The MCP Trust Index.

genetic-mcp

by andrasfe

Enables evolutionary idea generation using genetic algorithms with LLM workers, multi-objective fitness evaluation, and advanced genetic operations.

andrasfe/genetic-mcp

zotero-mcp

by trymybiscottis

Read-only MCP server that lets Claude or any MCP client search and retrieve metadata, notes, full text, citations, and BibTeX from your local Zotero library via its built-in API.

trymybiscottis/zotero-mcp-server

Threat Modeling MCP Server

by awslabs

A comprehensive MCP server for structured threat modeling using STRIDE methodology, with automatic code validation and report generation.

awslabs/threat-modeling-mcp-server

gpt-codex-handoff

by jiashuz123

Enables Codex to delegate decision-making to an OpenAI reviewer for structured next-step recommendations during long-running tasks.

Jiashuz123/gpt-codex-handoff

akhq-mcp-server

by saarw

Experimental Model Context Protocol server for Kafka monitoring tool AKHQ

saarw/akhq-mcp-server

jupyter-notebook-mcp

by g0g5

A FastMCP server for loading, editing, searching, and saving Jupyter notebooks (.ipynb) through MCP tools. It maintains a single active notebook session with live cell indices that update as cells are inserted or removed.

g0g5/jupyter-notebook-mcp

ollqd

by leomarviegas

Enables indexing and semantic search of codebases and documents via MCP, using Ollama embeddings and Qdrant vector store.

leomarviegas/Ollqd

office-mcp

by gawirable

MCP server for reading, writing, editing, formatting, and exporting Microsoft Office documents (Word, Excel, PowerPoint) via stdio JSON-RPC, with 47 tools and cross-platform support.

gawirable/office-mcp

mcp-certificate-monitor

by natesilva

Monitor SSL/TLS certificate expiry across your domains by asking Claude, with no dashboards or command-line tools needed.

natesilva/mcp-certificate-monitor

Eurostat TAM MCP server

by linimeanie

Pulls enterprise counts by NACE Rev.2 activity and size class from Eurostat and buckets them into SME and 250+ categories for the DTM TAM model, with tools to fill TAM spreadsheets directly.

linimeanie/eurostat-tam-mcp

Network AI Assistant

by angoran

Asynchronous MCP server for unified multi-platform network infrastructure management, providing 97 tools across 10 connectors including SSH, MikroTik, Palo Alto, Aruba, Graylog, LibreNMS, Cisco APIC/NDFC, and Panorama.

angoran/git-netai

MiAsistente

by carlosmaroruiz

A FastMCP server that provides mathematical tools (addition, multiplication, temperature conversion) for Claude to execute via natural language.

CarlosMaroRuiz/MCP_SENCILLO

TaskFlow MCP Server

by muthupalaniappan925

Integrates task management capabilities into Claude Desktop, enabling users to create, track, search, and manage tasks with status updates, team assignments, overdue tracking, and automated standup reports.

MuthuPalaniappan925/TaskFlow-MCP-Server-101

Ringback

by mohitbadwal

Let your AI agent call your phone and talk to you — MCP servers for live, interruptible voice calls + tiered alerts, using free self-hosted pieces (pjsua2 + whisper.cpp + Linphone). No paid telephony, no extra API key.

mohitbadwal/ringback

PageIndex Light MCP

by bukely

Agentic PDF search via MCP, enabling intelligent document retrieval through LLM reasoning instead of vector similarity.

BukeLy/pageindex-light-mcp

Estonian Transport MCP

by a-rank

Provides Estonian public transport timetables, trip planning, stop search, and real-time vehicle tracking.

a-rank/estonian-transport-mcp

claude-bridge

by josiahsiegel

An MCP server that lets host-side Claude Cowork dispatch work into Claude Code running inside your devcontainer over stdio.

JosiahSiegel/claude-bridge

PubMed Custom Connector MCP Server

by madsd

Enables users to search and fetch PubMed biomedical literature articles through natural language queries in Microsoft 365 Copilot.

madsd/m365-custom-connector

Super RAG MCP Server

by test-center-ai

Enables AI agents to perform offline cybersecurity research and penetration testing by querying a local knowledge base of curated security data, with tools for searching, answering, and status checking.

test-center-ai/super-rag

Unifi MCP Server

by mikecutalo

An MCP Server for interacting with Unifi networks.

mikecutalo/unifi-mcp-server

ICF MCP Server

by stayce

Enables lookup, search, browsing, and explanation of WHO's International Classification of Functioning, Disability and Health (ICF) codes and qualifiers via the WHO ICD-API.

stayce/icf-mcp-server

Goatcounter MCP Server

by rafaljanicki

Enables language models to query Goatcounter web analytics data, including pageviews, visitor statistics, referrers, browsers, and operating systems through a standardized tool interface with automatic rate limit handling.

rafaljanicki/goatcounter-mcp-server

mcp-python-bitcoinlib

by daedalus

An MCP server that exposes the python-bitcoinlib API. It provides tools for Bitcoin key management, address generation, transaction building, script operations, and cryptography.

daedalus/mcp-python-bitcoinlib

gmc-mcp

by kiwoongeom

MCP server for Google Merchant Center, providing 126 tools to manage Google Shopping feed, products, inventory, reports, promotions, returns, and account configuration via natural language.

kiwoongeom/gmc-mcp

omarchy-mcp

by zeus-deus

Enables semantic search over Omarchy, Arch Linux, and Hyprland documentation, allowing users to query configuration and usage information via natural language in Cursor, OpenCode, or Claude Code.

Zeus-Deus/omarchy-mcp

Link Finder MCP

by webloom-agency

Find backlink opportunities, analyze competitors, discover similar domains with AI embeddings, and manage prospecting projects directly from any MCP client.

webloom-agency/link-finder-mcp

jPOS MCP Server

by mohisyed

An MCP server that gives AI agents deterministic, verified access to ISO 8583 field specs, MTI decoding, jPOS packager XML generation, deploy descriptor validation, message building, and jPOS documentation search.

mohisyed/JPOS-MCP

agentrecall

by shaxzodbek-uzb

Provides persistent, searchable memory with hybrid keyword and semantic search, storing memories in a single SQLite file without external dependencies.

shaxzodbek-uzb/agentrecall

J-Link RTT Viewer MCP

by misakamikoto128

Enables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory operations, and firmware flashing through natural language.

MisakaMikoto128/J-Link-RTT-Viewer-MCP

central-mcp

by andy5090

A centralized MCP hub for managing multiple coding agents across projects, enabling parallel, non-blocking dispatch and orchestration from any MCP-capable client.

andy5090/central-mcp

Kerykeion MCP Server

by jasperb3

Enables astrological chart generation including natal charts, synastry, transits, composite charts, and planetary returns using the Kerykeion library. Supports multiple output formats (text, SVG, PNG) and customizable themes, house systems, and languages.

Jasperb3/kerykeion-mcp

File Manage MCP Server

by duaghwls

Enables LLMs to organize and manage Windows file systems with intelligent file analysis, automated grouping, renaming with date prefixes, and safe operations through dry-run mode and sandbox restrictions.

duaghwls/FileManageMCP

Mist MCP Server

by rolfsormo

Provides reliable access to Juniper Mist from AI tools like Cursor and VS Code, enabling natural language interaction with Mist API without writing code.

rolfsormo/mist-mcp-server

diff-explainer

by ashwani983

AI-powered git diff analysis with human-readable explanations, risk flags, and review checklists. Enables to explain any diff text or currently staged git changes through an MCP server.

ashwani983/diff-explainer

RAG Document Server

by vamshi9415

A deterministic MCP server for document processing and retrieval that enables AI agents to process, chunk, and vector-search documents without an LLM.

Vamshi9415/docrag-mcp

GMA2 MCP

by chienchuanw

An MCP server that lets AI assistants control grandMA2 lighting consoles via Telnet, exposing 41 high-level tools for cue management, fixture control, preset management, executor control, macro editing, appearance assignment, bulk operations, console state queries, show file management, read-back verification, and music show workflows.

chienchuanw/gma2-mcp

TheHive FastMCP

by hoopshaker

MCP server for TheHive that enables AI agents to manage cases, alerts, observables, and tasks.

Hoopshaker/thehive-fastmcp

StockLens

by johnhyeon

Provides AI with real-time stock data from Naver Securities and Yahoo Finance via 47 tools, enabling accurate analysis without API keys for Korean and US markets.

Johnhyeon/stocklens-mcp

weather-mcp

by benziela

Provides real-time weather data and alerts from the National Weather Service API, including forecasts for US locations and active alerts for US states.

Benziela/weather-mcp

treasury-fiscaldata-mcp

by jsconiers

Enables querying U.S. Treasury fiscal data including debt, interest rates, auctions, and more via natural language, with no API key required.

jsconiers/treasury-fiscaldata-mcp

MCP RAG

by fastmcp-me

A RAG-based knowledge base system supporting document processing, semantic search, and intelligent Q\&A with multiple AI model integrations.

fastmcp-me/mcp-rag

command-executor

by andrelip

Enables shell command execution with automatic pagination for large outputs, supporting custom directories and timeouts.

andrelip/paginate-stdout

mcp-browser-use

by fastmcp-me

Enables browser automation through MCP clients like Claude or Cursor, using the client's existing LLM without requiring an additional API key.

fastmcp-me/mcp-browser-use

Powder-Hound

by zinscott

Enables users to find the best ski resort snow conditions worldwide and search for flights to get there.

zinscott/Powder-Hound

conduit-mcp

by datakailabs

MCP server that gives AI agents access to the Conduit knowledge graph. Enables querying knowledge graph via three tools for question answering, context retrieval, and semantic search.

datakailabs/conduit-mcp

GitLab MCP Server

by prostoyvadila

Enables LLMs to interact with GitLab via MCP, providing access to issues, merge requests, pipelines, and repository files for browsing, searching, and reading details.

ProstoyVadila/gitlab_mcp_server

SyncContext

by infinity-ai-dev

MCP server that provides a shared semantic memory layer for AI coding agents, enabling teams to store, search, and sync context, decisions, and knowledge across projects with project-based isolation and multi-backend support.

infinity-ai-dev/SyncContext

pyaireader

by pigeonai-yang

MCP server for safely reading public URLs for AI agents, providing tools to fetch, extract, cache, and inspect web content as evidence.

PigeonAI-Yang/pyaireader

TD-MCP

by gleinkaa

MCP server + web dashboard for TouchDesigner. Inspect, optimize, and control TD patches from Claude Code or the browser.

Gleinkaa/td-mcp

watchcheck

by derkcc

Enables AI assistants to read live macOS processes and identify monitoring software, including Chinese enterprise EDR/DLP/MDM tools, through a read-only MCP server.

derkcc/watchcheck