. Hosted Cloudflare Worker at hlido.eu/mcp (no install). Returns a 0โ100 score, tier verdict, per-claim PASS/FAIL audit, and signed evidence for a reviewed agent. From [Hlido](https://hlido.eu).
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) ๐ โ๏ธ - AI-analyzed startup & product opportunities mined from Reddit, Hacker News, Product Hunt & Stack Exchange. Query pain points, trending themes, and commercial scores (pain intensity, willingness-to-pay, build difficulty). Remote hosted MCP at painspotter.ai โ free tier covers overview + opportunity detail; Pro unlocks search, trending themes & theme-level market signals.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) ๐ โ๏ธ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
- [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) ๐ โ๏ธ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result.
@@ -2430,6 +2481,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
- [musharna/data-aggregator-mcp](https://github.com/musharna/data-aggregator-mcp) [](https://glama.ai/mcp/servers/musharna/data-aggregator-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search and fetch research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model โ DOI deduplication, NCBI-Taxonomy synonym expansion, paperโdata linking, and checksum-verified download. `uvx data-aggregator-mcp`.
- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [](https://glama.ai/mcp/servers/nangman-infra/touch-browser) ๐ฆ ๐ - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP.
+- [OrgMentem/zotio](https://github.com/OrgMentem/zotio) [](https://glama.ai/mcp/servers/OrgMentem/zotio) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Zotero MCP server (`zotio-mcp`) with a capability-tagged tool registry and preview-first, journaled writes (an agent can't silently mutate or delete your library). Reads work keyless against the local Zotero desktop API; writes route to the Web API. Ships an MCPB bundle for one-click Claude Desktop install.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) ๐ โ๏ธ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) ๐ ๐ ๐ ๐ช ๐ง - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
- [tushariitr-19/patents-mcp](https://github.com/tushariitr-19/patents-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - MCP server for patent search and prior art discovery powered by Google Patents public dataset on BigQuery. Tools: search patents, get full patent details with CPC codes and citations, fetch legal claims text. Free to use.
@@ -2625,6 +2677,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [zlatkoc/youtube-summarize](https://github.com/zlatkoc/youtube-summarize) ๐ โ๏ธ - MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) ๐ โ๏ธ - Querying network asset information by ZoomEye MCP Server
- [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) ๐ ๐ - MCP bridge for [PDF Content Search](https://store.juergenkoller.software/en/apps/pdf-content-search) โ 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) ๐ โ๏ธ - 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.
### ๐ Security
@@ -2647,6 +2700,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) ๐ โ๏ธ - Query the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP server before connecting. Exposes `check_trust`, `evaluate_policy`, `list_trusted`, and `recommend` tools. 3,600+ servers audited, free public API.
- [agentgraph-co/agentgraph](https://github.com/agentgraph-co/agentgraph) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) ๐ โ๏ธ ๐ ๐ช ๐ง - Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations (Ed25519/JWS) before interaction.
- [AgentValet/AgentValet](https://github.com/AgentValet/AgentValet) [](https://glama.ai/mcp/servers/AgentValet/AgentValet) ๐ โ๏ธ ๐ - Identity and credential governance broker for MCP servers. Issues scoped, short-lived credentials per agent to stop credential inheritance. Audit log, human approval gates, AIMS-aligned.
+- [AperionAI/shield](https://github.com/AperionAI/shield) [](https://glama.ai/mcp/servers/AperionAI/shield) ๐ฆ ๐ ๐ ๐ช ๐ง - Local guardrail proxy for AI coding agents. Wraps any MCP server (stdio or Streamable HTTP) and blocks destructive tool calls โ DROP TABLE, rm -rf, force-push โ before they execute. MCP supply-chain protection: TOFU tool-catalog pinning against rug pulls, plus tool-description and tool-result scanning for tool poisoning and prompt injection. 51 starter rules, approval gates, audit logging. Single binary, Apache-2.0.
- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [](https://glama.ai/mcp/servers/arian-gogani/nobulex) ๐ ๐ ๐ ๐ช ๐ง - Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get SHA-256 hash-chained tamper-evident audit logs, and verify compliance independently. Cross-agent verification handshake โ no proof, no transaction. MIT licensed, 4,244 tests.
- [9hannahnine-jpg/arc-gate-mcp](https://github.com/9hannahnine-jpg/arc-gate-mcp) [](https://glama.ai/mcp/servers/9hannahnine-jpg/arc-gate-mcp) ๐ - Runtime governance for MCP tool calls. Blocks prompt injection and capability abuse before tool results reach your agent.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) ๐ ๐ ๐ ๐ช ๐ง - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
@@ -2696,6 +2750,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [gbrigandi/mcp-server-thehive](https://github.com/gbrigandi/mcp-server-thehive) ๐ฆ ๐ ๐จ ๐ ๐ช ๐ง - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) ๐ฆ ๐ ๐จ ๐ ๐ช ๐ง - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
- [getaegis/aegis](https://github.com/getaegis/aegis) [](https://glama.ai/mcp/servers/getaegis/aegis) ๐ ๐ ๐ ๐ช ๐ง - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required โ works as a transparent HTTP proxy or MCP server.
+- [Kjopstad-IT/rqwstr](https://github.com/Kjopstad-IT/rqwstr-mcp) [](https://glama.ai/mcp/servers/Kjopstad-IT/rqwstr-mcp) ๐๏ธ ๐ - AI-native HTTP security testing toolkit: 17 tools (send, intruder, race, chain, oob) with low-level control over HTTP/1.1 + HTTP/2 (raw framing, connection pinning).
- [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.
- [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent identity, trust, and audit trail infrastructure. 17 MCP tools: register agents with Ed25519 keypairs, check permissions (sub-5ms), emit tamper-evident audit events, verify trust scores (0-100), delegate credentials, and manage ephemeral agents. IETF Internet-Draft filed (draft-vorim-vaip-00). Works with LangChain, OpenAI, CrewAI, Stripe ACP, and 4 more frameworks. `npx @vorim/mcp-server`.
- [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) ๐ ๐ ๐ง - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.
@@ -2793,6 +2848,8 @@ Tools for conducting research, surveys, interviews, and data collection.
- [WRG-11/wrg-sigma-rules](https://github.com/WRG-11/wrg-sigma-rules) [](https://glama.ai/mcp/servers/WRG-11/wrg-sigma-rules) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana/Wazuh) via 3 MCP tools (`draft_rule`, `validate_rule`, `convert_rule`) backed by a 61-rule production corpus across 11 MITRE ATT&CK tactic categories. Standalone server + Claude Code plugin distribution.
- [BeBraveBeKind/mcpskills-server](https://github.com/BeBraveBeKind/mcpskills-server) [](https://glama.ai/mcp/servers/BeBraveBeKind/mcpskills-server) ๐ ๐ ๐ ๐ช ๐ง - Pre-install trust layer for MCP servers, AI skills, and npm packages. Scores any repo or package across 15 signals (incl. OSV/KEV/EPSS vulnerability intelligence) with safety scanning for prompt injection, credential theft, and supply-chain risk; the `auto_gate` tool returns a go/no-go install decision. Listed in the official MCP Registry as `io.mcpskills/server`. npm: `@mcpskillsio/server`. https://mcpskills.io
- [gautam-u/sieve-mcp](https://github.com/gautam-u/sieve-mcp) [](https://glama.ai/mcp/servers/gautam-u/sieve-mcp) ๐ ๐ - Local AI chat history secret scanner for macOS. Finds API keys and secrets leaked into Claude Code, Cursor, Copilot Chat, Cline, Codex, Gemini CLI, and other AI tool transcripts. 9 MCP tools: findings list with redacted previews, boolean secret detection (`sieve_check_text`), placeholder-only redaction (`sieve_redact_text` returns `sieve://project/key`, never raw values), vault-backed command execution, and scan health. Local-only stdio transport, macOS Keychain vault, no plaintext secrets in any tool response. [Mac App Store](https://apps.apple.com/app/sieve-ai-secret-scanner/id6747506504).
+- [yessGlory17/job-verify](https://github.com/yessGlory17/job-verify) [](https://glama.ai/mcp/servers/yessGlory17/job-verify) ๐ โ๏ธ ๐ ๐ช ๐ง - 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 โ free OSINT, no API keys.
+
### ๐ Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
@@ -2804,6 +2861,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) ๐ ๐ - Turn URLs into viral posts via "remake" command.
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Twitter/X MCP server with 34 tools โ post tweets, search, read timelines, manage engagement, upload media. No API keys needed, uses browser cookies. Pay per call from $0.001 via x402 micropayments.
- [conorbronsdon/substack-mcp](https://github.com/conorbronsdon/substack-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/substack-mcp) ๐ โ๏ธ - MCP server for Substack โ read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts.
+- [davidmosiah/tiktok-agent-publisher](https://github.com/davidmosiah/tiktok-agent-publisher) [](https://glama.ai/mcp/servers/davidmosiah/tiktok-agent-publisher) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Local-first TikTok Content Posting API MCP and CLI for agents, with OAuth readiness checks, dry-run publish flows and live uploads only when explicitly enabled.
- [devag7/linkedin-mcp](https://github.com/devag7/linkedin-mcp) [](https://glama.ai/mcp/servers/devag7/linkedin-mcp) ๐ ๐ - LinkedIn for AI assistants over an authenticated browser session โ profiles, people/job/company search, feed, messaging, and gated writes (connect, message, post, react, comment) returned as structured JSON, with built-in rate limiting. `npx -y linkedin-mcp-tools`.
- [farukkolip/tiktapdown-mcp](https://github.com/farukkolip/tiktapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/tiktapdown-mcp) ๐ ๐ ๐ ๐ช ๐ง - TikTok creator toolkit MCP โ download videos without watermark, get curated 15-hashtag sets across 15 niches with strategy tips, look up best posting times for 12 countries, and generate viral hook formulas across 8 categories. No API keys, no signup, free. Install: `npx -y tiktapdown-mcp`. Companion to [tiktapdown.com](https://tiktapdown.com).
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) ๐ ๐ - An MCP server for interacting with Bluesky via the atproto client.
@@ -2877,6 +2935,7 @@ Tools for managing customer support, IT service management, and helpdesk operati
- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for Zendesk. Read/write tools for tickets, comments, views, macros, users, groups, organizations, and time tracking; optional Help Center knowledge base and Git-Zen GitLab integration.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) ๐๏ธ โ๏ธ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) ๐ โ๏ธ - Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRUD, sprint lifecycle, comments, transitions, user management, and wiki pages.
+- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [](https://glama.ai/mcp/servers/selic/mcp-itglue) ๐ โ๏ธ - MCP server for IT Glue, the MSP documentation platform. Semantic vector search over documentation, document and flexible-asset read/write, role-based access control, and bring-your-own-key support.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐ โ๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) ๐ โ๏ธ ๐ - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.
- [tracegazer/invgate-service-desk-mcp](https://github.com/tracegazer/invgate-service-desk-mcp) [](https://glama.ai/mcp/servers/tracegazer/invgate-service-desk-mcp) ๐ โ๏ธ - MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, users, knowledge base, assets, custom fields, workflows, time tracking), read-only by default with opt-in writes.
@@ -2918,6 +2977,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [cobanov/teslamate-mcp](https://github.com/cobanov/teslamate-mcp) ๐ ๐ - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
- [forgemeshlabs/travel-agent-mcp](https://github.com/forgemeshlabs/travel-agent-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-agent-mcp) ๐ โ๏ธ - Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse disruption and emergency-awareness checks, day trips, weekend getaways, creator experiences, weather-aware planning, mobility options, currency conversion, airport checks, and timing guidance.
- [forgemeshlabs/travel-mcp](https://github.com/forgemeshlabs/travel-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/travel-mcp) ๐ โ๏ธ - Public travel search workflow MCP server for airport lookup, route comparison, timing guidance, and external booking links through generic travel search providers.
+- [HemmaBo-se/hemmabo-mcp-server](https://github.com/HemmaBo-se/hemmabo-mcp-server) [](https://glama.ai/mcp/servers/HemmaBo-se/hemmabo-mcp-server) ๐ โ๏ธ ๐๏ธ - Host-owned, agent-native direct booking for vacation rentals: agents discover a host's own domain, verify a host-domain signed (VRP ยท 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) ๐ โ๏ธ - Live Japan seasonal travel โ 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) ๐ ๐ - Combined TeslaMate analytics + Fleet API commands โ 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) ๐ โ๏ธ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.