Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | Unranked | nutriclarity-mcpmcp · search | Provides LLMs with access to food nutrition data from Open Food Facts, enabling barcode lookup, product search, and nutrition score comparisons. | No signals yet | No one-command install · Source | |
| 2502 | Unranked | cloakboxmcp · database | Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving copy of the database, with fail-closed PII scanning and provable… | No signals yet | No one-command install · Source | |
| 2503 | Unranked | judge-audit-mcpmcp · ai-agents | An MCP server that audits LLM-as-judge evaluations, detecting judge drift across runs, measuring bias through controlled probes, and comparing judge… | No signals yet | No one-command install · Source | |
| 2504 | Unranked | pact-mcpmcp · ai-agents | Enables MCP-capable agents to create, fund, and settle pacts with escrow, using an LLM evaluator for dispute resolution. | No signals yet | No one-command install · Source | |
| 2505 | Unranked | pact-mcp-2mcp · ai-agents | MCP server for Pact, an escrow protocol for agent-to-agent commerce, enabling agents to create pacts, fund escrow, deliver work, and settle with an… | No signals yet | No one-command install · Source | |
| 2506 | Unranked | campus-life-mcp-servermcp · back-end | An MCP server that provides information about IIT Guwahati campus life using a RAG pipeline backed by Qdrant Cloud. | No signals yet | No one-command install · Source | |
| 2507 | Unranked | webcontrolmcp · back-end | Headless browser automation for LLM agents via REST API or MCP tools. Enables navigating pages, reading structured content, clicking elements, filling… | No signals yet | No one-command install · Source | |
| 2508 | Unranked | mcp-support-agentmcp · back-end | Enables ticket management through a REST API and support document search via a local vector database, powered by Ollama and LanceDB. | No signals yet | No one-command install · Source | |
| 2509 | Unranked | runcomfy-mcpmcp · back-end | MCP server for RunComfy's Serverless API (ComfyUI) that enables managing deployments, running inference, and retrieving results from AI assistants… | No signals yet | No one-command install · Source | |
| 2510 | Unranked | proxyllm-mcpmcp · ai-agents | MCP server for ProxyLLM, the OpenAI-compatible LLM gateway, enabling live model catalogs, plan-savings calculations, routing key management, and… | No signals yet | No one-command install · Source | |
| 2511 | Unranked | openkb-mcpmcp · search | Exposes local OpenKB knowledge bases to MCP clients, enabling wiki discovery, cataloging, lexical search, page reads, and optional LLM query fallback… | No signals yet | No one-command install · Source | |
| 2512 | Unranked | llmgraph-mcp-servermcp · back-end | Exposes your LLMGraph workflow deployments as MCP tools, allowing AI assistants to invoke them via natural language. | No signals yet | No one-command install · Source | |
| 2513 | Unranked | llmstxt-doc-searchmcp · devops | Live, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime. | No signals yet | No one-command install · Source | |
| 2514 | Unranked | 04-enterprise-mcp-servermcp · search | MCP server with a RAG knowledge tool that enables AI agents to search enterprise documents using natural language queries. | No signals yet | No one-command install · Source | |
| 2515 | Unranked | mcp-transcriptedmcp · search | Pay-per-success YouTube transcript extractor for AI agents and RAG pipelines. Timestamps, SRT, plain text. Failed videos are never charged… | No signals yet | No one-command install · Source | |
| 2516 | Unranked | ask-my-data-mcpmcp · search | Automatically routes natural language questions to RAG or Text2SQL paths to answer queries about virtual construction site data, supporting semantic… | No signals yet | No one-command install · Source | |
| 2517 | Unranked | ls-mcp-servermcp · search | Enables SQL query execution and knowledge base search via RAG agent through two tools. | No signals yet | No one-command install · Source | |
| 2518 | Unranked | hatfetchmcp · ai-agents | Enables LLM agents to read any website by scraping and crawling into clean Markdown, automatically bypassing bot detection with residential proxies. | No signals yet | No one-command install · Source | |
| 2519 | Unranked | loki-auto-mcp-servermcp · ai-agents | Enables LLM agents to automate browser tasks through secure, sandboxed Rhai scripts executed in a WebAssembly VM, supporting DOM interactions and tab… | No signals yet | No one-command install · Source | |
| 2520 | Unranked | mcp-socketmcp · ai-agents | Stateful outbound TCP/UDP MCP server enabling LLMs to perform multi-step network protocols like HTTP/1.x, SMTP, Redis, and DNS. | No signals yet | No one-command install · Source | |
| 2521 | Unranked | thermo-control-mcpmcp · ai-agents | Enables LLM agents to monitor Mac thermals and control fan speed with safety limits enforced by a root daemon. | No signals yet | No one-command install · Source | |
| 2522 | Unranked | enterprise-mcp-data-agentmcp · database | Enables secure, privacy-first SQL database interaction via natural language, using local LLM and PostgreSQL with dynamic tool-calling. | No signals yet | No one-command install · Source | |
| 2523 | Unranked | pbxmcpmcp · ai-agents | Enables LLM agents to communicate with each other by placing and answering calls via a telephone exchange, with routing, hop budget, and call… | No signals yet | No one-command install · Source | |
| 2524 | Unranked | emacsclient-mcpmcp · ai-agents | An MCP server that provides LLMs with direct access to Emacs via its server protocol, offering 22 tools for editing, search, buffer management, and a… | No signals yet | No one-command install · Source | |
| 2525 | Unranked | idnow-mcp-servermcp · ai-agents | An MCP server that lets LLM agents operate the IDnow Trust Platform sandbox to list verification flows, create sessions, check sessions, and get… | No signals yet | No one-command install · Source | |
| 2526 | Unranked | falc-hatun-mcp-servermcp · back-end | Provides real astrology and tarot computations using actual ephemeris and a 78-card deck, returning structured data such as natal charts, synastry… | No signals yet | No one-command install · Source | |
| 2527 | Unranked | mcp-email-orchestratormcp · ai-agents | An intelligent email orchestration system that connects local LLMs to an SMTP email sender using the Model Context Protocol, enabling dynamic tool… | No signals yet | No one-command install · Source | |
| 2528 | Unranked | rag-servermcp · search | Local MCP server that provides a search_documents tool to query a RAG pipeline built with Ollama embeddings and ChromaDB, enabling Claude Desktop to… | No signals yet | No one-command install · Source | |
| 2529 | Unranked | caveman-core-mcpmcp · ai-agents | MCP server that compresses LLM responses into caveman-style prose, reducing token usage by ~65% while maintaining technical accuracy. | No signals yet | No one-command install · Source | |
| 2530 | Unranked | tinyragmcp · database | Enables LLM agents to access a private knowledge base through MCP by automatically chunking and indexing .txt documents, with zero configuration and… | No signals yet | No one-command install · Source | |
| 2531 | Unranked | mcp-hayabusamcp · observability | Enables an LLM client to scan Windows event log files (EVTX) for suspicious activity using Hayabusa, and browse its detection rules directly in… | No signals yet | No one-command install · Source | |
| 2532 | Unranked | cloudwatch-mcp-agentmcp · observability | Enables natural language queries for AWS CloudWatch logs, metrics, and alarms via an LLM agent with MCP tools. | No signals yet | No one-command install · Source | |
| 2533 | Unranked | project-decision-ragmcp · search | Semantic search over project-specific decision rules using Chroma, enabling LLMs to retrieve relevant context. | No signals yet | No one-command install · Source | |
| 2534 | Unranked | emotion-mcpmcp · observability | Provides a dynamic emotion simulation system for AI character roleplay, based on Freudian psychodynamics, that analyzes dialogue content via LLM to… | No signals yet | No one-command install · Source | |
| 2535 | Unranked | spectra-mcpmcp · browser | An MCP server that provides LLMs with a fingerprint-randomized Firefox browser for web browsing, clicking, typing, and taking screenshots, using… | No signals yet | No one-command install · Source | |
| 2536 | Unranked | sre-toolkit-mcpmcp · ai-agents | Enables LLM agents to perform SRE reliability calculations like error budgets and burn rates using deterministic tools, integrating with Prometheus… | No signals yet | No one-command install · Source | |
| 2537 | Unranked | tolls-mcp-servermcp · back-end | Calculate toll costs, list operators, and get tariff data across Spain, Portugal, and France through an LLM assistant. | No signals yet | No one-command install · Source | |
| 2538 | Unranked | erpnext-mcpmcp · back-end | A robust, asynchronous Model Context Protocol (MCP) server that securely connects LLMs to your ERPNext instance (Self-Hosted or Frappe Cloud) via its… | No signals yet | No one-command install · Source | |
| 2539 | Unranked | charlotte-mecklenburg-mcp-servermcp · ai-agents | An MCP server that exposes Charlotte, NC and Mecklenburg County open data as tools for an LLM agent, enabling queries about trash pickup, parcels… | No signals yet | No one-command install · Source | |
| 2540 | Unranked | salyutmcp · ai-agents | Fans out queries to multiple independent free LLMs from different providers and returns their answers side by side, enabling sanity-checking of… | No signals yet | No one-command install · Source | |
| 2541 | Unranked | mcp-fastapimcp · back-end | Exposes FastAPI reference documentation as MCP tools, enabling LLMs to query FastAPI docs during development for accurate code generation. | No signals yet | No one-command install · Source | |
| 2542 | Unranked | mcp-playwright-weather-israel-2mcp · browser | An MCP server that uses Playwright to scrape Israeli weather forecasts from weather2day.co.il by automating a real browser, enabling an LLM to answer… | No signals yet | No one-command install · Source | |
| 2543 | Unranked | llm-evaluation-harness-mcp-servermcp · back-end | Evaluates RAG outputs on faithfulness, answer relevancy, and context precision using an LLM-as-a-Judge backend. Exposes tools for running evaluations… | No signals yet | No one-command install · Source | |
| 2544 | Unranked | tripmoney-mcpmcp · ai-agents | MCP server for sharing and settling travel schedules and expenses, integrating with LLMs and Supabase. | No signals yet | No one-command install · Source | |
| 2545 | Unranked | fetch-url-rawmcp · ai-agents | A stateless MCP server that provides a configurable HTTP client tool for LLM agents, supporting custom methods, headers, bodies, timeouts, redirects… | No signals yet | No one-command install · Source | |
| 2546 | Unranked | gimpmcpmcp · ai-agents | An MCP server that allows LLMs to control GIMP programmatically, including images, layers, selections, text, transforms, filters, and arbitrary… | No signals yet | No one-command install · Source | |
| 2547 | Unranked | worktrace-mcpmcp · database | A local MCP server that helps AI agents recover missing historical developer context by capturing and indexing screenshots with OCR and embeddings… | No signals yet | No one-command install · Source | |
| 2548 | Unranked | browsercard-ai-brokermcp · ai-agents | An MCP server that lets an LLM build, inspect and drive a running BrowserCard deck live in the browser. | No signals yet | No one-command install · Source | |
| 2549 | Unranked | mcp-weather-forecast-servermcp · back-end | Enables LLMs to retrieve weather forecasts for Israeli cities via browser automation and USA weather via API, maintaining state across tool calls for… | No signals yet | No one-command install · Source | |
| 2550 | Unranked | mcp-copilot-automationsmcp · comms | Bridges LLMs with enterprise IT operations by resolving user intents via Dataverse, creating ServiceNow service requests, and triggering Azure… | No signals yet | No one-command install · Source | |
| 2551 | Unranked | travel-planning-fastmcpmcp · front-end | AI-powered travel route planning server with budget estimation, packing suggestions, and food recommendations, using LangChain reactive agent with… | No signals yet | No one-command install · Source | |
| 2552 | Unranked | stock-rag-mcpmcp · database | Enables RAG-based querying of local stock company data using a local LLM and vector database, providing tools to ask questions, search raw chunks, and… | No signals yet | No one-command install · Source | |
| 2553 | Unranked | mcp-docsearchmcp · search | Semantic search over any markdown corpus using local embeddings. Provides tools to search, reindex, and get index stats, with results including file… | No signals yet | No one-command install · Source | |
| 2554 | Unranked | fleet-mcp-servermcp · database | Enables semantic search, recommendations, and similar crate lookups for Rust crates via vector embeddings. | No signals yet | No one-command install · Source | |
| 2555 | Unranked | mcp-multivision-servermcp · ai-agents | Provides image and video analysis capabilities for LLMs, with local preprocessing (ffmpeg/OpenCV) and any OpenAI-compatible vision model for… | No signals yet | No one-command install · Source | |
| 2556 | Unranked | civil3d-mcpmcp · ai-agents | MCP server that connects an LLM assistant to Autodesk Civil 3D via COM, enabling direct manipulation of surfaces, alignments, COGO points, layers… | No signals yet | No one-command install · Source | |
| 2557 | Unranked | zap-rag-mcp-servermcp · search | Read-only MCP server that exposes ZAP's RAG search modes (plain, hybrid, hybrid_rerank) for agents to perform semantic code retrieval. | No signals yet | No one-command install · Source | |
| 2558 | Unranked | poi-mcp-servermcp · back-end | Exposes Poi's external APIs (file upload/download, commenting, license key issuance) as MCP tools for use with LLM clients like Claude. | No signals yet | No one-command install · Source | |
| 2559 | Unranked | rag-query-mcp-servermcp · search | Enables querying a hybrid-retrieval RAG pipeline (dense + BM25) over ingested PDF documents, returning answers generated by Gemini. | No signals yet | No one-command install · Source | |
| 2560 | Unranked | media-gen-mcp-2mcp · other | Enables AI image and video generation using Google Nano Banana and Veo 3.1 via a LiteLLM gateway, providing tools for synchronous image generation and… | No signals yet | No one-command install · Source | |
| 2561 | Unranked | mcp-geomcp · ai-agents | MCP server exposing Generative Engine Optimization tools to any AI agent, enabling checking of llms.txt, auditing robots.txt for AI crawlers, and… | No signals yet | No one-command install · Source | |
| 2562 | Unranked | mcp-music-servermcp · search | MCP server that enables LLMs to search, play, and manage music from multiple platforms (NetEase, QQ, Kugou) and local files, with lyrics retrieval and… | No signals yet | No one-command install · Source | |
| 2563 | Unranked | mcp-map-servermcp · back-end | MCP服务器，为LLM提供高德和百度地图的地理编码、POI搜索、路径规划、天气查询等功能。 | No signals yet | No one-command install · Source | |
| 2564 | Unranked | cheapestinferencemcp · back-end | CheapestInference — unlimited flat-rate API for frontier open-source LLMs | No signals yet | No one-command install · Source | |
| 2565 | Unranked | sibylmcp · back-end | MCP server for Google's Gemini API, enabling text, image, video, speech, embeddings, and deep research capabilities through a single tool set. | No signals yet | No one-command install · Source | |
| 2566 | Unranked | mlservemcp · back-end | Self-hosted ML inference MCP server providing embeddings and summarization tools using sentence-transformers and Ollama, with low-latency preloaded… | No signals yet | No one-command install · Source | |
| 2567 | Unranked | document-intelligence-servermcp · back-end | Enables intelligent document processing by extracting text, classifying document types, and generating structured summaries from PDFs and images using… | No signals yet | No one-command install · Source | |
| 2568 | Unranked | timeseries-mcpmcp · ai-agents | Deterministic time-series statistics for AI agents. This MCP server gives any LLM agent unit-tested statistical tools — anomaly detection, changepoint… | No signals yet | No one-command install · Source | |
| 2569 | Unranked | c-rebromcp · search | A RAG engine and MCP server that indexes .md files to provide searchable context to AI agents via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 2570 | Unranked | socrata-mcpmcp · ai-agents | An MCP server that gives LLM agents typed, cached access to civic open-data portals via Socrata (SODA 2.1 + Discovery API), enabling search, query… | No signals yet | No one-command install · Source | |
| 2571 | Unranked | twiceshymcp · ai-agents | A self-hosted MCP server that retrieves git-backed engineering experience records (issues, fixes) to inform LLM coding agents, preventing repeated… | No signals yet | No one-command install · Source | |
| 2572 | Unranked | mcp-altair-studiomcp · ai-agents | MCP server that enables Claude to control Altair AI Studio for data mining and machine learning tasks, including data import, cleaning… | No signals yet | No one-command install · Source | |
| 2573 | Unranked | coffee-shop-mcpmcp · ai-agents | An MCP project that orchestrates coffee orders by coordinating a Barista server and machine servers (grinder, brew unit, steamer, dispenser) through… | No signals yet | No one-command install · Source | |
| 2574 | Unranked | lethemcp · ai-agents | Enables offloading large tool outputs from LLM context and recalling them on demand to save tokens. | No signals yet | No one-command install · Source | |
| 2575 | Unranked | pirate-borg-mcpmcp · ai-agents | An MCP server for generating Pirate Borg NPCs with procedurally rolled stats, allowing LLMs to create stat-accurate characters using the rulebook's… | No signals yet | No one-command install · Source | |
| 2576 | Unranked | totvs-tickets-mcpmcp · ai-agents | A read-only MCP server exposing TOTVS support tickets (Portal do Cliente) as tools for LLMs in Claude Code, Claude Desktop, and Cursor. | No signals yet | No one-command install · Source | |
| 2577 | Unranked | web-recordermcp · browser | Records Chrome network requests and responses for LLM knowledge bases, and exposes query and browser control capabilities via MCP tools like… | No signals yet | No one-command install · Source | |
| 2578 | Unranked | kairosmcp · ai-agents | when2meet-style scheduling polls — self-hostable, reverse-proxy-auth friendly, agent-first API (OpenAPI + llms.txt + MCP). | No signals yet | No one-command install · Source | |
| 2579 | Unranked | fallmortgage-us-mcpmcp · ai-agents | A sovereign, MIT-licensed MCP server that wraps mortgage functionality into an AI-callable tool with Ed25519 signing and offline capability, enabling… | No signals yet | No one-command install · Source | |
| 2580 | Unranked | mcp-rag-minimcp · search | A minimal RAG service that exposes a vector index for document retrieval via REST and MCP, allowing querying for relevant document chunks and… | No signals yet | No one-command install · Source | |
| 2581 | Unranked | es-error-lensmcp · observability | Enables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace… | No signals yet | No one-command install · Source | |
| 2582 | Unranked | sy-automl-mcpmcp · back-end | An MCP server wrapping AutoGluon's AutoML capabilities, enabling data loading, model training, prediction, evaluation, and model management. | No signals yet | No one-command install · Source | |
| 2583 | Unranked | media2htmlmcp · ai-agents | Converts images, videos, and audio into structured, cacheable HTML representations optimized for text-based LLM reasoning. | No signals yet | No one-command install · Source | |
| 2584 | Unranked | mcp-playwright-weather-israel-3mcp · browser | An MCP server that uses Playwright to browse Israeli weather forecasts from weather2day.co.il, allowing LLMs to control a browser to fetch real-time… | No signals yet | No one-command install · Source | |
| 2585 | Unranked | israel-weather-mcp-servermcp · browser | Provides LLMs with real-time weather forecasts for Israeli cities using browser automation with Playwright to scrape live data from a weather website. | No signals yet | No one-command install · Source | |
| 2586 | Unranked | cloudera-hive-mcp-servermcp · ai-agents | Enables LLM agents to query and explore Cloudera Hive virtual warehouses through tools like list_databases, list_tables, describe_table… | No signals yet | No one-command install · Source | |
| 2587 | Unranked | fallmind-mcpmcp · ai-agents | MCP server for foldkit — exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools + resources in any MCP client (Claude Code… | No signals yet | No one-command install · Source | |
| 2588 | Unranked | fallmortgage-mcpmcp · ai-agents | MCP server for foldkit that exposes 7-prime spine, κ-bands, and fold operations as tools and resources for use in MCP clients. | No signals yet | No one-command install · Source | |
| 2589 | Unranked | fallmotion-mcpmcp · ai-agents | MCP server for foldkit, exposing 7-prime spine, κ-bands, and 6 fold operations as native tools and resources for use in any MCP client (Claude Code… | No signals yet | No one-command install · Source | |
| 2590 | Unranked | fallmage-mcpmcp · ai-agents | MCP server for the foldkit SDK, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources. Enables folding/unfolding… | No signals yet | No one-command install · Source | |
| 2591 | Unranked | fallmirror-mcpmcp · ai-agents | MCP server for foldkit that exposes 7-prime spine, κ-bands, and fold operations as tools and resources, enabling natural language interaction with… | No signals yet | No one-command install · Source | |
| 2592 | Unranked | fallmortgageonboard-mcpmcp · ai-agents | MCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for fold-based state analysis and… | No signals yet | No one-command install · Source | |
| 2593 | Unranked | fallmortgagepaper-mcpmcp · ai-agents | MCP server exposing foldkit's 7-prime spine, κ-bands, and fold operations as tools and resources for AI assistants, enabling fold arithmetic, band… | No signals yet | No one-command install · Source | |
| 2594 | Unranked | fallmortgagepractice-mcpmcp · other | Provides MCP tools and resources for the foldkit SDK, enabling interaction with the 7-prime spine, kappa bands, and fold operations in any MCP client. | No signals yet | No one-command install · Source | |
| 2595 | Unranked | schoox-mcp-servermcp · back-end | Enables querying Schoox LMS data (users, courses, enrollments, etc.) via natural language using AI assistants, without writing API code. | No signals yet | No one-command install · Source | |
| 2596 | Unranked | mcp-run-isolated-pythonmcp · back-end | Enables LLMs to execute Python code securely in a sandboxed environment. Supports configurable restrictions like no network access and returns results… | No signals yet | No one-command install · Source | |
| 2597 | Unranked | api-vision-mcpmcp · back-end | Enables image recognition using vision models via OpenAI-compatible APIs, supporting multiple platforms like OpenAI, DeepSeek, and Ollama. | No signals yet | No one-command install · Source | |
| 2598 | Unranked | prompt-enhancer-mcpmcp · back-end | Local MCP server that uses a local Ollama model to rewrite rough prompt drafts into structured, optimized prompts for paid APIs, saving tokens and… | No signals yet | No one-command install · Source | |
| 2599 | Unranked | mcp-node-tasks-05-samplingmcp · ai-agents | An MCP server that demonstrates sampling, enabling the server to request LLM completions from the client to assist in workflow tasks like planning… | No signals yet | No one-command install · Source | |
| 2600 | Unranked | vs-auto-trend-mcp-servermcp · back-end | MCP server that wraps VS Auto Trend API to provide trend data and concept brief generation tools for LLMs. | 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.