Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2301 | Unranked | ltm-mcp-servermcp · database | Enables MCP-capable AI to perform read-only semantic search over a local document corpus stored in Postgres with pgvector, using mxbai-embed-large… | No signals yet | No one-command install · Source | |
| 2302 | Unranked | brinkmcp · ai-agents | A single-player cinematic geopolitical roleplay MCP server where an LLM game-master handles decision-making with persistent world state and rules… | No signals yet | No one-command install · Source | |
| 2303 | Unranked | ios-sim-mcpmcp · ai-agents | MCP server that drives the iOS Simulator via accessibility-tree snapshots with stable element refs, enabling LLMs to interactively find, tap, type… | No signals yet | No one-command install · Source | |
| 2304 | Unranked | wiki-rag-mcpmcp · database | Enables searching enterprise wiki content via vector embeddings, using Qdrant for storage and FastMCP for SSE-based tool exposure. | No signals yet | No one-command install · Source | |
| 2305 | Unranked | asr-mcpmcp · ai-agents | MCP server for local speech-to-text using Whisper Large V3 (MLX), enabling audio transcription with text/timestamps/SRT output and LLM-based… | No signals yet | No one-command install · Source | |
| 2306 | Unranked | local-llmmcp · ai-agents | MCP server that lets Claude Code delegate trivial, standalone questions to a local Gemma 4 model via llama.cpp, saving paid tokens. | No signals yet | No one-command install · Source | |
| 2307 | Unranked | fispro-mcpmcp · back-end | MCP server for FisPro fuzzy inference systems, enabling reading .fis files, running inferences, and explaining rule firings in natural language. | No signals yet | No one-command install · Source | |
| 2308 | Unranked | llm-gateway-mcpmcp · ai-agents | A self-hostable MCP server that routes prompts to multiple LLM providers using declarative policies, with multi-role orchestration for independence… | No signals yet | No one-command install · Source | |
| 2309 | Unranked | pixelrag-mcp-servermcp · search | A visual Retrieval-Augmented Generation MCP server that renders web pages, PDFs, and design screenshots into visual tiles and enables natural language… | No signals yet | No one-command install · Source | |
| 2310 | Unranked | music-perception-mcpmcp · ai-agents | Analyzes audio files to extract exact, reproducible measurements like loudness, tempo, key, spectral balance, and clipping for LLM-based DAW control. | No signals yet | No one-command install · Source | |
| 2311 | Unranked | fabric-docs-mcpmcp · ai-agents | MCP server that provides LLM coding agents with version-pinned Fabric modding documentation, including search, page reading, and a curated built-ins… | No signals yet | No one-command install · Source | |
| 2312 | Unranked | eight-mcp-communitymcp · search | Provides tools to search for people using registered business cards and the public Eight network. Enables LLMs to query person information while… | No signals yet | No one-command install · Source | |
| 2313 | Unranked | miniragmcp · back-end | MCP server for a self-hosted RAG system that enables AI tools to search and retrieve grounded answers from locally ingested documents via MCP tools… | No signals yet | No one-command install · Source | |
| 2314 | Unranked | ensemble-promcp · ai-agents | Multi-model AI council MCP server that lets multiple LLMs debate, critique, and vote on questions to reach a consensus, with automatic failover and… | No signals yet | No one-command install · Source | |
| 2315 | Unranked | ev3-mcp-servermcp · back-end | Enables MCP clients to drive a LEGO Mindstorms EV3 over Wi-Fi SSH, with tools for movement, turning, stopping, beeping, and listing connected devices… | No signals yet | No one-command install · Source | |
| 2316 | Unranked | tributary-mcp-servermcp · ai-agents | Enables AI agents to share persistent, conflict-safe memory by providing tools to recall, learn, reinforce, and retire lessons, using CockroachDB for… | No signals yet | No one-command install · Source | |
| 2317 | Unranked | principia-roboticamcp · ai-agents | World-first unified MCP gateway + Control Barrier Function (CBF-QP) safety engine for agentic robotics, enabling LLMs to control physical robots with… | No signals yet | No one-command install · Source | |
| 2318 | Unranked | hpc-support-mcpmcp · ai-agents | A read-only MCP server exposing SLURM, GPFS, Prometheus (node exporter + DCGM GPU metrics) and generic Elasticsearch exploration as diagnostic tools… | No signals yet | No one-command install · Source | |
| 2319 | Unranked | stagehand-repl-mcpmcp · browser | Provides LLM agents with a persistent, scriptable browser using Stagehand and Playwright, exposing a single stagehand_eval tool for running JavaScript… | No signals yet | No one-command install · Source | |
| 2320 | Unranked | documind-mcpmcp · search | A citation-grounded RAG server for internal documentation that exposes retrieval tools and resources via the Model Context Protocol, enabling any MCP… | No signals yet | No one-command install · Source | |
| 2321 | Unranked | repo-ragmcp · search | Enables conversational queries about a GitHub user's profile, using lazy indexing and tool calls to retrieve repository info and file contents, with… | No signals yet | No one-command install · Source | |
| 2322 | Unranked | brainmem-mcpmcp · ai-agents | MCP server for brainmem, providing memory search, write, outcome, explain, and status tools to give LLM agents auditable long-term memory. It… | No signals yet | No one-command install · Source | |
| 2323 | Unranked | israeli-weather-mcpmcp · ai-agents | MCP server that lets users obtain current Israeli city weather forecasts. It uses Playwright to browse Weather2day, extract the forecast page, and… | No signals yet | No one-command install · Source | |
| 2324 | Unranked | io-mcpmcp · observability | Enables local research workflows (paper discovery, relevance scoring, digests) and homelab monitoring (Prometheus, logs) through an MCP server, using… | No signals yet | No one-command install · Source | |
| 2325 | Unranked | mcp-horticulture-agentmcp · ai-agents | A local-first MCP server for tracking indoor horticulture metrics, enabling cold-stratification timelines, ericaceous soil pH validation, and… | No signals yet | No one-command install · Source | |
| 2326 | Unranked | rag-db-advisormcp · back-end | This MCP server provides evidence-based advice on vector database backends by retrieving measured benchmarks and operational traps, enabling you to… | No signals yet | No one-command install · Source | |
| 2327 | Unranked | mcp-health-coachmcp · ai-agents | MCP server that turns any MCP-compatible LLM client into a wellness coach grounded in verified public data, offering nutrition, exercise, biometric… | No signals yet | No one-command install · Source | |
| 2328 | Unranked | trainner-ai-mcp-servermcp · back-end | Enables LLMs to access and analyze biometric and training data via MCP, supporting queries on sleep, performance, nutrition, and training load to… | No signals yet | No one-command install · Source | |
| 2329 | Unranked | reachy-mini-mcpmcp · ai-agents | MCP server for Reachy Mini robot that exposes robot state and motion control to LLM frontends like Claude Desktop. | No signals yet | No one-command install · Source | |
| 2330 | Unranked | local-hugging-face-mcp-servermcp · back-end | A production-ready local MCP server for Agent Studio, providing tools for calculation, search, chat, and Hugging Face text generation via the… | No signals yet | No one-command install · Source | |
| 2331 | Unranked | troystack-apimcp · back-end | Enables access to live precious metals prices, historical data, market intelligence, and portfolio management with AI/LLM integration. | No signals yet | No one-command install · Source | |
| 2332 | Unranked | jgrants-mcpmcp · back-end | MCP server that enables LLMs to search and retrieve Japanese government subsidy and grant information via natural language, wrapping the Jグランツ public… | No signals yet | No one-command install · Source | |
| 2333 | Unranked | multi-ai-hubmcp · ai-agents | Privacy-first local MCP hub for coordinating multiple AI providers from Claude Code, supporting local Ollama seats and cloud providers with safety… | No signals yet | No one-command install · Source | |
| 2334 | Unranked | mcp-swarm-routermcp · ai-agents | This MCP server enables LLM hosts to plan large tasks and delegate subtasks to specialized local CLI agents, such as Codex and Claude Code, using… | No signals yet | No one-command install · Source | |
| 2335 | Unranked | mcp-trust-scannermcp · ai-agents | Scans MCP tools for trust drift, composition risks, and runtime policy violations, with optional LLM explanations. | No signals yet | No one-command install · Source | |
| 2336 | Unranked | paperpilot-aimcp · search | MCP server for semantic research: search arXiv, fetch papers, and answer questions grounded in the actual paper text via RAG tools, resources, and… | No signals yet | No one-command install · Source | |
| 2337 | Unranked | agentic-mcp-solutionmcp · ai-agents | A modular backend that connects language models to real-world tools like Gmail and Google Docs via MCP server abstractions, enabling agentic workflows… | No signals yet | No one-command install · Source | |
| 2338 | Unranked | bd-graph-mcp-servermcp · back-end | Enables coding agents to query a temporal knowledge graph derived from a beads issue tracker via read-only Cypher queries, exposing current rules… | No signals yet | No one-command install · Source | |
| 2339 | Unranked | openclaw-consensusmcp · ai-agents | Multi-LLM consensus scoring with disagreement detection and cost-optimized model routing. | No signals yet | No one-command install · Source | |
| 2340 | Unranked | cognitivebiaslabs-mcpmcp · ai-agents | An MCP server that enables LLMs to detect cognitive biases and logical fallacies in text, list supported biases, and provide links to relevant… | No signals yet | No one-command install · Source | |
| 2341 | Unranked | llm-memory-toolmcp · ai-agents | MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention… | No signals yet | No one-command install · Source | |
| 2342 | Unranked | finpilot-aimcp · ai-agents | An MCP server that transforms standard LLMs into autonomous investment bankers, enabling live market data retrieval, fundamental ratio calculations… | No signals yet | No one-command install · Source | |
| 2343 | Unranked | agentsearch-mcpmcp · search | Remote MCP connector for AgentSearch API that exposes web search, instant answers, and URL-to-clean-text fetching as typed MCP tools for agents and… | No signals yet | No one-command install · Source | |
| 2344 | Unranked | happy-mcpmcp · auth | A standalone MCP gateway that lets external AIs control Happy machines via OAuth, with dual LLM review for sensitive operations. Enables secure remote… | No signals yet | No one-command install · Source | |
| 2345 | Unranked | datapilot-ai-mcp-servermcp · database | Enables natural language data analysis on uploaded CSV files by converting them to SQLite and exposing read-only database tools via MCP. Integrates… | No signals yet | No one-command install · Source | |
| 2346 | Unranked | apple-health-semantic-mcpmcp · observability | Query Apple Health export data with an LLM via a semantic layer that avoids common data traps, enabling accurate natural-language queries about health… | No signals yet | No one-command install · Source | |
| 2347 | Unranked | open-connector-promcp · back-end | Unified AI Agent SaaS Connector & Multi-Provider Gateway connecting to 1,000+ SaaS platforms, vector databases, and 500+ LLM models via MCP, REST API… | No signals yet | No one-command install · Source | |
| 2348 | Unranked | brain-fight-mcpmcp · ai-agents | An MCP server that stages Angel vs Devil inner conflict debates with deterministic relationship, memory, and turn management, letting client LLMs… | No signals yet | No one-command install · Source | |
| 2349 | Unranked | mcp-enterprise-aiops-agentmcp · ai-agents | An MCP server that enables autonomous self-healing AIOps by monitoring system metrics and executing dynamic remediation through LLM-driven tool… | No signals yet | No one-command install · Source | |
| 2350 | Unranked | ailab-rip-mcp-appmcp · ai-agents | A demo MCP server that exposes stock-quote tools to LLMs via FastMCP over streamable HTTP. It can be deployed to AWS ECS and integrated with ChatGPT… | No signals yet | No one-command install · Source | |
| 2351 | Unranked | rag-chatbot-mcp-servermcp · search | Exposes a local RAG document index as MCP tools (ask, search, rebuild_index, status) for MCP clients like Claude Desktop and Claude Code to query your… | No signals yet | No one-command install · Source | |
| 2352 | Unranked | perf-mcpmcp · ai-agents | Enables LLMs to analyze Linux perf data files using 26 perf analysis commands, including report, script, annotate, and more, through typed tool… | No signals yet | No one-command install · Source | |
| 2353 | Unranked | pubdata-mcpmcp · ai-agents | Enables querying Korean public datasets (apartment prices, weather, air quality) via natural language using an MCP server and local LLM agent. | No signals yet | No one-command install · Source | |
| 2354 | Unranked | wtrl-mcpmcp · ai-agents | Assist LLM writing Waterloo Docstrings, a format with emphasis on machine-verifyable normativity. | No signals yet | No one-command install · Source | |
| 2355 | Unranked | apipoints-mcp-servermcp · back-end | Enables real-time access to LLM pricing, benchmarks, deprecation alerts, and cost optimization for over 30 models across 8 providers, allowing AI… | No signals yet | No one-command install · Source | |
| 2356 | Unranked | notmuchmcp · ai-agents | An MCP server that exposes a local notmuch email database to an LLM client such as Claude. It is read-first: searching, reading, and understanding… | No signals yet | No one-command install · Source | |
| 2357 | Unranked | agentic-rag-mcp-servermcp · ai-agents | MCP server providing tools for entity extraction, query refinement, and relevance checking to build Agentic RAG applications. | No signals yet | No one-command install · Source | |
| 2358 | Unranked | qiuchimcp · ai-agents | A production-grade MCP server framework with plugin system, middleware pipeline, and multi-transport support for building LLM tool services. | No signals yet | No one-command install · Source | |
| 2359 | Unranked | ligo-mcpmcp · ai-agents | A gravitational-wave detection pipeline combining lightweight signal-processing with an LLM triage layer, featuring a pre-registered evaluation… | No signals yet | No one-command install · Source | |
| 2360 | Unranked | bookstack-mcpmcp · back-end | HTTP MCP server enabling LLMs to search, create, read, update, and delete BookStack entities (books, chapters, pages, shelves) using API tokens. | No signals yet | No one-command install · Source | |
| 2361 | Unranked | llm-wikimcp · ai-agents | Builds a local, citation-aware wiki from an approved project scope and exposes it as an MCP server with a single read-only tool for agents to explore… | No signals yet | No one-command install · Source | |
| 2362 | Unranked | chainmemory-mcpmcp · ai-agents | Cross-model, cryptographically verifiable memory for AI agents, enabling portable, encrypted memory and project state management across different LLMs… | No signals yet | No one-command install · Source | |
| 2363 | Unranked | mcp-gateway-4mcp · back-end | A generic MCP gateway that exposes any HTTP-based SQL portal as LLM-friendly MCP tools and standard REST endpoints, serving both human users and AI… | No signals yet | No one-command install · Source | |
| 2364 | Unranked | knowledge-enginemcp · back-end | MCP server for querying a personal knowledge base using semantic RAG, powered by DeepSeek and local embeddings from Ollama. | No signals yet | No one-command install · Source | |
| 2365 | Unranked | fulfillment-triage-mcpmcp · other | Helps commerce operations investigate delayed fulfillment stages and create safe, deduplicated human-review escalations. | No signals yet | No one-command install · Source | |
| 2366 | Unranked | testlink-mcp-servermcp · back-end | Enables LLM agents to interact with TestLink test management system via XML-RPC API, supporting test projects, suites, cases, plans, executions, and… | No signals yet | No one-command install · Source | |
| 2367 | Unranked | atlassian-marketplace-mcpmcp · ai-agents | Exposes Atlassian Marketplace vendor APIs as 95 MCP tools, 3 resources, and 4 prompts, enabling LLMs to manage licenses, promotions, reviews, and… | No signals yet | No one-command install · Source | |
| 2368 | Unranked | antibrowser-mcpmcp · ai-agents | Enables LLM agents to browse and interact with web pages using a stealth Chromium browser, with an accessibility-tree interface for low token usage. | No signals yet | No one-command install · Source | |
| 2369 | Unranked | mcp-geo-servermcp · ai-agents | Enables natural language interaction with a GeoServer instance for managing workspaces, datastores, feature types, layers, styles, and OGC services… | No signals yet | No one-command install · Source | |
| 2370 | Unranked | admission-feishu-mcpmcp · other | Provides enrollment data query, aggregation, and cross-table comparison from Feishu multi-dimensional tables for AstrBot. | No signals yet | No one-command install · Source | |
| 2371 | Unranked | mcp-arrstackmcp · ai-agents | MCP server that enables local LLMs to manage a home media stack including Radarr, Sonarr, Prowlarr, and others. | No signals yet | No one-command install · Source | |
| 2372 | Unranked | kb-rag-mcpmcp · search | Standalone MCP server exposing agentic-RAG tools (hybrid search, article retrieval, category listing) over a pgvector-backed knowledge base with… | No signals yet | No one-command install · Source | |
| 2373 | Unranked | mcp-bw-adt-apimcp · back-end | Exposes SAP BW/4HANA ADT operations as MCP tools for LLM clients, with a local-file buffering layer to handle large XML payloads and table data… | No signals yet | No one-command install · Source | |
| 2374 | Unranked | my-mcp-server-6mcp · devops | Provides tools for greetings, calculations, weather, geocoding, and image generation via Hugging Face, deployable to Vercel and integrable with… | No signals yet | No one-command install · Source | |
| 2375 | Unranked | ollama-web-searchmcp · search | Enables web search and web fetch operations using Ollama's hosted APIs, allowing MCP clients to search the web and retrieve page content. | No signals yet | No one-command install · Source | |
| 2376 | Unranked | marl-book-mcpmcp · ai-agents | Provides an LLM with search, page retrieval, and chapter reading capabilities for the book 'Multi-Agent Reinforcement Learning: Foundations and Modern… | No signals yet | No one-command install · Source | |
| 2377 | Unranked | mcp-context-dedupmcp · ai-agents | Compresses verbose MCP output by deduplicating repeated lines and summarizing JSON arrays, achieving 60-80% token savings for LLM prompts. | No signals yet | No one-command install · Source | |
| 2378 | Unranked | xilinx-ragmcp · search | An MCP server for AI-driven hybrid search over Xilinx/AMD FPGA documentation, enabling assistants to retrieve datasheets, user guides, and application… | No signals yet | No one-command install · Source | |
| 2379 | Unranked | handy-prompt-labmcp · ai-agents | MCP server for building a user-approved transcript corpus from Handy, optimizing post-processing prompts against LM Studio, and promoting winning… | No signals yet | No one-command install · Source | |
| 2380 | Unranked | smart-bug-triagemcp · ai-agents | MCP server that triages GitHub issues by classifying, ranking priority, and assigning an engineer using a local LLM (Ollama) with full traceability. | No signals yet | No one-command install · Source | |
| 2381 | Unranked | semdexmcp · database | A local MCP server that parses codebases into semantic chunks, indexes them in SQLite with vector embeddings, and exposes MCP tools for LLM agents to… | No signals yet | No one-command install · Source | |
| 2382 | Unranked | grounded-motion-mcpmcp · back-end | A standalone motion tracking MCP server that runs MMPose whole-body inference to produce normalized landmarks and trajectories, with tools for… | No signals yet | No one-command install · Source | |
| 2383 | Unranked | local-llm-delegatormcp · ai-agents | MCP server that enables delegation of small coding implementations to a cheaper language model with propose_patch and apply_patch tools, while the… | No signals yet | No one-command install · Source | |
| 2384 | Unranked | vram-mcpmcp · ai-agents | Enables AI agents to inspect and free NVIDIA GPU VRAM by managing Ollama models, helping make room for loading new models. | No signals yet | No one-command install · Source | |
| 2385 | Unranked | decroche-mcpmcp · ai-agents | Deterministic MCP server for job-landing pipeline that parses CVs into validated JSON Resume, detects sections, scores parse confidence, and exposes… | No signals yet | No one-command install · Source | |
| 2386 | Unranked | zoom-mcpmcp · auth | Enables interaction with Zoom APIs through MCP, supporting multi-user OAuth token management, read-only and admin-gated mutation tools, schema… | No signals yet | No one-command install · Source | |
| 2387 | Unranked | model-card-chatmcp · ai-agents | An MCP server that turns the Hugging Face Hub into a conversational model picker with a tool-use eval harness to prove the agent actually uses it… | No signals yet | No one-command install · Source | |
| 2388 | Unranked | math-i-choose-to-ignore-mcp-servermcp · ai-agents | AI-powered expense tracking MCP server that connects LLM clients to PostgreSQL for natural language expense management. | No signals yet | No one-command install · Source | |
| 2389 | Unranked | mcp-meta-inboxmcp · ai-agents | MCP server that wraps Meta's Messenger Platform, Instagram Messaging, and comment moderation APIs as semantic tools for LLM agents to read inbox… | No signals yet | No one-command install · Source | |
| 2390 | Unranked | opensight-mcpmcp · back-end | Multi-backend AI vision for MCP agents. Analyze images, screenshots, and documents using local Ollama models or cloud APIs like OpenAI, Google Gemini… | No signals yet | No one-command install · Source | |
| 2391 | Unranked | ietf-rfc-mcp-servermcp · back-end | Provides LLM-based access to IETF documents such as RFCs, Internet-Drafts, STD/BCP/FYI series, and errata through a Model Context Protocol server. | No signals yet | No one-command install · Source | |
| 2392 | Unranked | dedalus-mcpmcp · back-end | Minimal, spec-faithful Python framework for building MCP clients and servers with decorators and automatic schema inference. | No signals yet | No one-command install · Source | |
| 2393 | Unranked | lrdisco2-rag-mcpmcp · search | Provides a single tool to query a knowledge base of the Land Rover Discovery II maintenance manual, using RAG with LLAMA 3 and ChromaDB. | No signals yet | No one-command install · Source | |
| 2394 | Unranked | champollion-sulcal-mcpmcp · database | Exposes each stage of the Champollion sulcal embedding pipeline as MCP tools, enabling agents to run, monitor, and debug the pipeline without manual… | No signals yet | No one-command install · Source | |
| 2395 | Unranked | asian-expats-mcp-servermcp · ai-agents | Provides real-time safety ratings, internet speeds, budget tiers, top sights, and trip cost estimates for Asian travel destinations to LLM agents via… | No signals yet | No one-command install · Source | |
| 2396 | Unranked | genesis-mcp-roboticsmcp · ai-agents | Enables LLM agents to control robot simulations (grasping, pouring) in the Genesis physics simulator through persistent sessions, allowing multi-turn… | No signals yet | No one-command install · Source | |
| 2397 | Unranked | onmind-ragmcp · search | A lightweight knowledge base MCP server that enables full-text search and retrieval of markdown documents from indexed sites using Orama BM25. | No signals yet | No one-command install · Source | |
| 2398 | Unranked | raj-assistant-mcpmcp · comms | A modular AI Assistant built using the Model Context Protocol that provides tools for calculator, weather, news, AI chat, currency conversion… | No signals yet | No one-command install · Source | |
| 2399 | Unranked | certindex-mcpmcp · search | Enables LLMs to query Certificate Transparency logs via CertIndex API, allowing searches for TLS certificates, subdomains, and certificate metadata. | No signals yet | No one-command install · Source | |
| 2400 | Unranked | neonize-whatsapp-gatewaymcp · ai-agents | A WhatsApp capture and messaging layer that provides MCP tools for LLM agents to read messages, list chats, manage contacts, and send replies. | 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.