mcp
Sorted by GitHub stars, which measures attention rather than fitness. Read the release date and the commit count next to it before picking one.
| Tool | Stars |
|---|---|
CMS Open Payments, with annual dataset discovery through the official DKAN API. no licence · released 2026-08-03 | n/a |
Czech National Bank (Česká národní banka, ČNB) public API MCP. Keyless. no licence · released 2026-06-01 | n/a |
CNPJ Brazil MCP — Brazilian company-registry (Receita Federal) lookup via no licence · released 2026-07-15 | n/a |
Find co-op games by party size, local/online, platform and crossplay. no licence · released 2026-09-01 | n/a |
CoReason Tripartite Architecture Governance Plane. Stateless zero-trust federated MCP gateway. no licence · released 2026-05-23 | n/a |
AI running coach. Reads Strava, Suunto, Polar, Apple Health or Health Connect. Adapts to your feel. no licence · released 2026-08-28 | n/a |
Remote MCP server for training, nutrition, wellness, and performance data with OAuth 2.0. no licence · released 2026-07-11 | n/a |
Barbell strength training tools for AI assistants. Warmup, plate loading, and LP. no licence · released 2026-04-01 | n/a |
Payment rails for AI agents. Pay merchants in USDC on Base. Dual-protocol: x402 + OKX APP. no licence · released 2026-05-07 | n/a |
Fresh, attributed facts from your sources — cached, and invalidated the moment a source changes. no licence · released 2026-08-05 | n/a |
Emite facturas, notas y retenciones del SRI de Ecuador con lenguaje natural. no licence · released 2026-07-18 | n/a |
Render, analyze, and verify audio (WAV/FLAC/mp3/ogg) offline and deterministically via MCP tools. no licence · released 2026-08-13 | n/a |
Systematic medical reviews and evidence-based healthcare research no licence · released 2026-04-02 | n/a |
Search 500 cocktail recipes, get full recipes, find drinks by ingredient, suggest random picks. no licence · released 2026-05-21 | n/a |
MCP server for code structure analysis using tree-sitter. no licence · released 2026-04-18 | n/a |
Gemini-powered MCP server for code analysis. no licence · released 2026-03-03 | n/a |
Index your codebase. AI searches instead of re-reading files. 94% token savings. no licence · released 2026-05-03 | n/a |
SQLite-backed hybrid (vector + FTS) code search index for Claude Code over MCP. no licence · released 2026-05-14 | n/a |
Fast local source code searching using Zoekt trigram-based indexing no licence · released 2025-11-30 | n/a |
Gemini-powered MCP server for code analysis. no licence · released 2026-03-09 | n/a |
Code intelligence MCP server: call graphs, type inference, and symbol search for Python/Go. no licence · released 2026-04-26 | n/a |
Branch-scoped runbooks, remote checkpoints, and auditable verification receipts. no licence · released 2026-09-01 | n/a |
Gemini-powered MCP server for code review analysis. no licence · released 2026-02-25 | n/a |
Execute Python, JavaScript, SQL code in a sandbox. x402 micropayment. no licence · released 2026-05-16 | n/a |
Finds real, maintained open-source repos that fit your project. MCP grounding for coding agents. no licence · released 2026-08-11 | n/a |
Find GitHub implementations of arXiv research papers — paper lookup, ranked code, search. no licence · released 2026-05-31 | n/a |
Turn an unfamiliar codebase into validated architecture, contracts, and a reimplementation spec. no licence · released 2026-09-08 | n/a |
Context intelligence for AI coding agents: navigation, impact, memory, guarded edits. no licence · released 2026-09-05 | n/a |
Checks whether generated Minecraft Bedrock content will actually load. Nine read-only tools. no licence · released 2026-09-04 | n/a |
Guide user-led frontend design decisions from project brief through implementation review. no licence · released 2026-07-18 | n/a |
Local-first MCP security scanner and CLI for AI-generated applications. no licence · released 2026-09-07 | n/a |
Roslyn-powered MCP server for C#/VB.NET. Query symbols, call graphs, and facts. 90%+ token savings. no licence · released 2026-04-02 | n/a |
Source-linked CodeGraph exploration, ranked search, and static navigation for coding agents. no licence · released 2026-09-03 | n/a |
AI agent draws editable hand-drawn diagrams (flowchart, ER, architecture) via MCP, not static images no licence · released 2026-06-16 | n/a |
Create and manage CodeQR short links, QR codes, and analytics from any MCP client. no licence · released 2026-08-08 | n/a |
Query skills, project history, and availability for CodeReclaimers LLC consulting. no licence · released 2026-03-25 | n/a |
Compatibility evidence from real builds: does this library API work on your versions and runtime? no licence · released 2026-09-08 | n/a |
AI-powered static and contextual code analysis MCP server no licence · released 2026-02-03 | n/a |
MCP server for codewiki.google: search repos, fetch wiki docs, ask questions no licence · released 2026-03-09 | n/a |
Discover, evaluate, install, and validate generated websites for the self-hosted CodeY CMS. no licence · released 2026-09-04 | n/a |
Codebase knowledge graph for AI agents — 159 languages, sub-ms queries, 99% fewer tokens. no licence · released 2026-08-19 | n/a |
Codeforces competitive programming users, contests, problems no licence · released 2026-05-13 | n/a |
Search Codeforces problems and inspect public problem metadata through the official Codeforces API. no licence · released 2026-07-21 | n/a |
Team conventions, anti-patterns, and domain knowledge from .codehabits/ for AI coding agents. no licence · released 2026-07-30 | n/a |
Local-first code intelligence MCP: symbol graph, impact analysis, 60+ tools. no licence · released 2026-07-31 | n/a |
Fast semantic code search for AI agents — find symbols, references, and callers across any codebase no licence · released 2026-02-21 | n/a |
Manage Coder workspaces, templates, and cloud development environments no licence · released 2026-09-08 | n/a |
Build searchable AI research knowledge bases with hybrid vector search directly in Claude Desktop. no licence · released 2025-10-27 | n/a |
Your team's shipping standards, org map and delivery metrics, inside your coding agent. no licence · released 2026-09-05 | n/a |
Code::Stats public coding-XP profiles (codestats.net) no licence · released 2026-05-13 | n/a |
Codewars user profiles, completed kata, authored kata, kata detail. Keyless. no licence · released 2026-05-19 | n/a |
Dry-run-first CCXT MCP with market, account, derivatives, and guarded trading tools. no licence · released 2026-06-08 | n/a |
Durable MCP control plane for long-running Codex Desktop tasks. no licence · released 2026-06-21 | n/a |
Bridge AI coding hosts to the OpenAI Codex CLI for delegated implementation. no licence · released 2026-09-04 | n/a |
Generate images with your own ChatGPT subscription (Plus, Pro or Team), without spending API credits no licence · released 2026-08-21 | n/a |
MCP server wrapping Codex CLI for stdio-based tool calls. no licence · released 2026-02-02 | n/a |
Search, preview, install community Codex pet packs, and discover the pet request flow. no licence · released 2026-07-27 | n/a |
Stateful Windows OpenSSH server operations for Codex with local credential handling. no licence · released 2026-07-19 | n/a |
Self-hosted MCP server: run OpenAI Codex CLI prompts and manage workspace files. no licence · released 2026-09-04 | n/a |
Law firm management MCP: manage cases, clients, tasks, calendar and documents via Claude AI. no licence · released 2026-05-28 | n/a |
All categories · data from awesome-selfhosted, CC BY-SA 3.0