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 | 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 | |
| 2802 | 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 | |
| 2803 | 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 | |
| 2804 | 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 | |
| 2805 | 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 | |
| 2806 | 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 | |
| 2807 | 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 | |
| 2808 | 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 | |
| 2809 | 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 | |
| 2810 | 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 | |
| 2811 | 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 | |
| 2812 | 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 | |
| 2813 | 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 | |
| 2814 | 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 | |
| 2815 | 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 | |
| 2816 | 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 | |
| 2817 | 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 | |
| 2818 | 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 | |
| 2819 | 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 | |
| 2820 | 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 | |
| 2821 | 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 | |
| 2822 | 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 | |
| 2823 | 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 | |
| 2824 | 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 | |
| 2825 | 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 | |
| 2826 | 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 | |
| 2827 | 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 | |
| 2828 | 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 | |
| 2829 | 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 | |
| 2830 | 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 | |
| 2831 | 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 | |
| 2832 | 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 | |
| 2833 | 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 | |
| 2834 | Unranked | mcp-eval-harnessmcp · devops | MCP-based code evaluation harness — sandboxed execution + LLM quality scoring. | No signals yet | No one-command install · Source | |
| 2835 | 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 | |
| 2836 | 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 | |
| 2837 | 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 | |
| 2838 | 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 | |
| 2839 | Unranked | damusix-buffer-mcpmcp · ai-agents | Manage posts, channels, organizations, and ideas through any MCP-compatible LLM client. | No signals yet | No one-command install · Source | |
| 2840 | Unranked | myst-mcpmcp · search | Enables searching any MyST Markdown or Jupyter Book documentation site that publishes a search index, without crawling or embeddings. | No signals yet | No one-command install · Source | |
| 2841 | Unranked | mcp-sparqlmcp · back-end | MCP server exposing SPARQL query functionalities for LLMs, enabling query execution, validation, and graph exploration across SPARQL endpoints. | No signals yet | No one-command install · Source | |
| 2842 | Unranked | mcp-eyesmcp · ai-agents | A drop-in MCP server that pairs long-context reasoning LLMs with vision models in description-only mode, enabling any reasoning model to 'see' images… | No signals yet | No one-command install · Source | |
| 2843 | Unranked | jina-mcp-servermcp · back-end | Remote MCP server providing access to Jina Reader, Embeddings, and Reranker APIs for web content extraction, search, and AI-powered text processing. | No signals yet | No one-command install · Source | |
| 2844 | Unranked | masabbs-mcpmcp · back-end | MCP server enabling LLMs to retrieve thread-centered discussion context and manage organization design through masabbs REST API. | No signals yet | No one-command install · Source | |
| 2845 | Unranked | emailsrboringmcp · ai-agents | A safe, redacting MCP server for Apple Mail on macOS that enables an LLM to read, search, triage, draft, and confirm sending email while stripping… | No signals yet | No one-command install · Source | |
| 2846 | Unranked | llm-wiki-kissmcp · ai-agents | A KISS self-hosted wiki server for AI agents, providing MCP tools to list, read, search, write, and append notes to Markdown files on the filesystem. | No signals yet | No one-command install · Source | |
| 2847 | Unranked | arxiv-analyzermcp · ai-agents | Enables LLM agents to search arXiv, download papers, parse PDFs into structured sections, and extract key findings using client-side LLMs. Features… | No signals yet | No one-command install · Source | |
| 2848 | Unranked | specforgemcp · github-vcs | SpecForge is a Model Context Protocol (MCP) server that connects an LLM client to a fully autonomous code-fixing pipeline. Point it at a GitHub issue… | No signals yet | No one-command install · Source | |
| 2849 | Unranked | mermaid-mcp-toolmcp · front-end | Provides Mermaid code validation and iterative line-level repair to fix syntax errors in LLM-generated Mermaid diagrams, ensuring consistency with the… | No signals yet | No one-command install · Source | |
| 2850 | Unranked | docfillermcp · ai-agents | Enables generating PDFs from DOCX/ODT templates using MCP with support for OpenAI or local Ollama models. | No signals yet | No one-command install · Source | |
| 2851 | Unranked | local-executor-mcpmcp · ai-agents | An MCP server that lets a frontier planner (Claude Code) delegate mechanical code-generation subtasks to a local LLM served by llama-swap, to save… | No signals yet | No one-command install · Source | |
| 2852 | Unranked | metalsmarket-botmcp · ai-agents | Enables LLM clients to query live and historical metal and commodity prices from metalsmarket.net through an MCP server. | No signals yet | No one-command install · Source | |
| 2853 | Unranked | synapsismcp · ai-agents | Unified durable team memory MCP server with tools for session management, task tracking, handoff protocol, and search, plus a multi-provider LLM… | No signals yet | No one-command install · Source | |
| 2854 | Unranked | mcp-internetmcp · browser | Enables local LLMs to search the web, scrape pages, and extract structured data (tables, metadata) from sources like Wikipedia and IMDb, with caching… | No signals yet | No one-command install · Source | |
| 2855 | Unranked | firmware-attestation-mcpmcp · other | Hardware trust layer for sovereign AI that attests firmware trust state and gates AI inference on verified results. | No signals yet | No one-command install · Source | |
| 2856 | Unranked | university-course-catalog-mcp-servermcp · ai-agents | MCP server that exposes a university course catalog to LLMs, enabling course search, prerequisite lookup, instructor details, and department directory… | No signals yet | No one-command install · Source | |
| 2857 | Unranked | inkstonemcp · search | Automatically extracts and indexes knowledge from AI sessions and files using local LLMs, enabling semantic search and memory management. | No signals yet | No one-command install · Source | |
| 2858 | Unranked | nostr-ops-mcpmcp · ai-agents | A MCP server that provides NOSTR protocol tools for LLM agents, enabling signing, publishing, querying, and encrypted DMs with a defense-in-depth… | No signals yet | No one-command install · Source | |
| 2859 | Unranked | knowledge-curator-mcpmcp · back-end | A local, zero-cost MCP server that fact-checks your Markdown/Obsidian notes using a local LLM (via Ollama) and free sources like Wikipedia and… | No signals yet | No one-command install · Source | |
| 2860 | Unranked | support-ticket-mcpmcp · database | Enables natural language querying and semantic search over a bilingual customer support ticket dataset using SQL and embeddings. | No signals yet | No one-command install · Source | |
| 2861 | Unranked | mcp-shared-servicesmcp · ai-agents | Modular monolithic FastAPI shared AI service platform providing config center, prompt registry, LLM gateway, RAG service, secret manager, tool… | No signals yet | No one-command install · Source | |
| 2862 | Unranked | mcp-dev-tools-agentmcp · ai-agents | A local AI agent system that gives any LLM real access to the filesystem, terminal, and codebase via MCP, usable as a standalone terminal agent or… | No signals yet | No one-command install · Source | |
| 2863 | Unranked | turbovec-mcpmcp · database | Enables local semantic code search using compressed vectors from turbovec and any OpenAI-compatible embeddings endpoint. | No signals yet | No one-command install · Source | |
| 2864 | Unranked | code-me-brandmcp · auth | Injects the Code-Me brand identity, tone, and visual guidelines into LLMs with zero latency using built-in context files. | No signals yet | No one-command install · Source | |
| 2865 | Unranked | garageband-llm-bridgemcp · ai-agents | A local CLI and MCP server enabling an LLM to control GarageBand on macOS via AppleScript, accessibility automation, and MIDI workflows. | No signals yet | No one-command install · Source | |
| 2866 | Unranked | mcp-server-playgroundmcp · back-end | A learning project that wraps a FastAPI app with endpoints for random facts and Japan FAQs as MCP tools, enabling LLMs to call them via LiteLLM proxy. | No signals yet | No one-command install · Source | |
| 2867 | Unranked | openshift-sre-copilotmcp · search | AI-powered MCP server for enterprise OpenShift/Kubernetes cluster management, providing diagnostic tools, RAG knowledge retrieval, and autonomous… | No signals yet | No one-command install · Source | |
| 2868 | Unranked | asian-etf-mcpmcp · ai-agents | Exposes Asian ETF Tracker data (HK, A-Share, Taiwan, South Korea, US) as tools for LLM agents, enabling market discovery, performance analysis, and… | No signals yet | No one-command install · Source | |
| 2869 | Unranked | quickwit-mcpmcp · ai-agents | A read-only MCP server that exposes Quickwit log search and aggregations to LLM clients, enabling natural language log investigation. | No signals yet | No one-command install · Source | |
| 2870 | Unranked | ai-workers-mcpmcp · ai-agents | Routes commodity NLP tasks like summarization and translation to free-tier LLMs, saving Claude tokens for complex work. | No signals yet | No one-command install · Source | |
| 2871 | Unranked | tattoo-feedmcp · back-end | An MCP server that lets an LLM client browse and curate posts from a hand-picked list of Instagram tattoo artists via Instagram's Business Discovery… | No signals yet | No one-command install · Source | |
| 2872 | Unranked | local-ragmcp · search | A local-first document retrieval MCP server that enables AI coding tools like Codex to search private local documents via semantic search and keyword… | No signals yet | No one-command install · Source | |
| 2873 | Unranked | pageindex-mcpmcp · ai-agents | A self-hosted MCP server for PageIndex's vectorless, reasoning-based document retrieval. It ingests PDFs into a hierarchical table of contents using… | No signals yet | No one-command install · Source | |
| 2874 | Unranked | mcp-micro-toolsmcp · ai-agents | Provides a set of micro-tools (time calculation, regex, encoding, JSON diff, etc.) for LLM agents to handle deterministic, precision tasks that models… | No signals yet | No one-command install · Source | |
| 2875 | Unranked | gdb-lite-mcpmcp · ai-agents | A lightweight MCP server that enables LLM agents to interact with GDB for debugging native programs, supporting spawning sessions, executing commands… | No signals yet | No one-command install · Source | |
| 2876 | Unranked | case-chatmcp · search | A conversational chat interface that uses RAG over a synthetic test corpus and a domain-knowledge corpus, exposing retrieval via MCP. | No signals yet | No one-command install · Source | |
| 2877 | Unranked | kicad-mcp-seamcp · front-end | Audits KiCad PCB designs against South-East Asian fab capabilities using an IPC-compatible DFM rules engine with optional AI review via Ollama. | No signals yet | No one-command install · Source | |
| 2878 | Unranked | mcp-timer-servermcp · back-end | Provides accurate system time to LLM applications with multi-timezone support via a simple tool call. | No signals yet | No one-command install · Source | |
| 2879 | Unranked | hugo-llms-mcpmcp · devops | A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cloudflare Workers. It reads your blog's llms.txt and llms-full.txt files… | No signals yet | No one-command install · Source | |
| 2880 | Unranked | imdb-mcpmcp · database | Enables semantic and similarity search across IMDB movie data using vector embeddings and PostgreSQL with pgvector, supporting traditional filters and… | No signals yet | No one-command install · Source | |
| 2881 | Unranked | personal-llm-wiki-kitmcp · search | Enables querying a local wiki through MCP-style tools, including search, Q\&A, and knowledge map, with a web viewer for human browsing. | No signals yet | No one-command install · Source | |
| 2882 | Unranked | agmarknet-mcp-servermcp · back-end | Provides LLMs with real-time access to Indian agricultural commodity prices across 3,000+ markets via the government's Agmarknet database. | No signals yet | No one-command install · Source | |
| 2883 | Unranked | ollama-vision-mcpmcp · other | Enables text-only AI models to analyze images via local Ollama multimodal models. Supports image analysis, OCR, and multi-image comparison entirely… | No signals yet | No one-command install · Source | |
| 2884 | Unranked | oraclarrmcp · ai-agents | A locally-run, read-only MCP server that lets an LLM client diagnose a self-hosted *arr media stack by aggregating across Sonarr, Radarr, Prowlarr… | No signals yet | No one-command install · Source | |
| 2885 | Unranked | sampling-mcpmcp · ai-agents | A minimal FastMCP server demonstrating the sampling mechanism, where the server requests a client-side LLM completion to summarize documents. | No signals yet | No one-command install · Source | |
| 2886 | Unranked | rag-mcpmcp · search | Enables retrieval-augmented generation by allowing LLMs to search documents in a local folder using vector similarity, supporting multiple file… | No signals yet | No one-command install · Source | |
| 2887 | Unranked | pdf-knowledge-mcpmcp · search | A local RAG MCP server for PDF development experience, enabling document ingestion, semantic search, and Q\&A with source citations using TF-IDF and… | No signals yet | No one-command install · Source | |
| 2888 | Unranked | llm-panelmcp · ai-agents | A small MCP server that lets Claude (or any MCP client) ask other models what they think. | No signals yet | No one-command install · Source | |
| 2889 | Unranked | fast-embedding-mcp-ssemcp · back-end | Provides fast static embedding, similarity, and search capabilities via MCP tools and an OpenAI-compatible HTTP API using a tiny 16M-parameter English… | No signals yet | No one-command install · Source | |
| 2890 | Unranked | minimax-llm-mcpmcp · back-end | Exposes the MiniMax M3 LLM API to MCP-compatible clients, enabling chat completions, text completions, tool calls, and token counting via stdio or SSE… | No signals yet | No one-command install · Source | |
| 2891 | Unranked | mcp-compressormcp · ai-agents | A proxy that intercepts MCP responses to reduce token consumption by compressing them via a pipeline and exposing only two meta-tools to the LLM. | No signals yet | No one-command install · Source | |
| 2892 | Unranked | vector-mirrormcp · ai-agents | A deterministic SVG perception tool for LLM agents that renders SVGs in a real browser to measure geometry, colors, and spatial constraints, reporting… | No signals yet | No one-command install · Source | |
| 2893 | Unranked | nexus-coremcp · ai-agents | A self-hostable, multi-MCP personal-assistant framework with multi-provider LLM orchestration, a real safety model, and a production-grade test suite… | No signals yet | No one-command install · Source | |
| 2894 | Unranked | el-buen-agente-mcp-servermcp · ai-agents | Converts the 'El Buen Agente' guide into 17 actionable tools to evaluate, contract, and build robust LLM agents. | No signals yet | No one-command install · Source | |
| 2895 | Unranked | fastapi-knowledge-base-mcp-servermcp · back-end | Provides RAG-based FastAPI documentation retrieval and project introspection tools via MCP, enabling LLMs to query reference docs, symbols, and… | No signals yet | No one-command install · Source | |
| 2896 | Unranked | fullmentionmcp · ai-agents | A secure, high-performance MCP server that gives AI models and agents (like Cursor and Claude Desktop) direct access to the FullMention Public API to… | No signals yet | No one-command install · Source | |
| 2897 | Unranked | mcp-http-requestmcp · ai-agents | Universal HTTP client tool for LLM agents. Enables Claude and other MCP-compatible agents to perform GET, POST, PUT, DELETE, and other HTTP requests… | No signals yet | No one-command install · Source | |
| 2898 | Unranked | myaitwinmcp · database | Build a personal RAG database from your chats so AI generates content that matches your voice and style. | No signals yet | No one-command install · Source | |
| 2899 | Unranked | myaitwin-mcpmcp · search | Personal RAG database and semantic search built from inside your AI chat. Store knowledge, voice, and skills; Claude and ChatGPT create work that… | No signals yet | No one-command install · Source | |
| 2900 | Unranked | grepsensemcp · database | Provides two-modal code search (lexical via Zoekt and semantic via ChromaDB embeddings) for AI coding agents through MCP tools, enabling fast regex… | 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.