Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | Unranked | c2pa-watermark-mcpmcp · back-end | MCP server for embedding and verifying C2PA content credentials (provenance) in AI-generated assets, with HMAC-based tamper-evident manifests and… | No signals yet | No one-command install · Source | |
| 402 | Unranked | promptvault-mcp-servermcp · back-end | Enables prompt versioning, evaluation, and management via MCP, CLI, and REST APIs, with support for multiple LLM providers. | No signals yet | No one-command install · Source | |
| 403 | Unranked | solidworks-mcp-bridgemcp · back-end | MCP server that integrates local LLMs (via Ollama) with SolidWorks through its COM API, enabling read-only inspection of features, dimensions… | No signals yet | No one-command install · Source | |
| 404 | Unranked | price-verify-mcpmcp · back-end | Enables price verification via the Serper API, providing tools to check product prices on Google Shopping and scrape specific merchant pages. It… | No signals yet | No one-command install · Source | |
| 405 | Unranked | ocean-mcpmcp · back-end | Enables LLMs to work with Copernicus Marine ocean data through semantic tools for dataset discovery, metadata retrieval, recommendation, validation… | No signals yet | No one-command install · Source | |
| 406 | Unranked | cisco-network-diagrams-mcp-servermcp · back-end | Enables LLMs to search and retrieve official Cisco network diagram icons as RGB PNG images, with metadata and category listing tools for building… | No signals yet | No one-command install · Source | |
| 407 | Unranked | mcp-server-health-monitormcp · back-end | Enables LLMs to monitor server health through natural language, including HTTP endpoint checks, disk/memory/CPU usage, port status, and process… | No signals yet | No one-command install · Source | |
| 408 | Unranked | moviepy-mcp-servermcp · back-end | An LLM-friendly Model Context Protocol server for video and audio editing, built on MoviePy v2 and FastMCP. It lets MCP clients trim, merge, resize… | No signals yet | No one-command install · Source | |
| 409 | Unranked | beingdb-mcpmcp · back-end | Exposes BeingDB's HTTP API and query DSL to MCP-capable LLMs, allowing them to discover predicates, write, validate, and execute queries against a… | No signals yet | No one-command install · Source | |
| 410 | Unranked | misama-searchmcp · back-end | Provides fully local, privacy-preserving semantic search over file names and paths via MCP, using BGE embeddings for fuzzy matching and supporting… | No signals yet | No one-command install · Source | |
| 411 | Unranked | ai-document-assistant-mcp-servermcp · back-end | Enables document Q&A, summarization, keyword extraction, and Wikipedia lookup through MCP tools, using RAG with FAISS and Ollama. | No signals yet | No one-command install · Source | |
| 412 | Unranked | weather-israel-mcp-2mcp · back-end | MCP server that enables LLMs to retrieve weather forecasts for Israeli cities by automating a browser with Playwright, and also provides US weather… | No signals yet | No one-command install · Source | |
| 413 | Unranked | visual-mcpmcp · back-end | A Model Context Protocol server that gives an LLM a structured visual layer to describe what exists and get back a clean, precise SVG diagram instead… | No signals yet | No one-command install · Source | |
| 414 | Unranked | enterprise-support-mcp-servermcp · back-end | A prototype that exposes customer and order data to LLMs via the Model Context Protocol, enabling natural-language queries and multi-step tool… | No signals yet | No one-command install · Source | |
| 415 | Unranked | yandexgpt-mcpmcp · back-end | MCP server for Yandex GPT API enabling text generation, embeddings, classification, summarization, and tokenization. | No signals yet | No one-command install · Source | |
| 416 | Unranked | mcp-agent-platformmcp · back-end | A modular platform that enables LLM agents to discover, register, and execute both local tools and tools from external MCP servers, with REST APIs for… | No signals yet | No one-command install · Source | |
| 417 | Unranked | cellpose-mcp-servermcp · back-end | Enables AI assistants to perform cell segmentation through natural language commands, including 2D/3D segmentation, batch processing, image… | No signals yet | No one-command install · Source | |
| 418 | Unranked | spx-mcp-servermcp · back-end | Web-only MCP server for php-spx reports that calls embedded SPX web endpoints, parses full reports, and returns LLM-sized JSON summaries instead of… | No signals yet | No one-command install · Source | |
| 419 | Unranked | mmar-mcp-servermcp · back-end | Enables creation of complete metamodels and model instances through natural language interaction by connecting Large Language Models to the MM-AR… | No signals yet | No one-command install · Source | |
| 420 | Unranked | knowyoubettermcp · back-end | MCP server that asks users clarifying questions when uncertain, remembers their choices using local embeddings, and automatically answers similar… | No signals yet | No one-command install · Source | |
| 421 | Unranked | yarah-mcp-servermcp · back-end | Turns coding agents into full-stack builders by enabling backend features like auth, databases, file storage, serverless functions, and LLMs to be… | No signals yet | No one-command install · Source | |
| 422 | Unranked | local-intelligence-servermcp · back-end | Enables offline local LLM analysis of text data via MCP, taking raw text and an instruction to return analysis results without cloud calls. | No signals yet | No one-command install · Source | |
| 423 | Unranked | nasa-scix-mcp-servermcp · back-end | Enables LLMs to search astronomical literature, retrieve paper metadata, analyze citation metrics, and export bibliographic data via the NASA… | No signals yet | No one-command install · Source | |
| 424 | Unranked | hr-system-mcp-servermcp · back-end | Enables LLM clients to interact with a mock HR system via the Model Context Protocol, supporting queries and workflows across leave, benefits… | No signals yet | No one-command install · Source | |
| 425 | Unranked | mcp-telegram-bot-servermcp · back-end | MCP server that gives LLMs access to Telegram Bot API, enabling them to read recent messages and reply to users via persistent local storage and MCP… | No signals yet | No one-command install · Source | |
| 426 | Unranked | chezmoi-documentation-mcp-servermcp · back-end | Enables searching, reading, and listing pages from the official chezmoi documentation. Supports caching and Markdown conversion for LLM-friendly… | No signals yet | No one-command install · Source | |
| 427 | Unranked | ainu-mcpmcp · back-end | A hosted Model Context Protocol server for the Ainu-language toolchain, enabling LLMs to edit the Itak-uoeroskip glossary, search corpora… | No signals yet | No one-command install · Source | |
| 428 | Unranked | ptv-transit-mcp-servermcp · back-end | Exposes Victoria's public transport (PTV) GTFS timetable data as MCP tools, allowing LLMs to answer natural-language questions about routes, stops… | No signals yet | No one-command install · Source | |
| 429 | Unranked | hivellm-mcpmcp · back-end | Brings a real human expert into Codex or OpenCode by creating a hiveLLM room for message exchange, without using user's API quota or credentials. | No signals yet | No one-command install · Source | |
| 430 | Unranked | spt-forge-mcpmcp · back-end | MCP server for the SP-Tarkov Forge API. Exposes Forge endpoints as MCP tools over stdio, letting LLMs search mods, check updates, resolve… | No signals yet | No one-command install · Source | |
| 431 | Unranked | careman-mcpmcp · back-end | Read-only MCP server for CareMan Dienstplan that exposes REST API as tools for LLMs to query duty rosters, shift requests, vacant duties, and shift… | No signals yet | No one-command install · Source | |
| 432 | Unranked | cascade-cms-mcp-servermcp · back-end | Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, search, publish, workflow, and more through 37 MCP tools and 4… | No signals yet | No one-command install · Source | |
| 433 | Unranked | relational-db-seeder-mcp-servermcp · back-end | Enables LLMs to inspect database schemas and seed relational databases with custom data while automatically resolving foreign key relationships. | No signals yet | No one-command install · Source | |
| 434 | Unranked | browser-search-mcpmcp · back-end | Enables web search via a real browser for any LLM, bypassing anti-bot measures without API keys. | No signals yet | No one-command install · Source | |
| 435 | Unranked | swag2mcpmcp · back-end | Turn any OpenAPI/Swagger/Postman spec into an MCP server — give your LLM live access to any API. | No signals yet | No one-command install · Source | |
| 436 | Unranked | euroleague-open-datamcp · back-end | An MCP server that lets an LLM query a DuckDB warehouse of EuroLeague and EuroCup basketball data in natural language, offering tools for player and… | No signals yet | No one-command install · Source | |
| 437 | Unranked | ollama-mcp-server-demomcp · back-end | A beginner-friendly MCP server that exposes a local Ollama model as an MCP tool, enabling users to ask questions via VS Code. | No signals yet | No one-command install · Source | |
| 438 | Unranked | mcp-data-explorermcp · back-end | Allows LLMs to explore CSV datasets through statistics without loading raw data, offering tools for dataset inspection, column description, and… | No signals yet | No one-command install · Source | |
| 439 | Unranked | bugsmash-mcpmcp · back-end | MCP server that lets LLMs read and manage BugSmash reviewer feedback while keeping the API key private. | No signals yet | No one-command install · Source | |
| 440 | Unranked | mcpgqlmcp · back-end | A federated bridge connecting any GraphQL endpoint to the Model Context Protocol (MCP) ecosystem, enabling LLMs to query and mutate graph data with… | No signals yet | No one-command install · Source | |
| 441 | Unranked | apimind-ai-mcp-servermcp · back-end | Enables natural language queries against uploaded OpenAPI/Swagger documentation via a hybrid RAG pipeline, providing grounded answers through… | No signals yet | No one-command install · Source | |
| 442 | Unranked | io-github-nhantour-genie-lockermcp · back-end | Read-only MCP server for GenieLocker that exposes tools for service status, commercial inventory, live quotes, recipe search, and credit pricing… | No signals yet | No one-command install · Source | |
| 443 | Unranked | mcp-da-vincimcp · back-end | Exposes the DaVinci Resolve scripting API to LLMs, enabling inspection, media import, timeline editing, markers, and render queue management through… | No signals yet | No one-command install · Source | |
| 444 | Unranked | betaseries-mcp-servermcp · back-end | An MCP server that exposes the full BetaSeries API as 23 tools, enabling LLM clients to track TV shows and movies, manage planning, ratings, and… | No signals yet | No one-command install · Source | |
| 445 | Unranked | secure-public-api-mcp-servermcp · back-end | OAuth-protected FastMCP server exposing eight read-only public APIs (currency, weather, art, pets, dictionary, random images, vehicles) via MCP tools… | No signals yet | No one-command install · Source | |
| 446 | Unranked | mcp-monday-servermcp · back-end | Enables LLM assistants to query Monday.com boards, groups, items, and columns via a cached SQLite-backed sync engine, minimizing API calls. | No signals yet | No one-command install · Source | |
| 447 | Unranked | mcp-projectsmcp · back-end | A model context protocol server example collection that demonstrates tool integration, stdio and HTTP transports, and LangChain adapters for building… | No signals yet | No one-command install · Source | |
| 448 | Unranked | imaginatemcp · back-end | MCP server that expands rough ideas into detailed image prompts via LangChain and generates images using the Hugging Face Inference API. | No signals yet | No one-command install · Source | |
| 449 | Unranked | document-q-a-mcp-servermcp · back-end | Enables users to ingest PDF/DOCX/TXT/MD documents and ask natural language questions about them, using local embeddings and Groq-powered… | No signals yet | No one-command install · Source | |
| 450 | Unranked | hardware-manual-rag-mcp-servermcp · back-end | Local RAG over hardware manuals (PDF/HTML) using ChromaDB and local embeddings, enabling Claude Code to query pinouts, registers, and schematics via a… | No signals yet | No one-command install · Source | |
| 451 | Unranked | hardware-manual-rag-mcp-server-2mcp · back-end | Enables querying hardware manuals (PDF/HTML) using local RAG with ChromaDB and embeddings, allowing Claude Code to look up pinouts, registers, and… | No signals yet | No one-command install · Source | |
| 452 | Unranked | jina-ai-remote-mcp-servermcp · back-end | This MCP server provides access to Jina Reader, Embeddings, and Reranker APIs, enabling URL-to-markdown extraction, web and image search, and… | No signals yet | No one-command install · Source | |
| 453 | Unranked | sokratesmcp · back-end | Enables users to clarify vague goals through Socratic questioning and generate structured technical specifications, using a curated knowledge base and… | No signals yet | No one-command install · Source | |
| 454 | Unranked | searchloincmcp · back-end | Enables LLMs to search LOINC terms with free-text, relevance-ranked, and faceted queries via the LOINC Search API, mirroring the loinc.org/search… | No signals yet | No one-command install · Source | |
| 455 | Unranked | career-mcp-servermcp · back-end | A production-grade FastAPI-based MCP server for career-oriented tools, currently exposing GitHub integration (profile, repos, pinned, search, rate… | No signals yet | No one-command install · Source | |
| 456 | Unranked | intelligrid-energyplus-mcp-servermcp · back-end | Exposes EnergyPlus building simulation tools as MCP endpoints, enabling LLMs to run closed-loop energy optimization while maintaining occupant… | No signals yet | No one-command install · Source | |
| 457 | Unranked | restaurant-mcp-servermcp · back-end | MCP server exposing restaurant tools including search by cuisine, price, rating, and open status, restaurant details, user preferences stored in Neon… | No signals yet | No one-command install · Source | |
| 458 | Unranked | pos-mcp-servermcp · back-end | An MCP server that lets restaurants operate their point-of-sale through an LLM agent — edit menus, 86 items, check sales, restock inventory, monitor… | No signals yet | No one-command install · Source | |
| 459 | Unranked | mcp-meshmcp · back-end | Universal MCP router and gateway that bridges LLM agents to OpenAPI, GraphQL, and AWS Lambda services with ISO/IEC 42001 AI governance, RBAC, PII… | No signals yet | No one-command install · Source | |
| 460 | Unranked | verified-burstmcp · back-end | MCP stdio server, one tool buy_verified_burst — x402 pay-only-if-verified inference. | No signals yet | No one-command install · Source | |
| 461 | 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 | |
| 462 | 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 | |
| 463 | 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 | |
| 464 | 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 | |
| 465 | 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 | |
| 466 | 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 | |
| 467 | 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 | |
| 468 | 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 | |
| 469 | 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 | |
| 470 | 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 | |
| 471 | 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 | |
| 472 | 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 | |
| 473 | 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 | |
| 474 | 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 | |
| 475 | 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 | |
| 476 | 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 | |
| 477 | 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 | |
| 478 | 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 | |
| 479 | 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 | |
| 480 | 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 | |
| 481 | 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 | |
| 482 | 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 | |
| 483 | 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 | |
| 484 | 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 | |
| 485 | 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 | |
| 486 | 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 | |
| 487 | 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 | |
| 488 | 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 | |
| 489 | 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 | |
| 490 | 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 | |
| 491 | Unranked | rag-mcp-adaptermcp · back-end | Exposes an existing RAG API as MCP tools, enabling health checks and document-based question answering with source evidence. | No signals yet | No one-command install · Source | |
| 492 | Unranked | qmscloud-reporting-mcp-servermcp · back-end | Enables querying pre-built Metabase cards for QMSCloud reporting, allowing retrieval of ticket summaries and other reports via natural language… | No signals yet | No one-command install · Source | |
| 493 | Unranked | voice-analysis-mcpmcp · back-end | Provides local audio analysis tools for LLMs, enabling transcription, conversation dynamics, prosody analysis, and visual inspection without API keys. | No signals yet | No one-command install · Source | |
| 494 | Unranked | review-analysis-mcp-servermcp · back-end | A local, privacy-friendly pipeline for analyzing customer reviews using Ollama for sentiment analysis and issue clustering. | No signals yet | No one-command install · Source | |
| 495 | Unranked | local-rag-mcp-servermcp · back-end | Enables tool-calling over TCP for a local RAG pipeline, allowing document ingestion and querying via MCP tools, fully offline with no cloud… | No signals yet | No one-command install · Source | |
| 496 | Unranked | industrialops-industry-4-0-plc-monitor-mcp-servermcp · back-end | Enables LLMs to connect to factory PLC sensors, read register data, analyze predictive maintenance, and monitor energy consumption in industrial… | No signals yet | No one-command install · Source | |
| 497 | Unranked | pik-mcpmcp · back-end | Exposes the OLX.ba marketplace API as MCP tools, enabling LLM clients to authenticate, browse and manage listings, read… | No signals yet | No one-command install · Source | |
| 498 | Unranked | mcp-openai-platformmcp · back-end | A local MCP server exposing the OpenAI platform REST API as tools for file management, fine-tuning, inference, images, audio, batch processing, and… | No signals yet | No one-command install · Source | |
| 499 | Unranked | gg-deals-mcp-servermcp · back-end | Enables LLMs to fetch game prices, historical lows, and bundles from gg.deals. | No signals yet | No one-command install · Source | |
| 500 | Unranked | coexistaimcp · back-end | A modular research assistant framework that enables web, Reddit, YouTube, map, and codebase exploration via MCP and FastAPI, with support for multiple… | 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.