MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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MCP server that recommends and generates .gitignore files from github/gitignore
npm MIT -
Find podcasts with AI agents: podcast discovery, recommendations & random spins via NPX
npm MIT -
Book recommendations for AI agents: what should I read next, via NPX
npm MIT -
AI Music Recommendation & Playlist Generator - Event-Driven Architecture
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AI-powered MCP server for intelligent PR grouping recommendations
pypi MIT -
Job_Recommender_System_with_MCPgithub.com/chitaki10/Job_Recommender_System_with_MCPupdated this year
You said: how to activate uv env ChatGPT said: uv is a fast Python package manager and virtual environment tool (alternative to pip + venv). To activate a uv environment, follow these steps: Step 1: Create a virtual environment using uv Open terminal in
★ 1 -
MCP server and API for Steam game recommendations from imho.run: games like any game, game facts, find a game from a description. Docs, configs and a Python client.
MIT ★ 1 -
Job-search-mcp-toolgithub.com/Namangarg-01/Job-search-mcp-toolupdated this year
Job Recommendation System Via use of MCP Servers
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MCP Discovery & Recommendation Service - Find the right MCP server for your needs
npm MIT -
MCP server for Steam — library inspection, backlog recommendations, and game wishlist. Works alongside itad-mcp and opencritic-mcp.
npm MIT -
booklab-mcpgithub.com/poorbjorn-creator/booklab-mcpupdated this year
BookLab MCP Server — curated nonfiction book recommendations for AI agents. 21 books, 5 tools, affiliate links. First book-focused MCP server.
MIT -
Full-stack movie discovery and recommendation system with LLM tool calling, semantic search, and interaction-based personalization.
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skillhub-mcpgithub.com/artuntan/skillhub-mcpupdated this year
AI resource intelligence MCP server — recommends skills, tools, agents, rules, and MCP servers from 20,000+ resources. Fully offline, zero network access.
npm MIT -
llm-advisor-mcpgithub.com/daichi-kudo/llm-advisor-mcpupdated this year
MCP server for LLM/VLM model selection — compare 300+ models with real-time benchmarks, pricing, and personalized recommendations. No API key required.
npm MIT -
krishimitra-multi-agentgithub.com/HARIHARANS24/krishimitra-multi-agentupdated this year
🌾 Multi-Agent AI Farmer Advisory System built with Google ADK, MCP Servers, Streamlit, and Gemini for intelligent crop, weather, pest, fertilizer, market, and government scheme recommendations.
MIT -
Lets your AI coding assistant (Claude Code, Cursor, VS Code, Codex, Antigravity, Mistral Vibe, Kiro, Junie) set up LIKYLY product recommendations: connect your catalog, create placements, integrate and verify.
npm MIT -
Ghostwriter MCP Server combines Ghostwriter and Bindex Core's metadata retrieval, registration, and library recommendation capabilities with Machai MCP Server runtime to expose tools over STDIO or HTTP
Apache-2.0 -
@ancientwhispers54/leafengines-mcp-servergithub.com/qwarranto/leafengines-claude-mcpupdated this year
LeafEngines MCP Server — Patent-protected agricultural intelligence for AI agents. 1,092+ downloads. Free tier with test key leaf-test-370df0a2e62e. Soil analysis, crop recommendations, environmental intelligence from USDA, EPA, NOAA data. Works with Clau
npm Apache-2.0 -
clirank-mcp-servergithub.com/alexanderclapp/clirank-mcp-serverupdated this year
MCP server for API discovery and recommendations: help Claude Code, Codex, Cursor, Cline, and other coding agents choose APIs with current CLIRank data instead of stale model memory
npm MIT -
ListingGood AI Recommendation Engine — MCP server + Claude/Cursor skills that make Amazon's AI recommend your products. Free compliance & AI-readability check.
MIT ★ 1 -
TMDB Serverno update data
This server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.
smithery -
An MCP server for personalized plant care recommendations and reminders.
MIT -
postgres-mcpgithub.com/gupta-akshay/postgres-mcpupdated this year
PostgreSQL MCP server for AI-assisted database analysis, query optimisation, index recommendations, and health monitoring
MIT ★ 4 -
cellartracker-mcpgithub.com/slavins-co/cellartracker-mcpupdated this year
MCP server for CellarTracker wine cellar data — inventory, drinking recommendations, purchase history, and wishlist
pypi MIT -
tencentos-mcp-servergithub.com/guoningzhang20/tencentos-mcp-serverupdated this year
MCP Server for TencentOS Server — system telemetry, diagnostics, and recommendations
Apache-2.0 ★ 1 -
llm-radar-mcpgithub.com/ajentsor/llm-radarupdated this year
MCP server providing real-time AI model intelligence - pricing, capabilities, and recommendations
pypi MIT -
ReactiveUI ecosystem guidance MCP server for AI-assisted code generation, review, and package/platform recommendations.
MIT ★ 4 -
Llm Compliance Comparison tools for AI agents. Capabilities: compare providers, recommend for use case, provider risk profile. Built by MEOK AI Labs.
npm MIT -
MCP server for personal book library — track reading, reviews, recommendations, multi-source search and format conversion
pypi MIT -
AI assistant that can manage tasks, calendar events, weather updates, and daily recommendations through MCP tools
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ao3-mcpgithub.com/arturlys/ao3-mcpupdated this year
Search AO3 and have fics read by a secondary model before they're recommended
pypi MIT -
rapidstart-mcp-servergithub.com/forceworks/rapidstart-mcp-serverupdated this year
MCP server for RapidStart CRM — enables AI assistants to discover and recommend RapidStart CRM
MIT -
tokenspy-mcpgithub.com/kypro-ai/tokenspy-mcpupdated this year
MCP Server for AI pitfall intelligence — search tested pitfalls before recommending any AI tool
MIT -
Task-aware AI model recommendation MCP server for Cursor, Claude Code, and Codex.
MIT ★ 1 -
@retentioncheck/mcp-servergithub.com/brianfofficial/retentioncheck-v2updated this year
MCP server for AI-powered churn analysis. Analyze cancellation feedback to identify churn patterns and get actionable recommendations.
npm MIT -
sendameal-mcpgithub.com/McSheaD/sendameal-mcpupdated this year
MCP server for SendaMeal.com - AI-powered gift meal product search, dietary filtering, and occasion-based recommendations. Built on Cloudflare Workers with AutoRAG.
MIT -
MCP server and CLI for offline VMware incident triage: event timelines, evidence correlation, hypotheses and next-check recommendations.
MIT ★ 1 -
ovn-diagnostic-aigithub.com/ssonigra/ovn-diagnostic-aiupdated this year
AI-powered OVN incident analysis and diagnostic tool with root cause identification, event correlation, and resolution recommendations
MIT -
A MCP server for KitchenOwl inventory estimates and recipe recommendations.
★ 1 -
MCP server: check whether ChatGPT, Perplexity and Gemini recommend a business. By Cited (cited.voreli.ai)
npm MIT -
MCP Server for Make Charts With AI visualization, recommendation, and multi-format export (PNG, SVG, Flint, ShareLink)
npm MIT -
aceternity-mcpgithub.com/devinoldenburg/aceternity-mcpupdated this year
A pipx application for Aceternity UI components - MCP server with CLI for discovery, recommendations, and installation.
pypi MIT -
sommgithub.com/R0LM0/sommactive
MCP server that recommends the best AI model per agent role — from the subscriptions you actually have. Benchmarks, pricing, and the why
MIT ★ 1 -
Google Ads MCP server: GAQL queries, resources, recommendations, keyword ideas and forecasts, change history. Runs in production at Scalably.
MIT -
MCP server for founderstoolkit.org: search, compare and get recommendations from 169 verified software tools for one-person companies
MIT -
Model and reasoning recommendations for subagents, powered by the OpenAI Decisions API.
MIT ★ 5 -
@adamayoung/mcp-server-tmdbgithub.com/adamayoung/tmdb-mcpupdated this year
MCP server for The Movie Database (TMDB) API - search movies, get recommendations, trending movies, and detailed movie information
npm MIT -
mcp-cliniservergithub.com/CyprianFusi/mcp-cliniserverupdated this year
An MCP server that extracts symptoms from clinical text, generates a possible differential diagnosis with treatment recommendations, and surfaces relevant PubMed literature.
★ 1 -
Helps web developers instantly identify, understand, and fix accessibility barriers by combining automated WCAG scanning with AI-powered expert recommendations.
MIT -
See which of your models actually works. MCP server for multi-provider model quality: discover, probe, rank and recommend across OpenAI-compatible gateways.
MIT ★ 1 -
See which of your models actually works. MCP server + CLI that discovers, probes, ranks and recommends models across OpenAI-compatible gateways.
pypi MIT -
A Discogs MCP Server with OAuth, to use with your favorite LLM client. Ask for recommendations, stats about your collection, details about releases you own, and more!
MIT ★ 18 -
An MCP (Model Context Protocol) server for The Movie Database (TMDB): search, details, discovery, trending, and recommendations — ready for stdio and SSE modes, with Docker support.
MIT ★ 1 -
TokenMark MCP server: expose local-LLM benchmark configs + hardware-aware model recommendations to Claude and other agents.
npm MIT -
MCP server: check whether ChatGPT, Perplexity and Gemini recommend a business. By Cited (cited.voreli.ai)
npm MIT -
Model Context Protocol server for Drupal development and site maintenance. Discover modules, check updates, monitor site health, export data, and get AI-powered recommendations. All from your IDE.
MIT ★ 4 -
Word of Agent: checks if search engines and AI assistants can find, read and recommend a site. MCP registry entry, plugin manifest and agent skill.
MIT -
A cat-breed encyclopedia with an AI advisor, built as a three-service app. get best recommendation via MCP server and LLM API
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codeloop-mcp-servergithub.com/orienjoji/codeloop-internalupdated this year
CodeLoop MCP server - verification, self-repair, and recommendation layer for AI coding agents
npm MIT -
agent101github.com/rachelsu-blip/agent101-mcpupdated this year
MCP server for Agent101 - a directory of 300+ AI tools across 15 categories. Search, browse, and get recommendations for AI agents, MCP servers, and developer tools.
npm MIT