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 | 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 | |
| 2302 | 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 | |
| 2303 | 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 | |
| 2304 | 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 | |
| 2305 | 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 | |
| 2306 | 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 | |
| 2307 | 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 | |
| 2308 | 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 | |
| 2309 | 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 | |
| 2310 | 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 | |
| 2311 | 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 | |
| 2312 | 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 | |
| 2313 | 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 | |
| 2314 | 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 | |
| 2315 | 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 | |
| 2316 | 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 | |
| 2317 | 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 | |
| 2318 | 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 | |
| 2319 | 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 | |
| 2320 | 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 | |
| 2321 | 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 | |
| 2322 | 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 | |
| 2323 | 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 | |
| 2324 | 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 | |
| 2325 | 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 | |
| 2326 | 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 | |
| 2327 | 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 | |
| 2328 | 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 | |
| 2329 | 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 | |
| 2330 | 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 | |
| 2331 | 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 | |
| 2332 | 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 | |
| 2333 | 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 | |
| 2334 | 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 | |
| 2335 | 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 | |
| 2336 | 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 | |
| 2337 | 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 | |
| 2338 | 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 | |
| 2339 | Unranked | modelmixmcp · other | Enables comparing outputs of 17 large language models side by side, with AI judging, cost and speed analysis. | No signals yet | No one-command install · Source | |
| 2340 | Unranked | sutton-barto-mcpmcp · ai-agents | MCP server exposing the full text of Sutton & Barto's Reinforcement Learning book, enabling LLMs to search, retrieve pages, and read chapters. | No signals yet | No one-command install · Source | |
| 2341 | Unranked | ai-code-reviewermcp · back-end | An installable MCP server that reviews diffs/PRs against a target repository's own coding conventions, learned via RAG over its code, docs, and lint… | No signals yet | No one-command install · Source | |
| 2342 | Unranked | ai-office-assistantmcp · search | An AI-powered office assistant using LLM, RAG, and MCP tools to answer weather queries, retrieve information from documents, and automatically… | No signals yet | No one-command install · Source | |
| 2343 | Unranked | time-travel-benchmark-mcp-servermcp · back-end | Enables LLMs to perform web search and fetch with a frozen cutoff date, enforcing server-side time-lock and usage budgets to prevent lookahead… | No signals yet | No one-command install · Source | |
| 2344 | Unranked | mcp-recallmcp · database | A self-hosted MCP memory server that gives AI assistants persistent, semantic memory by storing facts as vector embeddings locally, supporting… | No signals yet | No one-command install · Source | |
| 2345 | Unranked | world-of-claudecraft-mcpmcp · ai-agents | An MCP server adapter that allows LLM agents to autonomously play World of ClaudeCraft by wrapping the game's headless environment as MCP tools for… | No signals yet | No one-command install · Source | |
| 2346 | Unranked | nexla-mcp-document-q-a-servermcp · back-end | Enables querying PDF documents using natural language with grounded answers and source citations via a local RAG pipeline. | No signals yet | No one-command install · Source | |
| 2347 | Unranked | arena-mcp-extractormcp · ai-agents | Read-only MCP server that exposes Rockwell Automation Arena simulation models to LLM clients via COM, without modifying them. | No signals yet | No one-command install · Source | |
| 2348 | Unranked | frappe-lms-mcp-servermcp · ai-agents | An MCP server that enables AI agents to manage a Frappe LMS instance, including creating courses, chapters, lessons, quizzes, enrollments, batches… | No signals yet | No one-command install · Source | |
| 2349 | Unranked | hybrid-vision-mcp-servermcp · browser | Bridges local vision engines (Tesseract.js OCR and Sharp preprocessing) with Ollama vision models for image analysis, comparison, text localization… | No signals yet | No one-command install · Source | |
| 2350 | Unranked | mmwragmcp · search | Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers. | No signals yet | No one-command install · Source | |
| 2351 | Unranked | escape-room-mcpmcp · ai-agents | An MCP server that turns any LLM into an escape room player. | No signals yet | No one-command install · Source | |
| 2352 | Unranked | mcp-docs-assistantmcp · ai-agents | An MCP server that retrieves documentation from official sources (LangChain, LlamaIndex, OpenAI, uv) using Serper API, extracts page content, and… | No signals yet | No one-command install · Source | |
| 2353 | Unranked | mcp-ollama-account-rotationmcp · back-end | MCP server that routes Ollama Cloud API requests across multiple user-owned accounts with automatic rotation to handle quota exhaustion, rate limits… | No signals yet | No one-command install · Source | |
| 2354 | Unranked | bulkheadmcp · ai-agents | Provides cascading content protection for AI coding assistants by detecting and redacting PII, secrets, prompt injection, and system prompt leakage… | No signals yet | No one-command install · Source | |
| 2355 | Unranked | motionlintmcp · front-end | MotionLint measures the motion your app actually ships — durations, easing curves, stagger intervals, exit timing, reduced-motion support — and scores… | No signals yet | No one-command install · Source | |
| 2356 | Unranked | zotero-fulltext-mcpmcp · search | Enables searching and reading full text of papers in a Zotero library by converting PDF attachments to Markdown and exposing a full-text search index… | No signals yet | No one-command install · Source | |
| 2357 | Unranked | energyplus-mcp-servermcp · back-end | Exposes EnergyPlus simulation control (run, parse metrics, edit schedules) as LLM tools for autonomous building energy optimization. | No signals yet | No one-command install · Source | |
| 2358 | Unranked | objectlens-mcp-servermcp · back-end | Connects LLMs to the ObjectLens REST API, enabling browsing S3-compatible buckets, searching indexed object metadata, and previewing object contents. | No signals yet | No one-command install · Source | |
| 2359 | Unranked | rag-knowledge-mcpmcp · search | Connects RAG knowledge bases to Claude Desktop and Claude Code, allowing retrieval-augmented generation from ingested documents. | No signals yet | No one-command install · Source | |
| 2360 | Unranked | servicenow-fastmcp-servermcp · ai-agents | MCP server that enables LLMs to interact with ServiceNow instances for managing incidents, users, stories, workflows, knowledge base articles, and… | No signals yet | No one-command install · Source | |
| 2361 | Unranked | artifactymcp · ai-agents | A local, agent-to-agent artifact exchange for LLM workflows. Enables MCP-capable tools like Claude, Codex, and Gemini to publish, list, read, update… | No signals yet | No one-command install · Source | |
| 2362 | Unranked | codelens-mcpmcp · database | A local MCP server that enables LLM clients like Claude to perform semantic code search and answer questions about a codebase using tree-sitter… | No signals yet | No one-command install · Source | |
| 2363 | Unranked | llmsecurity-mcpmcp · ai-agents | Provides local, dependency-free security scanning tools for LLM configurations, prompts, RAG sources, and more, enabling AI coding agents to detect… | No signals yet | No one-command install · Source | |
| 2364 | Unranked | multiservice-iamcp · ai-agents | A local MCP server that provides a sovereign memory substrate for LLMs, enabling capture, recall, explanation, and anticipation of conversation turns… | No signals yet | No one-command install · Source | |
| 2365 | Unranked | eco-loop-building-agentsmcp · ai-agents | Autonomous, carbon-aware building management system that pairs EnergyPlus digital twins with LLMs via the Model Context Protocol (MCP) for dynamic… | No signals yet | No one-command install · Source | |
| 2366 | Unranked | meraki-mcpmcp · ai-agents | A read-only MCP server for Cisco Meraki Dashboard, enabling LLMs to discover devices, check health, troubleshoot, and generate reports via natural… | No signals yet | No one-command install · Source | |
| 2367 | Unranked | verantyx-vera-mcp-servermcp · ai-agents | Provides LLM agents with hallucination-free external memory and knowledge tools, including ask, remember, forget, math, and code reasoning, with… | No signals yet | No one-command install · Source | |
| 2368 | Unranked | mcpmathservermcp · ai-agents | An MCP server that provides math tools (add, subtract, multiply) and a weather tool, with a LangChain agent client that uses Groq to answer natural… | No signals yet | No one-command install · Source | |
| 2369 | Unranked | mcp-chessmcp · ai-agents | An MCP server that exposes Stockfish chess analysis to LLM chat clients, enabling move analysis, game review, and explanation of engine choices. | No signals yet | No one-command install · Source | |
| 2370 | Unranked | repolensmcp · ai-agents | Enables LLM agents to acquire token-budgeted, deterministic context packs from repositories, with hash-chained provenance for auditability. | No signals yet | No one-command install · Source | |
| 2371 | Unranked | pokerai-mcpmcp · ai-agents | MCP server for the Pokerai API providing solver-grade GTO strategy for 6-max No-Limit Hold'em, exposed as tools for LLM agents like Claude and Cursor. | No signals yet | No one-command install · Source | |
| 2372 | Unranked | mcp-citation-checkermcp · ai-agents | An MCP server that verifies whether a claim is actually supported by the source text at a given citation — independent of what the calling LLM… | No signals yet | No one-command install · Source | |
| 2373 | Unranked | x402enginemcp · payments | Pay-per-call API gateway providing LLM inference, image generation, code execution, crypto data, web scraping, and IPFS storage via x402… | No signals yet | No one-command install · Source | |
| 2374 | Unranked | ragmcp · search | A CLI tool and MCP server that turns markdown documentation into a searchable, queryable knowledge base. | No signals yet | No one-command install · Source | |
| 2375 | Unranked | onde-inference-mcp-servermcp · back-end | Enables managing Onde Inference accounts and model catalog operations through MCP tools such as login, app management, model registration, and… | No signals yet | No one-command install · Source | |
| 2376 | Unranked | procare-mcpmcp · ai-agents | First MCP server for the Procare Connect API, enabling querying child care center data (attendance, enrollments, family balances, etc.) via natural… | No signals yet | No one-command install · Source | |
| 2377 | Unranked | llmarrmcp · ai-agents | An MCP server that replicates Sonarr/Radarr/Lidarr functionality driven by an LLM, enabling automated torrent management for TV shows and movies. | No signals yet | No one-command install · Source | |
| 2378 | Unranked | hf-papers-mcpmcp · search | Enables assistants to search, fetch daily curated lists, retrieve metadata, and generate citations for Hugging Face papers. | No signals yet | No one-command install · Source | |
| 2379 | Unranked | mega-agent-mcpmcp · ai-agents | A unified MCP server providing tools for web search, GitHub analysis, document parsing, browser automation, secure code execution, and forum parsing… | No signals yet | No one-command install · Source | |
| 2380 | Unranked | brainmcp · ai-agents | A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic)… | No signals yet | No one-command install · Source | |
| 2381 | Unranked | quelllm-mcpmcp · ai-agents | MCP server for QuelLLM: recommends the best open-source LLM to run locally for your hardware (GPU/RAM), with model comparison and a cost calculator. | No signals yet | No one-command install · Source | |
| 2382 | Unranked | corpus-search-mcpmcp · database | A local, private hybrid-search MCP server for searching markdown notes using BM25 + vector fusion with local embeddings via Ollama. | No signals yet | No one-command install · Source | |
| 2383 | Unranked | knowledge-graph-builder-mcp-servermcp · back-end | Enables ingesting documents or text to extract entities and relationships via LLM, storing them in Neo4j, and searching or retrieving episodes. | No signals yet | No one-command install · Source | |
| 2384 | Unranked | coolify-anythingllm-mcpmcp · devops | Connects AnythingLLM to Coolify for natural language management of self-hosted infrastructure, including diagnostics, log fetching, and deployment… | No signals yet | No one-command install · Source | |
| 2385 | Unranked | agent-mesh-coremcp · ai-agents | An MCP server for coordinating trusted local AI agents across machines on a private Tailscale network, enabling message passing and state management… | No signals yet | No one-command install · Source | |
| 2386 | Unranked | hypermnesiamcp · ai-agents | A semantic memory store for AI agents, enabling persistent memory across sessions via MCP tools with semantic search, scoped access, and local… | No signals yet | No one-command install · Source | |
| 2387 | Unranked | clean-markdown-mcpmcp · ai-agents | Converts any URL to clean, LLM-ready Markdown by removing ads, navigation, and other clutter, using Mozilla Readability and Turndown. | No signals yet | No one-command install · Source | |
| 2388 | Unranked | rca-mcp-connectormcp · ai-agents | Enables causal root cause analysis with 55 tools covering causal graph construction, 13 RCA model families, multi-model consensus, and report… | No signals yet | No one-command install · Source | |
| 2389 | Unranked | llm-d-bench-mcpmcp · ai-agents | Enables Claude Code to benchmark llm-d from plain English, providing 35 tools and 5 workflow prompts for probing clusters, planning, deploying… | No signals yet | No one-command install · Source | |
| 2390 | Unranked | data-puller-mcp-servermcp · back-end | Enables fetching live crypto market data from Binance, Bybit, and Hyperliquid via MCP tools, including klines, orderbook, funding rates, technical… | No signals yet | No one-command install · Source | |
| 2391 | Unranked | stream-mcp-servermcp · ai-agents | An MCP server for Evertrust Stream, a PKI platform, allowing LLM clients to manage certificate authorities, issue/revoke X.509 and SSH certificates… | No signals yet | No one-command install · Source | |
| 2392 | Unranked | queue-inspector-mcpmcp · ai-agents | An MCP server that lets an agent inspect and operate Redis-backed job queues, supporting Asynq and BullMQ backends with per-state counts, job details… | No signals yet | No one-command install · Source | |
| 2393 | Unranked | unity-context-slicermcp · ai-agents | Graph-based context extraction engine and MCP server for Unity projects, providing targeted code context slicing and compression for LLMs. | No signals yet | No one-command install · Source | |
| 2394 | Unranked | hyperon-mcpmcp · ai-agents | An MCP server that gives coding agents persistent, scoped symbolic memory with PLN/NAL inference on the OpenCog Hyperon MeTTa stack. | No signals yet | No one-command install · Source | |
| 2395 | Unranked | bridgedb-mcp-servermcp · back-end | Provides biological identifier mapping via BridgeDb webservice, allowing LLMs to convert identifiers like Ensembl to HGNC symbols through MCP tools. | No signals yet | No one-command install · Source | |
| 2396 | Unranked | amatta-mcpmcp · ai-agents | Provides infant health references including WHO growth percentiles, NIP vaccine schedules, and national checkup schedules as tools for LLMs. | No signals yet | No one-command install · Source | |
| 2397 | Unranked | mcp-docgraphmcp · ai-agents | MCP server for building knowledge graphs from documents. It ingests PDF/PPTX/DOCX files, transcribes to Markdown, and uses LLM to bootstrap entity… | No signals yet | No one-command install · Source | |
| 2398 | Unranked | ie-mcpmcp · ai-agents | Enables LLMs to drive Edge in IE mode for automating legacy IE-only web applications, supporting tasks like clicking, filling forms, and data… | No signals yet | No one-command install · Source | |
| 2399 | Unranked | stickyincmcp · ai-agents | Captures commitments from LLM conversations into a persistent local task list shown on an edge strip, with tools to add, list, and complete tasks. | No signals yet | No one-command install · Source | |
| 2400 | Unranked | docagentmcp · search | Enables document retrieval, OCR, web search, and calculator tools via a RAG pipeline and LangGraph agent, all running locally with Ollama. | 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.