The MCP Trust Index.

should-i-render

by mrkeyoor

A read-only MCP server that recommends React components from a measured, curated snapshot by answering component-fit questions with terse verdicts and harness facts.

mrkeyoor/should-i-render

agentic-mcp-server

by cintelis

Real-time observability dashboard for monitoring AI agents in multi-agent development workflows, with live WebSocket updates of tool calls, sessions, and usage statistics.

cintelis/agentic-mcp-server

mcp-agent-app

by nelev

Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Ollama), exposing an MCP tool for mesh generation.

Nelev/mcp-agent-app

mcp-jersey-opendata

by pipeworx-io

Enables listing publishing organizations and thematic groups from Jersey's official open data portal (opendata.gov.je) using CKAN API.

pipeworx-io/mcp-jersey-opendata

s

by tauricresearch

<p align="center"> <img src="assets/TauricResearch.png" style="width: 60%; height: auto;"> </p> <div align="center" style="line-height: 1;"> <a href="https://arxiv.org/abs/2412.20138" target="_blank"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2412.20138-B31B1B?logo=arxiv"/></a> <a href="https://discord.com/invite/hk9PGKShPK" target="_blank"><img alt="Discord" src="https://img.shields.io/badge/Discord-TradingResearch-7289da?logo=discord&logoColor=white&color=7289da"/></a> <

TauricResearch/TradingAgents

concerts-paris-mcp

by samuelbagattin

A free public MCP server for searching concerts at the Philharmonie de Paris and Cité de la musique, with filters for genre, price, availability, and more. It provides factual concert details and links to the official booking page.

SamuelBagattin/concerts-paris-mcp

palace-mcp

by anis-meliti

MCP server that exposes an Obsidian vault to AI assistants, enabling them to list, read, write, search, and delete notes via the Local REST API.

anis-meliti/palace-mcp

SwingFix AI

by laobuilt

AI-powered golf swing analysis. Submit a swing image URL and receive scored metrics, flaws, and personalised drill recommendations

laobuilt/swingfix-mcp

llm-vision-mcp

by ghbalf

An MCP server that enables any LLM to describe images from file paths, URLs, or base64 data by forwarding them to a supported vision provider such as OpenAI, Anthropic, or local Ollama models.

ghbalf/llm-vision-mcp

shiyui-cosense-mcp

by sigumaa

Read-only MCP server for the Cosense project 'shiyui' that provides tools for fetching pages, full-text search, vector search, and related page retrieval. It uses Cloudflare Access OAuth for authentication.

Sigumaa/shiyui-cosense-mcp

SMS-Masivos/mcp-server

by sms-masivos

MCP server for SMS Masivos — bulk SMS platform for Mexico

SMS-Masivos/mcp-server

blackduck-polaris-mcp-server

by easygoingcoder

An MCP server for Black Duck Polaris that enables AI coding assistants to trigger scans, manage findings, generate reports, and handle policies across SAST, SCA, and DAST tools.

easygoingcoder/blackduck-polaris-mcp-server

OpenClaw Model Router MCP

by miraigent

Routes model requests to Sol, Terra, or Luna via OpenClaw Gateway's Codex auth profile, with strict validation and no fallback.

Miraigent/openclaw-model-router-mcp

Ayoa MCP Server

by viniciusfs76

Exposes Ayoa mindmapping services as MCP tools, enabling mindmap creation, listing, OPML import, and presenter slide capture.

viniciusfs76/ayoa-mcp-server

scipdf-mcp

by gjjisadog

MCP server for downloading academic papers from DOI or title, resolving references, and generating citations. Supports batch downloads, multiple mirrors, and optional Unpaywall integration.

gjjisadog/scipdf-mcp

swarmskills

by swarmclawai

A CLI and MCP server for managing skills across ~45 code CLI agents, with 18 tools for discovering, installing, enabling, and syncing skills in mid-session.

swarmclawai/swarmskills

Bitbucket MCP

by daniloneto

MCP server for Bitbucket Cloud, focused on pull-request review workflows

daniloneto/bitbucket-mcp

RD Station CRM MCP

by fernandoludvig

An MCP server for RD Station CRM that enables managing contacts, deals, tasks and notes, and generating pipeline health reports through natural language in any MCP-compatible client like Claude.

fernandoludvig/rdstation-crm-mcp

claude-mcp-server

by tal-hason

MCP server wrapping Claude CLI, enabling any MCP host like Cursor to use Claude as a sub-agent with dispatch modes.

tal-hason/claude-mcp-server

ado-mcp-server

by andrelopes-code

Enables Claude Code to interact with Azure DevOps Server on-premises (work items, pull requests, repositories) through secure, controlled, safe-by-default access with read-only mode and explicit write confirmations.

andrelopes-code/ado-mcp-server

notch-mcp

by avoguru

Enables agents to display status readouts in the Mac's notch area via MCP, with multiple styles and progress indicators.

avoguru/notch-mcp

pplz-agent

by thebackers

Enables AI agents to live a social life in the pplz.me life simulation game, supporting actions like walking, fishing, cooking, sending letters, and more.

TheBackers/pplz-agent

pokemon-champions-mcp

by joonhyungkimweb

Calculates 1:1 Pokémon Champions singles matchups, returning structured JSON stats, speed, type, and damage analysis, with Korean/English input support.

joonhyungkimweb/pokemon-champions-mcp

FileMCP

by devcheyannagraham

Minimal MCP file server for safe file operations under a local AgentFiles directory.

devcheyannagraham/FileMCP

MCP-to-MCP Tic-Tac-Toe

by psychosmiley

Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a shared tool and an SSE relay. The server facilitates agent-to-agent communication by holding tool responses until the opponent makes a move, managing the game state in real-time.

PsychoSmiley/mcp-to-mcp

inspector-mcp

by abians

A Node.js debugger for AI agents that enables setting breakpoints, stepping through code, and inspecting variables via the Chrome DevTools Protocol.

AbianS/inspector-mcp

luogu-mcp-server

by kaiserunix

A read-only MCP server for discovering and fetching Luogu problems, training sets, and user profiles.

Kaiserunix/luogu-mcp-server

cve-reference-mcp

by ch201y00n

Collects and returns reference materials for CVE write-ups from sources like NVD, CIRCL, OSV, EPSS, and GitHub Advisory.

ch201y00n/cve-mcp

hcloud-mcp

by xodus-co

A Model Context Protocol server for the Hetzner Cloud API that enables natural language management of cloud infrastructure. Users can list, create, and modify servers, networks, volumes, and load balancers through MCP-compatible clients.

Xodus-CO/hcloud-mcp

GitLab Operations

by jarecsni

Manage GitLab resources including webhooks, CI/CD variables, and protected branches. Automate administrative tasks like creating project access tokens and managing group structures. Streamline repository settings and pipeline triggers to improve DevOps workflows.

jarecsni/gitlab-ops-mcp

eKYC Suite MCP Server

by wefi-ai

Provides 8 financial-grade KYC identity verification tools for AI agents, including face comparison, liveness detection, document OCR, and risk media labeling.

wefi-ai/eKYC-Suite

claude-context-server

by carlformigoni

An MCP server that reads all your Claude Code project memory files and exposes them as tools. Lets any Claude instance — in any project, or via Claude.ai — query your full project history and preferences.

carlformigoni/claude-context-server

mcp-nv-segment-ctmr

by hmgill

MCP server for NVIDIA's NV-Segment-CTMR 3D medical image segmentation, enabling anatomical structure segmentation of CT/MR volumes via natural language tool calls.

hmgill/MCP-NV-Segment-CTMR

BioContext Knowledgebase

by biocontext-ai

Provides unified access to over 20 biomedical databases and research tools including protein databases (UniProt, AlphaFold), genomics resources (Ensembl, KEGG), literature search (Europe PMC, Google Scholar), clinical data (ClinicalTrials.gov, OpenFDA), and ontologies (Gene Ontology, EFO, ChEBI) for researchers and bioinformatics teams.

biocontext-ai/knowledgebase-mcp

Stock Trends MCP Server

by skotlander

Local MCP adapter for public Stock Trends API resources, enabling credential-free access to public resources and a workflow cost estimation tool. It does not generate investment advice; it only translates published API responses for MCP clients.

skotlander/stocktrends-mcp-server

Elba MCP Server

by kolsetu-opensource

Manage voice AI agents from Claude Code, Cursor, VS Code, or any MCP-compatible assistant.

Kolsetu-Opensource/elba-mcp-server

Ithiel-Labs/toolpipe-mcp-server

by ithiel-labs

MCP server providing 35 developer utility APIs (JSON formatting, code review, password generation, etc.) for AI agents like Claude.

Ithiel-Labs/toolpipe-mcp-server

WisdomGraph

by cklam12345

Neo4j-native persistent memory for AI agents using DIKW knowledge graph structures.

cklam12345/wisdomgraph

Mariana Google MCP

by marianasmall

Enables Claude to manage Gmail, Google Calendar, and Google Contacts through a safety-first interface with soft-delete protections and draft-only email capabilities. Supports multiple Google accounts with comprehensive mutation logging and mandatory manual confirmation for destructive actions.

marianasmall/mariana-google-mcp

Sketch MCP

by sketch-hq

An official MCP server that allows AI clients to interact with Sketch designs, enabling exploration, iteration, asset export, and more.

sketch-hq/sketch-mcp-bundle

uis-mcp-server

by sidneybissoli

MCP server for UNESCO UIS statistics enabling search of indicators, listing of geographical units, and data retrieval with provenance and license compliance.

SidneyBissoli/uis-mcp-server

MCPTest

by sandesha-patali

Testing MCP server

Sandesha-Patali/MCPTest

runapi-ai/gpt-image-2-mcp

by runapi-ai

An MCP server that enables AI image editing and generation using the GPT Image 2 model line via RunAPI, with task polling and pricing checks.

runapi-ai/gpt-image-2-mcp

make-mcp

by d1dx

This MCP server provides integration with Make.com (formerly Integromat) for workflow automation. It is now deprecated and replaced by Make's official cloud MCP.

D1DX/make-mcp

lunge

by thuupx

Agent-native API client for executing REST, GraphQL, WebSocket, SSE, and gRPC requests from MCP-capable agents, with token-efficient responses and file-based collections.

thuupx/lunge

AndroidBuilder MCP Server

by williamcorrea23

Enables LLMs to interact with MIT App Inventor, AndroidBuilder, Kodular, or Niotron IDEs in real-time, controlling the Designer and Blocks workspace via Chrome DevTools Protocol.

williamcorrea23/androidbuilder-mcp

Turbovec MCP Server

by henny-bee

Provides persistent long-term memory (semantic RAG) for AI coding assistants, enabling them to store and semantically search code and documentation across chat sessions without token limits.

henny-bee/Turbovec-MCP-Tiar