The MCP Trust Index.

GitHub Chat

by asyncfuncai

Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving contextual information with source references.

asyncfuncai/github-chat-mcp

PR Orchestrator MCP

by saakshigupta2002

A tools-only MCP server that provides a safe, deterministic interface for automating pull request creation on GitHub, including workspace management, repository cloning, editing, QA, and approval gating.

saakshigupta2002/PR_Orchestrator_MCP

Snowflake Cortex AI MCP Server

by sfc-gh-tgordonjr

Integrates Snowflake Cortex AI features like Cortex Search and Analyst into the MCP ecosystem, enabling retrieval-augmented generation and structured data analysis. It also provides tools for chat completions and agentic orchestration using Snowflake-hosted large language models.

sfc-gh-tgordonjr/mcp-snow-tg

Cerebro

by professor-low

A cognitive memory system for AI that provides persistent memory, learning, causal reasoning, and predictive intelligence through 49 MCP tools.

Professor-Low/Cerebro

ValidationStation

by skwerl-hub

AI powered, self healing JSON validator. Pay/call

skwerl-hub/mcp-json-validator

mcp-server-apache-airflow

by fastmcp-me

Enables interaction with Apache Airflow through the Model Context Protocol, allowing users to manage DAGs, task instances, variables, connections, pools, XComs, and datasets.

fastmcp-me/mcp-server-apache-airflow

duckduckgo-mcp

by cyranob

Search the web using DuckDuckGo and fetch/convert web content using Jina Reader. Privacy-focused search with no API key required.

CyranoB/web-forager

Interactive Terminal MCP

by wangyihang

Provides stateful, interactive terminal access for LLMs to spawn and maintain persistent processes like SSH sessions, debuggers, and REPLs with continuous input/output interaction across commands.

WangYihang/interactive-terminal-mcp

ssh-mcp

by slepp

An MCP server that gives AI agents SSH access to remote machines through your local OpenSSH client, enabling remote command execution, file transfer, persistent shell sessions, and port forwarding.

slepp/ssh-mcp

puppet-ai

by transoff

Full computer control for AI agents on macOS — see, click, type, scroll via MCP. Works with any app, all processing on-device with PII protection.

transoff/puppet-ai

Dictionary By Api Ninjas

by bach-ai-tools

Provides dictionary lookup functionality through the API Ninjas Dictionary API, allowing users to search for word definitions and meanings through natural language queries.

BACH-AI-Tools/dictionary_by_api_ninjas

fetchaller

by averyy

Enables fetching any website without permission prompts, including automatic bot challenge bypass, with built-in web search, Reddit, marketplace, realtor, AliExpress, and Alibaba tools.

Averyy/fetchaller-mcp

cn-llm-bridge

by maxliven

Enables Claude Code to leverage Chinese LLMs for multimodal tasks including image analysis, audio transcription, and deep synthesis via MCP protocol.

maxliven/cn-llm-bridge

MCP Research Assistant

by zenitsu0509

A custom MCP server that enables AI assistants to perform comprehensive research tasks, including searching ArXiv, summarizing papers via Groq, managing local research notes, and pushing findings to GitHub.

zenitsu0509/mcp-research-assistant

usa-npn-mcp-server

by vectorinstitute

Enables querying and exporting phenology data from the USA National Phenology Network, including raw data, phenometrics, and mapping capabilities.

VectorInstitute/usa-npn-mcp-server

Zionfhe_mcp_server_test

by joyecai

基于新型同态加密技术ZIONFHE的mcp server

joyecai/zionfhe_mcp_server_test

mcp-gauge

by sogawa-yk

An MCP server that enables coding agents to autonomously test, evaluate, and tune other MCP servers by acting as a proxy and providing linting, trace recording, evaluation, comparison, and reporting tools.

sogawa-yk/mcp-gauge

quip-mcp

by petertilsen

Enables AI assistants to read, search, create, and edit Quip documents through the MCP protocol.

petertilsen/quip-mcp

Jira Prompts MCP Server

by ceshine

An MCP server that offers several commands for generating prompts or contexts from Jira content

ceshine/jira-promps-mcp-server

SecondBrain MCP Server

by mandargavali

Enables external AI clients to query and interact with a personal knowledge assistant using retrieval-augmented generation and long-term memory.

MandarGavali/SecondBrain

Video Edit (MoviePy)

by aditya2755

MoviePy-based video editing server that provides comprehensive video and audio processing capabilities including trimming, merging, resizing, effects, format conversion, YouTube downloading, and text/image overlays through an in-memory object store for chaining operations efficiently.

aditya2755/video-edit-mcp

Patient Safety AI MCP

by csoai-org

Patient Safety AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/patient-safety-ai-mcp

MCP Prompt Manager

by tae4an

Enables AI models like Claude to manage local prompt files with CRUD operations, fuzzy search, categorization, templates, version control, and favorites.

Tae4an/mcp-prompt-manager

wa-chat-reader

by nabheetcloud

Reads your local WhatsApp chat history and exposes tools to retrieve messages and chat lists, enabling querying and summarization of your conversations entirely offline.

NabheetCloud/wa-chat-reader

pdfmux

by nameetp

PDF extraction that actually works. The only extractor that audits every page. #2 on opendataloader-bench. 5 MCP tools for AI agents: metadata, convert, analyze, batch, structured extraction.

NameetP/pdfmux

QA-MCP: Test Standardization & Orchestration Server

by atakan-emre

Enables LLM clients to generate standardized test cases, perform quality control with lint scoring, convert to Xray/Jira format, and compose test suites (Smoke/Regression/E2E) with coverage analysis.

Atakan-Emre/McpTestGenerator

Skyfly MCP Server

by vog01r

Provides real-time aircraft tracking data from OpenSky Network combined with FAA aircraft registry information, enabling rich aviation queries that merge live flight positions with technical specifications.

vog01r/skyfly-mcp

AWS Resources

by baryhuang

Provides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource management.

baryhuang/mcp-server-aws-resources-python

donetick-mcp

by danielrosehill

MCP server for Donetick chores management. Provides 27 tools to control Donetick instance via Claude or other MCP clients.

danielrosehill/donetick-mcp

mcp-nvidia

by bharatr21

MCP server to search across NVIDIA blogs and releases to empower LLMs to better answer NVIDIA-specific queries.

bharatr21/mcp-nvidia

Foggy Data MCP Bridge

by foggy-projects

A semantic layer query engine with MCP support, enabling AI assistants to query structured data through natural language and declarative interfaces.

foggy-projects/foggy-data-mcp-bridge-python

BalanceLab

by sandeep-alluru

Runaway loop detector for AI token economies — monitors token usage and cost ratios to catch runaway agent loops early.

sandeep-alluru/balancelab

Gmail MCP Server

by quantum-369

A model context protocol server for your Gmail

Quantum-369/Gmail-mcp-server

PrecisionContextEngine

by bluezeamer

Enables AI coding agents to efficiently navigate and understand large codebases by providing tools for entry point location, call chain analysis, and impact assessment, reducing context consumption and model costs.

Bluezeamer/PrecisionContextEngine

code-context-mcp

by raheesahmed

Make any LLM a codebase expert instantly. Provides deep code intelligence through semantic search, architecture mapping, security analysis, and smart context that fits perfectly in token windows.

RaheesAhmed/code-context-mcp

plant-genomics-mcp

by musharna

▎ Provides 32 tools for plant-genomics locus lookup across 11 free public backends (Ensembl Plants, Phytozome, UniProtKB, Europe PMC, QuickGO, NCBI BLAST, Gramene, KEGG, STRING-DB, ATTED-II, BAR). Takes a TAIR-style locus plus optional organism and returns gene metadata, functional/pathway annotation, interactions, co-expression, and literature — in single-locus, batch, and cross-source synthesis.

musharna/plant-genomics-mcp

co-eli-mcp

by matematicsolutions

Enables searching and verifying citations of Colombian Constitutional Court decisions using datos.gov.co open data, returning metadata such as magistrate, date, and relatoria URL.

matematicsolutions/co-eli-mcp

ArXiv MCP Server

by hous-ailab

Enables AI assistants to search, download, and read arXiv papers, with automatic detection of open-source code repositories and support for both LaTeX and PDF content.

hous-ailab/latex-arxiv-mcp-local

Phabricator MCP Server

by yushengauggie

Enables AI assistants to interact with Phabricator for task management and code review workflows, including viewing and commenting on tasks, managing differential revisions, and providing intelligent review analysis with code context.

YushengAuggie/phabricator-mcp-server

mcp-server-duckdb

by fastmcp-me

Enables DuckDB database interaction through MCP, supporting SQL queries, table creation, and schema inspection with optional read-only mode.

fastmcp-me/mcp-server-duckdb

DuckDB Eurostat MCP Server

by dar4datascience

Enables querying Eurostat data using natural language, powered by DuckDB for optimized performance.

dar4datascience/duckdb-eurostat-mcp

Attest

by chudah1

Enforce scoped credential tokens on every MCP tool call with cryptographic JWT verification.

chudah1/attest-dev

SPINE2D Animation MCP Server

by naosen

MCP server for creating SPINE2D animations

naosen/spine2d-animation-mcp

analytics-mcp-server

by kshitiz305

Enables safe exploration and analysis of SQLite databases through guarded read-only queries, schema inspection, aggregations, and CSV imports.

kshitiz305/analytics-mcp-server

jstage-mcp

by ckgerteis

Exposes J-STAGE WebAPI as four tools for searching articles, issues, journals, and resolving DOIs, returning bilingual JSON with attribution.

ckgerteis/jstage-mcp

Planview Portfolios Actions MCP Server

by norman2112

Enables creating, updating, deleting, and managing projects, tasks, financial plans, OKRs, and work hierarchy nodes in Planview Portfolios through natural language. Designed as the write-action companion to the read-only Planview Portfolios Beta MCP.

norman2112/portfoliosMCP

Send to Kindle MCP Server

by wahiggins3

A Model Context Protocol (MCP) server that allows Claude Desktop to send documents directly to your Kindle e-reader.

wahiggins3/send-to-kindle-mcp

MCP Server Search

by maartensmeets

MCP server to use a search engine to obtain locations of relevant information on the internet

MaartenSmeets/mcp-server-search

PKB MCP Server

by pdawson1983

Enables managing a personal knowledge base stored in a GitHub repository, including creating 'Today I Learned' entries, prompts, and patterns, and searching or browsing entries.

pdawson1983/pkb-mcp-server

YouTube Music MCP Server

by leosakharoff

Enables AI assistants to search for music and create/manage playlists on YouTube Music via OAuth 2.0 authentication.

leosakharoff/youtube-music-mcp