Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | Unranked | handson-codingmcp · ai-agents | Enables recording and analyzing coding practice attempts, comparing LLM verdicts with platform results, and gradually improving LLM judgment through… | No signals yet | No one-command install · Source | |
| 2802 | Unranked | tokenomicsmcp · ai-agents | Provides live LLM pricing data from OpenRouter, enabling agents to search models, get pricing, estimate costs, and compare models. | No signals yet | No one-command install · Source | |
| 2803 | Unranked | content-intelligence-mcp-servermcp · ai-agents | Provides content intelligence tools for AI agents, including extraction, analysis, research, comparison, monitoring, and briefing, powered by free… | No signals yet | No one-command install · Source | |
| 2804 | Unranked | evds-mcp-servermcp · back-end | Enables querying Turkish economic data (inflation, FX rates, policy rates, etc.) from TCMB EVDS via curated tools, preventing LLM hallucination. | No signals yet | No one-command install · Source | |
| 2805 | Unranked | rag-mcp-server-pineconemcp · search | Enables searching and asking questions over your PDF documents using a Pinecone vector index with local embeddings and language model, no external LLM… | No signals yet | No one-command install · Source | |
| 2806 | Unranked | fleet-intelligence-mcp-servermcp · back-end | Connects an LLM to your fleet of clusters via ACM or Multicluster Global Hub, enabling queries about fleet health, unhealthy clusters, and detailed… | No signals yet | No one-command install · Source | |
| 2807 | Unranked | wandering-rag-mcpmcp · database | A local RAG knowledge base MCP server that exposes semantic document search as tools using zvec for vector storage and Qwen3-Embedding for text… | No signals yet | No one-command install · Source | |
| 2808 | Unranked | smart-compost-mcpmcp · ai-agents | MCP server for Smart Compost platform that lets LLM agents list composting processes/devices and pull measurements as read-only tools. | No signals yet | No one-command install · Source | |
| 2809 | Unranked | nvidia-nim-mcp-servermcp · back-end | Enables local task execution using the user's NVIDIA NIM API quota, with tools to process file contents through LLMs, send chat prompts, and list… | No signals yet | No one-command install · Source | |
| 2810 | Unranked | latex-mcpmcp · ai-agents | An MCP server that enables LLMs to compile LaTeX documents and inspect the resulting PDF, supporting an autonomous write-compile-check-revise loop via… | No signals yet | No one-command install · Source | |
| 2811 | Unranked | anki-card-manager-acmmcp · ai-agents | This MCP server connects Claude with Anki, allowing users to create flashcards conversationally and automatically deduplicates, classifies, and… | No signals yet | No one-command install · Source | |
| 2812 | Unranked | google-docs-and-gmail-mcp-servermcp · ai-agents | An MCP server that exposes Google Docs and Gmail capabilities to LLMs via SSE transport. | No signals yet | No one-command install · Source | |
| 2813 | Unranked | llm-fallback-mcpmcp · ai-agents | MCP server that completes prompts with automatic provider fallback across OpenAI, Anthropic Claude, and Google Gemini. It is rate-limit aware, retries… | No signals yet | No one-command install · Source | |
| 2814 | Unranked | resume-scorer-mcpmcp · ai-agents | MCP server that scores a structured resume against a deterministic 4-category engineering rubric, providing numeric scores, evidence, bonus points… | No signals yet | No one-command install · Source | |
| 2815 | Unranked | whatsapp-mcp-server-3mcp · database | Enables LLM clients to read and search your own WhatsApp messages stored in a local SQLite database, captured live via a linked device. | No signals yet | No one-command install · Source | |
| 2816 | Unranked | second-brainmcp · database | Persistent, semantically-searchable memory for AI agents using local PostgreSQL, pgvector, and Ollama embeddings, exposed via MCP with hybrid… | No signals yet | No one-command install · Source | |
| 2817 | Unranked | notes-rag-mcpmcp · database | A Python MCP server for note management with RAG capabilities, enabling adding, searching, asking questions, summarizing, and deleting notes, using… | No signals yet | No one-command install · Source | |
| 2818 | Unranked | moderngl-docs-mcpmcp · database | Enables hybrid keyword and semantic search over ModernGL documentation using FTS5 and vector embeddings, with a single search_docs tool. | No signals yet | No one-command install · Source | |
| 2819 | Unranked | poc-mcpmcp · ai-agents | A proof-of-concept MCP server that enables LLMs to read local text files and fetch real-time weather data through external tools. | No signals yet | No one-command install · Source | |
| 2820 | Unranked | groq-mcp-servermcp · back-end | Enables lightning-fast inference using Groq models through MCP clients, supporting vision, speech, batch processing, and agentic tasks. | No signals yet | No one-command install · Source | |
| 2821 | Unranked | mock-interview-rag-servermcp · search | A Dockerized MCP server that fetches your GitHub repositories, indexes them into a local vector database, and exposes semantic code search tools to… | No signals yet | No one-command install · Source | |
| 2822 | Unranked | expenses-mcp-servermcp · database | Enables adding, listing, and summarizing expenses in a SQLite database via LLM agents over SSE. | No signals yet | No one-command install · Source | |
| 2823 | Unranked | litmos-mcpmcp · back-end | Enables Claude Desktop to interact with the Litmos REST API for managing courses, users, training progress, and enrollments. | No signals yet | No one-command install · Source | |
| 2824 | Unranked | retrieval-only-ragmcp · ai-agents | An MCP server that retrieves relevant PDF chunks via local embeddings and returns them to IDE agents (Cursor, Kiro, Claude Code) for answer… | No signals yet | No one-command install · Source | |
| 2825 | Unranked | writespacemcp · search | Persistent docs and memory for AI agents. Writespace is a collaborative markdown editor with a built-in MCP server — your model reads, writes… | No signals yet | No one-command install · Source | |
| 2826 | Unranked | mem0-local-mcpmcp · database | A fully local, self-hosted memory server for MCP clients (Claude Code, Cursor, etc.) that provides persistent memory storage with semantic search… | No signals yet | No one-command install · Source | |
| 2827 | Unranked | fred-macro-mcpmcp · ai-agents | Enables LLM agents to query US macroeconomic time series from FRED, including GDP, CPI, unemployment, and interest rates, for contextual research. | No signals yet | No one-command install · Source | |
| 2828 | Unranked | mcp-ollama-servermcp · database | Enables natural language database queries by combining Ollama's language models with SQLite database access through an MCP server. | No signals yet | No one-command install · Source | |
| 2829 | Unranked | kuksa-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that connects LLMs to vehicle data via the Eclipse Kuksa Databroker, enabling AI assistants to read and write… | No signals yet | No one-command install · Source | |
| 2830 | Unranked | scholaragent-rag-mcp-servermcp · ai-agents | A focused local-paper RAG MCP server that imports PDFs, indexes them into SQLite and ChromaDB, and retrieves section-aware paper chunks for use with… | No signals yet | No one-command install · Source | |
| 2831 | Unranked | insurance-claims-mcp-rag-agentmcp · search | Provides retrieval-augmented generation for insurance claims, enabling search, clause retrieval, and governed tool-calling over policy documents using… | No signals yet | No one-command install · Source | |
| 2832 | Unranked | worldcup-ai-forecastermcp · ai-agents | An MCP server that enables LLMs to act as World Cup forecasting agents, pulling live odds, getting model forecasts, and simulating tournament brackets… | No signals yet | No one-command install · Source | |
| 2833 | Unranked | neuro-mcp-v2mcp · ai-agents | Supercharges Claude Desktop with persistent semantic memory, sandboxed file I/O, live web search, and local emotional intelligence using a local… | No signals yet | No one-command install · Source | |
| 2834 | Unranked | langgraph-fastapi-mcp-servermcp · back-end | Enables LLM-powered agents to securely communicate with and orchestrate downstream microservices via FastAPI endpoints exposed as MCP tools. | No signals yet | No one-command install · Source | |
| 2835 | Unranked | brand-knowledge-mcp-servermcp · back-end | Provides structured dealer brand data including inventory, promotions, reviews, and dealer profile via MCP tools, enabling LLMs to answer accurate… | No signals yet | No one-command install · Source | |
| 2836 | Unranked | lean-readermcp · ai-agents | MCP server that converts URLs into token-minimized clean text for LLMs, providing a receipt of token and cost savings. | No signals yet | No one-command install · Source | |
| 2837 | Unranked | mcp-codingmcp · ai-agents | Experimental MCP server for local LLM orchestration with filesystem tools (read, write, list, delete files) and a CLI agent that communicates via… | No signals yet | No one-command install · Source | |
| 2838 | Unranked | concisrmcp · ai-agents | Token compression for AI contexts, reducing token consumption by compressing conversation exchanges before they enter the LLM context window. | No signals yet | No one-command install · Source | |
| 2839 | Unranked | mcp-qrantmcp · database | Provides a unified interface for storing and querying vector databases, currently supporting Qdrant with self-embedding and semantic search. | No signals yet | No one-command install · Source | |
| 2840 | Unranked | agent-webmcp · ai-agents | Converts URLs into clean, LLM-ready markdown, respecting robots.txt and never bypassing anti-bot measures or paywalls. | No signals yet | No one-command install · Source | |
| 2841 | Unranked | jobs-winterchill-mcpmcp · ai-agents | An MCP server for searching UK tech jobs from the winterchill catalog, enabling job search, company lookup, and CV matching/tailoring via LLM agents. | No signals yet | No one-command install · Source | |
| 2842 | Unranked | api-to-mcp-gatewaymcp · back-end | Acts as a bridge between standard REST/OpenAPI web APIs and the Model Context Protocol, dynamically converting REST endpoints into MCP tools for LLM… | No signals yet | No one-command install · Source | |
| 2843 | Unranked | modelcostsavermcp · ai-agents | Predict the cost of an LLM call before you make it, and pick the cheapest model that still does the job, offline, from your editor. | No signals yet | No one-command install · Source | |
| 2844 | Unranked | lifeng688-anki-mcpmcp · back-end | MCP stdio server for controlling local Anki via AnkiConnect. Enables LLMs to manage Anki decks and notes through a standardized tool interface. | No signals yet | No one-command install · Source | |
| 2845 | Unranked | readable-mcpmcp · ai-agents | Converts any URL into clean, LLM-ready Markdown, text, or HTML with production-grade features like SSRF protection, rate limiting, retries, caching… | No signals yet | No one-command install · Source | |
| 2846 | Unranked | lms-mcpmcp · ai-agents | MCP server that provides LLM tools to interact with Lyrion Music Server (LMS), enabling player control, playback management, playlist operations, and… | No signals yet | No one-command install · Source | |
| 2847 | Unranked | mcp-docpilot-servermcp · search | An MCP server that exposes document retrieval as tools (semantic search and source listing) for any LLM, using a vector index built from DocPilot's… | No signals yet | No one-command install · Source | |
| 2848 | Unranked | rag-regression-gatemcp · search | MCP server that diagnoses RAG pipeline regression by detecting which failure modes (e.g., retrieval miss, hallucination) significantly regressed, not… | No signals yet | No one-command install · Source | |
| 2849 | Unranked | a7om-pricing-intelligencemcp · search | Global price benchmarking for AI inference across vendors, SKUs, and price indexes. | No signals yet | No one-command install · Source | |
| 2850 | Unranked | rag-retriever-mcpmcp · search | A local-first document retrieval engine that mounts as an MCP tool for agents to index files, search for relevant passages, and let the agent's own… | No signals yet | No one-command install · Source | |
| 2851 | Unranked | self-evolving-mcp-brainmcp · ai-agents | A self-updating MCP system that analyzes design and code inputs with an LLM, refines them through conversation, and crystallizes approved patterns… | No signals yet | No one-command install · Source | |
| 2852 | Unranked | movmint-fx-mcpmcp · ai-agents | Exposes two tools (get_fx_quote, capture_fx_quote) that LLM clients can call to get live FX rates and execute trades. | No signals yet | No one-command install · Source | |
| 2853 | Unranked | confluence-vectorless-ragmcp · database | Enables querying Confluence documents through agentic reasoning over hierarchical document trees, replacing vector similarity with structural… | No signals yet | No one-command install · Source | |
| 2854 | Unranked | gpkg-mcpmcp · back-end | A knowledge graph MCP server for Moleculer and Go microservice projects that scans codebases, extracts service metadata, seeds Neo4j, and exposes… | No signals yet | No one-command install · Source | |
| 2855 | Unranked | motion-mcp-server-4mcp · ai-agents | Enables natural language management of Motion tasks, projects, schedules, and more via the Model Context Protocol, integrating with LLMs like Claude… | No signals yet | No one-command install · Source | |
| 2856 | Unranked | mxhero-mail2cloud-advanced-gomcp · database | Integrates with mxHERO's Mail2Cloud Advanced service to search across massive multi-account email repositories using vector database technology… | No signals yet | No one-command install · Source | |
| 2857 | Unranked | mcp-agent-appmcp · ai-agents | Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Ollama), exposing an MCP tool for mesh generation. | No signals yet | No one-command install · Source | |
| 2858 | Unranked | nestjs-langgraph-mcpmcp · ai-agents | Experimental MCP server built with NestJS and LangGraph, enabling tool execution and agent workflows via stdio transport. Supports OpenAI and Ollama… | No signals yet | No one-command install · Source | |
| 2859 | Unranked | airlockmcp · ai-agents | Enables LLM agents to safely search and fetch content from a single configured domain, preventing data exfiltration through deterministic enforcement. | No signals yet | No one-command install · Source | |
| 2860 | Unranked | mcp-rag-assistantmcp · search | MCP server that provides 8 local RAG tools using LlamaIndex and Ollama, enabling AI-powered document querying, summarization, analysis, and comparison… | No signals yet | No one-command install · Source | |
| 2861 | Unranked | capusmcp · ai-agents | Persona-driven LLM agent testing for macOS and web apps through a local MCP daemon, enabling autonomous GUI testing with human-like behavior. | No signals yet | No one-command install · Source | |
| 2862 | Unranked | llm-vision-mcpmcp · ai-agents | A TypeScript MCP server that gives text-only LLMs image understanding through StepFun vision models. | No signals yet | No one-command install · Source | |
| 2863 | Unranked | mcp-agentic-ragmcp · search | Provides RAG tools with local vector retrieval and web fallback using Firecrawl, enabling document ingestion and querying through MCP stdio transport. | No signals yet | No one-command install · Source | |
| 2864 | Unranked | meeting-notes-mcp-servermcp · database | A self-hosted MCP server for storing, searching, and querying meeting notes with semantic search and RAG capabilities using SQLite + OpenRouter. | No signals yet | No one-command install · Source | |
| 2865 | Unranked | autonomous-documentation-discovery-enginemcp · search | Enables AI agents to search, fetch, and clean live documentation from LangChain, LlamaIndex, and OpenAI via Model Context Protocol, with… | No signals yet | No one-command install · Source | |
| 2866 | Unranked | ftrack-mcp-servermcp · back-end | Provides broad, typed access to the ftrack Studio production-tracking API for LLM agents via 28 tools, including generic CRUD and convenience… | No signals yet | No one-command install · Source | |
| 2867 | Unranked | atmcpmcp · ai-agents | Enables multiple LLM agents across devices to form teams, share knowledge, memory, and tasks with live status via a web dashboard and… | No signals yet | No one-command install · Source | |
| 2868 | Unranked | langchain-mcp-user-query-demomcp · ai-agents | A demonstrative MCP server that exposes a query-user tool for retrieving user info by ID, integrated with LangChain for agent-driven model reasoning… | No signals yet | No one-command install · Source | |
| 2869 | Unranked | local-rag-coremcp · search | A headless local knowledge library and RAG substrate that enables LLM clients to search, retrieve chunks, and list documentation packs through… | No signals yet | No one-command install · Source | |
| 2870 | Unranked | factograph-mcpmcp · ai-agents | Enables building and exploring a knowledge graph from files (PDF, DOCX, code) with AI enrichment via Ollama or Claude. Supports pinning documents… | No signals yet | No one-command install · Source | |
| 2871 | Unranked | distill-mcp-v2mcp · ai-agents | distill-mcp-v2 is a high-performance, network-dependency-free Python FastMCP server designed to aggressively optimize Large Language Model (LLM)… | No signals yet | No one-command install · Source | |
| 2872 | Unranked | alopeyk-mcpmcp · ai-agents | A self-hostable MCP server for Alopeyk (الوپیک), an Iranian on-demand delivery and logistics company, enabling LLM agents to geocode addresses, quote… | No signals yet | No one-command install · Source | |
| 2873 | Unranked | morph-websearch-mcpmcp · ai-agents | Enables web search, page fetching, and AI-powered research via DuckDuckGo, with context compaction and agent reasoning using morphllm. | No signals yet | No one-command install · Source | |
| 2874 | Unranked | industrial-mcp-agent-platformmcp · ai-agents | MCP server for integrating manufacturing systems (MES/ERP/quality/maintenance) with LLM agents, enabling event ingestion, incident triage, approval… | No signals yet | No one-command install · Source | |
| 2875 | Unranked | maic-server-fs-mcpmcp · back-end | Provides LLMs with local filesystem operations (read/write files, list directories) and command execution via MCP, enabling file management and task… | No signals yet | No one-command install · Source | |
| 2876 | Unranked | aletheia-mcpmcp · ai-agents | Secure multi-agent runtime validation engine with Docker sandbox execution and real-time supervisor auditing for LLM-generated code. | No signals yet | No one-command install · Source | |
| 2877 | Unranked | hackernews-mcpmcp · back-end | Enables LLMs to search and read Hacker News posts and comments via the Algolia API. | No signals yet | No one-command install · Source | |
| 2878 | Unranked | mcptoolsmcp · ai-agents | An all-in-one MCP server for local LLMs that provides live web access, math, shell/code execution, filesystem access, memory, and RAG over local files… | No signals yet | No one-command install · Source | |
| 2879 | Unranked | mcp-recall-mdmcp · database | Enables semantic search over local markdown note collections using vector embeddings, with real-time file watching and zero-config setup. | No signals yet | No one-command install · Source | |
| 2880 | Unranked | soapstonemcp · ai-agents | Context-anchored gotcha notes for LLM agents that surface warnings at the point of relevance, and allows leaving new notes via MCP tools. | No signals yet | No one-command install · Source | |
| 2881 | Unranked | agi-cognitive-mcp-servermcp · back-end | Provides programmatic access to causal discovery, topological data analysis, Gaussian process belief updating, thermodynamic auditing, and HCHL… | No signals yet | No one-command install · Source | |
| 2882 | Unranked | location-mcpmcp · back-end | A Model Context Protocol server that enables LLMs to perform IP geolocation, reverse geocoding, and detect the host's public IP without requiring API… | No signals yet | No one-command install · Source | |
| 2883 | Unranked | mcp-tool-connectormcp · back-end | Exposes search over internal documents and company lookup via authenticated API, enabling LLMs to access firm files and data. | No signals yet | No one-command install · Source | |
| 2884 | Unranked | glasz-mcpmcp · github-vcs | Fetches glasz-style spec files (product.md, tech.md, test-plan.md, and INDEX.md) from GitHub repositories, enabling LLMs to answer questions about… | No signals yet | No one-command install · Source | |
| 2885 | Unranked | openai-mcp-servermcp · back-end | Provides tools to interact with OpenAI API including chat completions, embeddings, content moderation, and file management through natural language. | No signals yet | No one-command install · Source | |
| 2886 | Unranked | cohere-mcpmcp · back-end | A Type 3 DAuth MCP server for Cohere AI API, enabling chat, embeddings, reranking, classification, and summarization using Cohere's AI models. | No signals yet | No one-command install · Source | |
| 2887 | Unranked | dcp-mcpmcp · ai-agents | Enables AI agents to access DCP's Saudi-hosted AI compute platform for inference, GPU rental, and storage via tool calls. | No signals yet | No one-command install · Source | |
| 2888 | Unranked | gdbmcpmcp · ai-agents | Attaches to a running C++ process and exposes tools to inspect live memory via a resident GDB subprocess, enabling LLMs to read fields, follow… | No signals yet | No one-command install · Source | |
| 2889 | Unranked | azure-adf-mcpmcp · ai-agents | An MCP server that exposes Azure Data Factory operations as tools any LLM can call — trigger pipelines, monitor runs, inspect datasets, and get… | No signals yet | No one-command install · Source | |
| 2890 | Unranked | random-persona-mcp-servermcp · back-end | Enables dynamic persona injection and post-processing for LLM conversations through a six-layer engine. Supports commands and state management for… | No signals yet | No one-command install · Source | |
| 2891 | Unranked | walmart-marketplace-mcpmcp · ai-agents | An MCP server that lets you manage a Walmart Marketplace seller account in plain language, including orders, inventory, pricing, returns, WFS… | No signals yet | No one-command install · Source | |
| 2892 | Unranked | lightrag-code-brain-mcpmcp · ai-agents | Provides a durable memory layer for coding agents like Claude Code and Codex by indexing codebases and enabling RAG queries, reducing rediscovery… | No signals yet | No one-command install · Source | |
| 2893 | Unranked | geoontology-mcpmcp · ai-agents | A geographic ontology layer MCP server that exposes hierarchical relations, topological adjacency, toponym disambiguation, spatial operations, and… | No signals yet | No one-command install · Source | |
| 2894 | Unranked | google-nice-mcpmcp · ai-agents | A read-only MCP server for Gmail and Drive with only 5 tools, designed to be friendly to small local LLMs by minimizing context usage and simplifying… | No signals yet | No one-command install · Source | |
| 2895 | Unranked | steam-agentmcp · ai-agents | 基于MCP和LLM的游戏资讯智能体，支持查询Steam排行榜、总结游戏新闻和发送邮件简报。 | No signals yet | No one-command install · Source | |
| 2896 | Unranked | mcp-eval-harnessmcp · devops | MCP-based code evaluation harness — sandboxed execution + LLM quality scoring. | No signals yet | No one-command install · Source | |
| 2897 | Unranked | ai-orchestratormcp · ai-agents | Enables multi-strategy AI orchestration including council decision review, debate, brainstorming, evaluation, and spec review, with support for… | No signals yet | No one-command install · Source | |
| 2898 | Unranked | memory-context-mcp-servermcp · ai-agents | A Model Context Protocol (MCP) server that gives LLMs persistent, semantic memory using vector search with ChromaDB. | No signals yet | No one-command install · Source | |
| 2899 | Unranked | mcp-db-explorermcp · database | A Model Context Protocol (MCP) server that exposes tools for exploring and querying SQLite and PostgreSQL databases. It allows Large Language Models… | No signals yet | No one-command install · Source | |
| 2900 | Unranked | digital-brainmcp · search | Enables AI assistants to query your local browsing history using keyword search, RAG Q&A, and activity stats. | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.