Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | Unranked | ragkitmcp · search | A self-hostable, MCP-native RAG pipeline that ingests, indexes, and serves data, enabling AI agents to scan codebases for prioritized findings and… | No signals yet | No one-command install · Source | |
| 2702 | Unranked | your-echo-agentmcp · ai-agents | Hire autonomous PR outreach agents from any MCP-compatible LLM. All-in-one AI outreach: find verified leads, draft hyper-personalized emails, discover… | No signals yet | No one-command install · Source | |
| 2703 | Unranked | signalforgemcp · ai-agents | Local-first MCP server that analyzes and compiles prompts for multiple LLM clients, detecting intent, missing context, and waste risks to generate… | No signals yet | No one-command install · Source | |
| 2704 | Unranked | link-finder-mcpmcp · database | Find backlink opportunities, analyze competitors, discover similar domains with AI embeddings, and manage prospecting projects directly from any MCP… | No signals yet | No one-command install · Source | |
| 2705 | Unranked | mcp-spotify-climcp · ai-agents | A CLI agent that controls Spotify through natural language commands, leveraging the Model Context Protocol to separate Spotify tools from the LLM… | No signals yet | No one-command install · Source | |
| 2706 | Unranked | tree-of-thoughts-mcp-servermcp · back-end | Implements the Tree of Thoughts framework for structured reasoning and decision tree exploration, enabling LLMs to explore multiple reasoning paths… | No signals yet | No one-command install · Source | |
| 2707 | Unranked | tggroupmcpmcp · search | Enables interaction with Telegram groups via MTProto, including message retrieval, sending, and semantic search with RAG support. | No signals yet | No one-command install · Source | |
| 2708 | Unranked | smartfarm-mcpmcp · back-end | Wraps the Smart Farm Korea Open API into MCP tools, allowing LLMs to query farm environment data using friendly metric names like temperature… | No signals yet | No one-command install · Source | |
| 2709 | Unranked | nano-vm-mcpmcp · ai-agents | Governed agent execution gateway for LLM workflows, providing deterministic FSM-based execution, audit trails, and idempotency guarantees via MCP. | No signals yet | No one-command install · Source | |
| 2710 | Unranked | ai-mcp-servermcp · back-end | A local MCP bridge that registers multiple AI API endpoints, enabling agents to automatically discover and route to models based on capabilities like… | No signals yet | No one-command install · Source | |
| 2711 | Unranked | cursor-context-mcpmcp · search | MCP server providing filesystem allowlist and pack-aware Qdrant RAG search. Enables reading files, listing directories, and performing filtered RAG… | No signals yet | No one-command install · Source | |
| 2712 | Unranked | ollama-mcp-domain-expert-delegationmcp · ai-agents | An MCP server that lets AI agents delegate domain-specific tasks to local Ollama models, using purpose-built specialists for structured tasks like… | No signals yet | No one-command install · Source | |
| 2713 | Unranked | empresa-brainmcp · database | Enables Claude to query and store private company notes through a MCP connector, using local embeddings and Groq/Claude for reasoning. | No signals yet | No one-command install · Source | |
| 2714 | Unranked | ollama-mcpmcp · back-end | MCP server that lets Claude Code offload simple tasks like code explanation, writing tests, and adding comments to a local Ollama model, saving Claude… | No signals yet | No one-command install · Source | |
| 2715 | Unranked | llama-diffusion-mcpmcp · ai-agents | Enables LLMs like Claude to bidirectionally chat with diffusion-based LLMs (e.g., DiffusionGemma, LLaDA) via a persistent llama-diffusion-cli process… | No signals yet | No one-command install · Source | |
| 2716 | Unranked | rx-shortage-mcpmcp · ai-agents | An MCP server that lets an LLM answer a pharmacist's question about drug shortages by normalizing drug names, finding pharmacologic alternatives, and… | No signals yet | No one-command install · Source | |
| 2717 | Unranked | markfetch-mcpmcp · ai-agents | Enables AI agents to fetch any web page as clean markdown or screenshot it, turning URLs into LLM-ready context. | No signals yet | No one-command install · Source | |
| 2718 | Unranked | kubewhispermcp · devops | An AI-DevOps MCP server that gives LLMs read-only-by-default access to Kubernetes clusters, Prometheus metrics, and GitHub Actions, enabling natural… | No signals yet | No one-command install · Source | |
| 2719 | Unranked | company-api-mcp-servermcp · back-end | Exposes internal company services as LLM-callable MCP tools, enabling AI agents to perform business operations like customer management, order… | No signals yet | No one-command install · Source | |
| 2720 | Unranked | clauselens-mcpmcp · ai-agents | Enables Claude or Cursor to act as a contract analyst by providing tools for document fetching, clause segmentation, span verification, and risk… | No signals yet | No one-command install · Source | |
| 2721 | Unranked | shipmcpmcp · search | Enables LLMs to understand and work with shipbuilding terminology (Korean/English), including search, translation, and explanation of terms across 14… | No signals yet | No one-command install · Source | |
| 2722 | Unranked | whoop-mcp-3mcp · ai-agents | Gives LLM agents read-only access to your WHOOP data — recovery, sleep, strain, workouts, and profile. | No signals yet | No one-command install · Source | |
| 2723 | Unranked | yunzai-mcp-pluginmcp · ai-agents | MCP server for Yunzai Bot that enables LLM-driven automated testing and debugging through mock messages, bot management, and system monitoring tools. | No signals yet | No one-command install · Source | |
| 2724 | Unranked | regex-qualitymcp · ai-agents | Provides tools to test regex patterns for correctness, performance (ReDoS), and memory usage, and suggests safe rewrites. Enables LLMs to iterate on… | No signals yet | No one-command install · Source | |
| 2725 | Unranked | refinery-mcpmcp · ai-agents | Cleans HTML from URLs or raw HTML into LLM-ready text, reducing token burn for AI agents. | No signals yet | No one-command install · Source | |
| 2726 | Unranked | remotexg-mcp-servermcp · back-end | Enables LLMs to perform distributed XGBoost training via the Model Context Protocol, allowing gradient-boosted tree model training directly from AI… | No signals yet | No one-command install · Source | |
| 2727 | Unranked | auth0-user-monitor-mcp-servermcp · database | Enables monitoring Auth0 users by collecting summaries, storing reports in SQLite, and auto-blocking suspicious admins, all through MCP tools without… | No signals yet | No one-command install · Source | |
| 2728 | Unranked | ai-agentic-mcpmcp · search | An MCP server exposing employee info retrieval and web search tools, designed to be consumed by a LangChain agent for decoupled tool execution. | No signals yet | No one-command install · Source | |
| 2729 | Unranked | reasoning-engine-mcpmcp · ai-agents | MCP server for deep algorithmic and mathematical reasoning, wrapping any OpenAI-compatible LLM endpoint to return only the final distilled answer… | No signals yet | No one-command install · Source | |
| 2730 | Unranked | low-latency-tts-api-server-mcpmcp · back-end | A low-latency text-to-speech MCP server that uses local Kokoro GGUF inference via TTS.cpp, providing say, get_voices, and get_status tools for AI… | No signals yet | No one-command install · Source | |
| 2731 | Unranked | mcp-sqlite-chatmcp · database | Enables querying and managing a SQLite database using natural language, with an MCP server and Groq LLM. | No signals yet | No one-command install · Source | |
| 2732 | Unranked | sjsingle-ai-sql-server-mcpmcp · back-end | MCP server for Microsoft SQL Server enabling safe read-only queries, schema discovery, and natural-language query via LangChain. | No signals yet | No one-command install · Source | |
| 2733 | Unranked | omnisciencemcp · search | Enables LLMs to efficiently navigate large codebases by providing surgical access to specific code symbols via semantic search and call-graph queries. | No signals yet | No one-command install · Source | |
| 2734 | Unranked | llm-pricing-scraper-mcp-servermcp · database | Enables scraping and comparison of LLM inference pricing from multiple providers like Cloudrift, DeepInfra, Fireworks, and Groq, storing results in a… | No signals yet | No one-command install · Source | |
| 2735 | Unranked | scryfall-mcpmcp · back-end | A Model Context Protocol server that exposes the Scryfall Magic: The Gathering API as tools for LLM clients, enabling card search, images, prices… | No signals yet | No one-command install · Source | |
| 2736 | Unranked | mcp-langchain-weather-agentmcp · ai-agents | A weather MCP server that geocodes city names and fetches live weather from Open-Meteo, enabling a LangGraph agent to answer weather queries. | No signals yet | No one-command install · Source | |
| 2737 | Unranked | kundali-mcpmcp · ai-agents | A Vedic astrology MCP server that computes birth charts, dashas, transits, and yogas locally using Swiss Ephemeris, enabling an LLM to interpret… | No signals yet | No one-command install · Source | |
| 2738 | Unranked | ollama-mcp-wrappermcp · ai-agents | Enables AI agents to interact with local Ollama models for text generation and tool calling with prompt injection protection. | No signals yet | No one-command install · Source | |
| 2739 | 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 | |
| 2740 | 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 | |
| 2741 | 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 | |
| 2742 | 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 | |
| 2743 | 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 | |
| 2744 | 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 | |
| 2745 | 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 | |
| 2746 | 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 | |
| 2747 | 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 | |
| 2748 | 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 | |
| 2749 | 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 | |
| 2750 | 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 | |
| 2751 | 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 | |
| 2752 | 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 | |
| 2753 | 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 | |
| 2754 | 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 | |
| 2755 | 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 | |
| 2756 | 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 | |
| 2757 | 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 | |
| 2758 | 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 | |
| 2759 | 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 | |
| 2760 | 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 | |
| 2761 | 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 | |
| 2762 | 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 | |
| 2763 | 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 | |
| 2764 | 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 | |
| 2765 | 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 | |
| 2766 | 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 | |
| 2767 | 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 | |
| 2768 | 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 | |
| 2769 | 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 | |
| 2770 | 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 | |
| 2771 | 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 | |
| 2772 | 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 | |
| 2773 | 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 | |
| 2774 | 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 | |
| 2775 | 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 | |
| 2776 | 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 | |
| 2777 | 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 | |
| 2778 | 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 | |
| 2779 | 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 | |
| 2780 | 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 | |
| 2781 | 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 | |
| 2782 | 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 | |
| 2783 | 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 | |
| 2784 | 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 | |
| 2785 | 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 | |
| 2786 | 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 | |
| 2787 | 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 | |
| 2788 | 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 | |
| 2789 | 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 | |
| 2790 | 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 | |
| 2791 | 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 | |
| 2792 | 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 | |
| 2793 | 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 | |
| 2794 | 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 | |
| 2795 | 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 | |
| 2796 | 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 | |
| 2797 | 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 | |
| 2798 | 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 | |
| 2799 | 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 | |
| 2800 | 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 |
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.