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 |
|---|---|
Scores your prompts against your real codebase — context-aware prompt intelligence no licence · released 2026-03-12 | n/a |
Cryptographic identity for AI agents: W3C DIDs, Verifiable Credentials, post-quantum crypto no licence · released 2026-02-24 | n/a |
Persistent tmux terminal for AI agents — real-time spectating, SSH host-group dispatch. no licence · released 2026-02-25 | n/a |
Free AI-search visibility scan for any website — score, top findings, ranked-fix-plan upgrade. no licence · released 2026-07-17 | n/a |
Guardrailed fleet ops for AI agents: multi-cluster Kubernetes via OCM with policy, approval, audit. no licence · released 2026-08-13 | n/a |
Godot MCP server - Godot 4.x engine control via TCP bridge, STL/GLB/OBJ import, GPU particles, an... no licence · released 2026-08-28 | n/a |
GrandOrgue pipe organ simulator MCP server - MIDI bridge, organ control, sample set management, m... no licence · released 2026-08-28 | n/a |
MCP server for AI-driven formal proof search in Lean 4 no licence · released 2026-08-28 | n/a |
FastMCP server for Mixxx DJ software control via OSC protocol no licence · released 2026-08-28 | n/a |
Overte (open-source Vircadia-lineage metaverse) Model Context Protocol server for domain administ... no licence · released 2026-08-28 | n/a |
QCAD MCP server - DXF/DWG floor plans to SVG preview + STL extrusion via MCP tools and REST API no licence · released 2026-08-28 | n/a |
Resonite social VR platform MCP server for natural language control of avatars, worlds, and Proto... no licence · released 2026-08-27 | n/a |
SOTA 2026 Yahboom Raspbot v2 ROS 2 MCP Server no licence · released 2026-08-28 | n/a |
MCP server for the Krónan grocery store API (Iceland) no licence · released 2026-04-19 | n/a |
MCP server for Icelandic weather, forecasts, warnings, and earthquakes from vedur.is. no licence · released 2026-04-15 | n/a |
Product search for AI agents: Amazon + Shopify, cart-to-checkout buy path. Pay-per-call, no API key. no licence · released 2026-08-30 | n/a |
Turn any OpenAPI/Swagger spec into an MCP server - every API operation becomes an agent tool. no licence · released 2026-06-12 | n/a |
Negotiate prices at any negotiate.v1 store. AI shopper tools for Claude. no licence · released 2026-05-03 | n/a |
Query CAN-IMMUNE: cancer neoantigen mutations, peptides, cell lines, MHC-I binding. Read-only. no licence · released 2026-08-10 | n/a |
Agent-safe fleet management for independent Solana validators and RPC nodes no licence · released 2026-06-26 | n/a |
Dokploy MCP server: manage apps, Docker Compose, databases, domains, backups, and servers. no licence · released 2026-08-24 | n/a |
Inspect, operate, and author Microsoft Power Automate cloud flows from an agent context. no licence · released 2026-06-26 | n/a |
Sapiom MCP server — authentication, verification, and API tools no licence · released 2026-07-01 | n/a |
Read-only MCP access to presence: living project model and outcome telemetry. no licence · released 2026-06-18 | n/a |
Google Search Console MCP server — search analytics, URL inspection, and sitemaps no licence · released 2026-03-23 | n/a |
AI control of Android/iOS devices. Screenshots, UI tree, AI vision, Flutter, video. 49 tools. no licence · released 2026-03-23 | n/a |
Local MCP server for AI-assisted Apache Tomcat management and diagnostics no licence · released 2026-02-17 | n/a |
Verify AI agent payments and detect fraud. Input: agent_id, amount, service_id. no licence · released 2026-03-14 | n/a |
Bot traffic detector for paid ads. Input: domain. Returns trigger, fake sessions, daily USD waste. no licence · released 2026-03-14 | n/a |
54 robust financial calculators based on deterministic mathematical principles. no licence · released 2026-04-11 | n/a |
Cron jobs for Next.js. Serverless-native scheduling with retry support. no licence · released 2026-03-29 | n/a |
Image processing pipeline for Next.js. Responsive optimization with Sharp. no licence · released 2026-03-29 | n/a |
Feature flags for Next.js. One file, full control with A/B testing. no licence · released 2026-03-29 | n/a |
Rate limiting for Next.js. Zero-dependency sliding window and token bucket. no licence · released 2026-03-29 | n/a |
Encrypted secrets for Next.js. AES-256-GCM with no vault needed. no licence · released 2026-03-29 | n/a |
Unified notifications for Next.js. Multi-provider SMS, email, and push. no licence · released 2026-03-29 | n/a |
Full-text search for Next.js. BM25 scoring and fuzzy matching, no external service. no licence · released 2026-03-29 | n/a |
AI background removal for images. Modes: auto, product, portrait, car. Transparent PNG. no licence · released 2026-07-13 | n/a |
Enrich LinkedIn profiles, companies, and prospect searches. For sales, recruiting, B2B. no licence · released 2026-07-13 | n/a |
PDF text and table extraction plus metadata. Supports OCR for scanned documents. no licence · released 2026-07-13 | n/a |
On-page SEO audit for any URL. Titles, meta, headings, links, score, and fix recommendations. no licence · released 2026-07-13 | n/a |
Query India's open geo data, and author collect maps: register a link, moderate, publish. no licence · released 2026-08-20 | n/a |
Free markdown sharing. Upload, get links, collaborate. No login needed. no licence · released 2026-05-26 | n/a |
AML/KYT crypto wallet risk screening (BitOK data) for Claude, ChatGPT and any MCP client. no licence · released 2026-06-12 | n/a |
Roast any AI agent idea from your IDE: verdict tier, readiness score, top risk, shareable URL. no licence · released 2026-07-05 | n/a |
An open-source MCP server that provides LLM access to the Sauce Labs API no licence · released 2025-09-12 | n/a |
An open-source MCP server that provides LLM access to the Sauce Labs API no licence · released 2026-06-02 | n/a |
Turn any OpenAPI 3.x spec into callable MCP tools for Claude. No custom integration code needed. no licence · released 2026-03-18 | n/a |
Verified ephemeris & WMM2025 geomagnetic compute: the physical numbers LLMs hallucinate, done right. no licence · released 2026-06-28 | n/a |
Verifiable text/code/measurement tools for agents, each reproducing a named authority. no licence · released 2026-06-29 | n/a |
You can connect any API to LLMs. This enables AI to interact directly with APIs no licence · released 2025-09-09 | n/a |
Find real, verifiable businesses with provenance and source URLs - for AI agents. no licence · released 2026-07-10 | n/a |
Log amateur-radio QSOs to N3FJP logging software over its TCP API. no licence · released 2026-06-26 | n/a |
Control fldigi (amateur-radio digital modes) over XML-RPC: modem, frequency, rig, log, transmit. no licence · released 2026-07-31 | n/a |
Log amateur-radio QSOs to N3FJP logging software over its TCP API. no licence · released 2026-07-31 | n/a |
Operate WSJT-X (FT8/FT4/WSPR) from MCP clients over its UDP message protocol. no licence · released 2026-06-27 | n/a |
Enables natural language schema queries — explore tables, keys, procedures, and get SQL help fast no licence · released 2026-08-25 | n/a |
Add products to Bring! from a photo — MCP for AI recognition, catalog matching, and verified writes. no licence · released 2026-08-29 | n/a |
ECB data for AI agents — rates, yields, inflation, money supply, and 100+ datasets. No API key. no licence · released 2026-03-29 | n/a |
Sanctions screening and PEP checks via OpenSanctions API for AI agents no licence · released 2026-03-28 | n/a |
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