Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 29.013 | groundx-ragmcp · search | Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct… | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | alfresco-mcp-chatmcp · back-end | Turns hundreds of Alfresco MCP REST endpoints into a small set of tools for a local LLM, enabling natural language interaction with Alfresco while… | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | research-paper-agentmcp · ai-agents | A remote MCP server for searching arXiv papers, extracting paper details, and generating structured prompts for LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | sentinel-core-agentmcp · ai-agents | Enables file system operations, web scraping, and AI-powered search through MCP tools for use by LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | terryso-metatag-geniemcp · database | Enables AI to write standardized metadata to various image file formats including HEIC and PNG for automated tagging, photo organization, and… | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | erddap-mcp-demomcp · search | Enables LLMs to interact with ERDDAP search, metadata, and tabledap services for oceanographic data. | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | documentation-searchmcp · search | Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted… | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | prem-aimcp · search | Provides direct access to Prem AI's chat completions and RAG capabilities through tools for chat interactions, document uploads, and template-based… | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | mcp-groqmcp · search | Provides a suite of AI tools for web search, mathematical calculations, and tech news aggregation via MCP, leveraging Groq LLMs. | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | mindmesh-mcp-servermcp · ai-agents | Enables enriched reasoning through a quantum-inspired swarm of Claude 3.7 Sonnet instances with field coherence optimization, allowing users to… | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | jumasheff-ragdocs-vector-documentation-searchmcp · search | Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with… | 1 star · 1 fork | No one-command install · Source | |
| 1301 | 29.013 | misanthropic-ai-playwrightmcp · browser | Enables LLM-powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive… | 1 star · 1 fork | No one-command install · Source | |
| 1313 | 26.938 | aeo-toolmcp · ai-agents | Audit any website for AI citability on **67 criteria across 7 AI engines** (ChatGPT, Gemini, Perplexity, Claude, Copilot, Grok, Google AI Overviews)… | 1,439 installs | No commit datelisted | No one-command install · Source |
| 1314 | 23.374 | terrabasemcp · ai-agents | LLM-assisted, safety-gated Postgres migrations exposed as an MCP server, using a deterministic rule engine over Postgres's own parser AST for safety… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | mise-en-spacemcp · ai-agents | An MCP server that enables LLMs to search, fetch, and act on Google Workspace (Drive, Gmail, Docs, Sheets, etc.) with rich, one-call results and file… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | mrrlin-dev-external-agentsmcp · ai-agents | Routes work from your coding agent across 20+ free-tier LLMs to cut costs 10-100x using a round-robin dispatch pool with cooldown-aware auto-fallback. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | team-protocolmcp · ai-agents | Enables structured role-to-role handoffs and merge gating for multi-agent collaboration. It persists evidence and computes approval gates without… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | eve-esi-llm-bridgemcp · back-end | MCP server that connects EVE Online's ESI API to LLM clients, enabling reading private and public EVE data, resolving names and IDs, and optionally… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | molmcpmcp · ai-agents | A graph-based codebase capability discovery engine for LLM agents, exposing indexed code symbols, signatures, and relationships over MCP to enable… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | loom-mcp-servermcp · ai-agents | Exposes Iceberg-backed ontology objects, links, and actions as typed MCP tools for LLM agents, enabling governed data access and operations without… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | health4aimcp · ai-agents | Apple HealthKit → PostgreSQL sync + MCP server for Claude Code, Cursor, and Ollama. Open-source iOS app with reliable background sync… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | wwn-mcpmcp · search | A local-embeddings RAG + Model Context Protocol server that provides retrieval-backed knowledge of the Wawona stack to Cursor models. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | winauto-mcpmcp · ai-agents | MCP server that lets an LLM see and drive any running Windows app: attach a window, screenshot it, read its UI Automation tree, and send clicks, typed… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | sdnext-mcpmcp · ai-agents | Enables LLM hosts to control SD.Next (Stable Diffusion Next) WebUI via 125 MCP tools for text-to-image, image-to-image, upscaling, control, tagging… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | motionspecmcp · front-end | Enables LLMs to generate safe, accessible scroll-driven web animations by translating natural language requests into validated JSON specs, then… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | umamcp · ai-agents | A local RAG context optimizer MCP server that filters retrieved context to the minimum an LLM needs to answer correctly, using a cross-encoder and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | io-github-singleflo-odoo-assistantmcp · ai-agents | An MCP server that acts as a virtual Odoo employee, enabling LLMs to query, create, update, and execute workflows on Odoo records with configurable… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | pseudonym-mcpmcp · back-end | Local pseudonymisation MCP server that detects PII in text, replaces it with opaque tokens before sending to cloud LLMs, and restores tokens… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | woladi-pseudonymmcp · ai-agents | Intercepts and pseudonymizes sensitive data before it reaches cloud LLMs. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | opportunity-party-mcpmcp · browser | Scrapes the Opportunity Party website and converts policy PDFs to structured markdown for LLM consumption. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | lyrion-mcp-servermcp · back-end | Enables LLMs to control a Lyrion Music Server (LMS/Squeezebox) for playback, search, library browsing, and player management. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | els-mcp-servermcp · back-end | Enables LLM agents to query the Explore Local Statistics API for local area data like employment rates and demographics. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | mcp-hslmcp · ai-agents | An MCP server exposing Greater Helsinki public transport data from Digitransit, enabling LLM hosts to answer live transit queries, plan journeys, and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | veil-mcpmcp · ai-agents | An agent-native shell as an MCP server, designed for LLM agents (like Claude Code) to execute commands with structured output, lazy detail retrieval… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | runmetermcp · ai-agents | An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | iron-bridge-construction-mcp-equipment-safety-server-2mcp · back-end | Provides LLM scoped, safe access to heavy equipment data, gating high-risk actions behind capability checks, supervisor sign-off, and human… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | r-stats-mcpmcp · ai-agents | An MCP server that provides an LLM with access to R's statistical toolkit including hypothesis tests, regression, psychometrics, survival analysis… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | tolmachov-telegrammcp · comms | Integrates with Telegram through the MTProto API to send messages, retrieve chat histories, search conversations, manage notifications, and perform… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | indousmcpmcp · ai-agents | Agent-first data layer for the Indian-American diaspora, enabling LLM agents to search and retrieve information about Indian restaurants, temples… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | sem-g-secure-enterprise-mcp-gatewaymcp · ai-agents | A zero-trust gateway for securely brokering interactions between AI models and internal tools via the Model Context Protocol, with DLP, prompt… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | israeli-weather-mcp-agentmcp · browser | Enables LLMs to retrieve Israeli weather forecasts by controlling a browser via Playwright and scraping data from an Israeli weather website. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | llmstxt-mcpmcp · ai-agents | 用于管理远程llms.txt文档的MCP服务器，支持添加、编辑、删除、列出和获取llms.txt文档内容。 | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | super-memory-tsmcp · database | Local-first semantic memory server with project indexing for AI assistants. It enables AI assistants to store, retrieve, and search memories and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | auto-mcp-servermcp · back-end | Enables LLMs to interact with any REST API that has an OpenAPI specification by providing a lightweight MCP server that translates between natural… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | open-vision-mcpmcp · back-end | Provider-neutral Vision MCP Server — image analysis via 10 inference providers through a single MCP server. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | multi-model-mcpmcp · ai-agents | An MCP server that exposes tools for sub-agent style reasoning across multiple LLM providers, enabling delegation of prompts to various models and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | deepsiftmcp · ai-agents | DeepSIFT is an MCP server that wraps SANS SIFT Workstation forensic tools with structured JSON output and RAG threat intelligence, reducing LLM… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | platform-adapter-mcpmcp · ai-agents | Wraps multiple bug bounty platform APIs (HackerOne, Bugcrowd, etc.) behind a uniform MCP tool surface, enabling LLM agents to query programs, scope… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | mcp-llm-offloadmcp · ai-agents | An MCP server that offloads light LLM work from Claude to a model you control, such as a local LLM or any OpenAI-compatible provider, saving… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | synapse-researchmcp · ai-agents | A deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | nwtools-mcpmcp · ai-agents | Provides accurate IPv4 subnet and address tools for LLMs using Python's ipaddress library. Includes CIDR parsing, overlap detection, IP… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | abhishek2432001-deeprepomcp · search | RAG engine for local codebases with multi-provider AI support and semantic search. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | alephantmcp · ai-agents | AI cost control and BYO-key routing across 50+ LLM providers and 320+ models. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | sapmcpmcp · ai-agents | Enables operating and querying SAP ECC/S/4HANA systems via SAP NetWeaver RFC SDK, exposing MCP tools, resources, and prompts for LLMs. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | pathcourse-healthmcp · ai-agents | MCP server integrating PathCourse Health services for LLM inference, USDC-based agent payments, and agent identity lookup. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | pch-mcp-servermcp · ai-agents | MCP server for PathCourse Health enabling cheaper LLM inference, USDC-based agent payments, and agent identity/reputation lookup. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | mdfifty50-boop-agentic-observabilitymcp · ai-agents | Agent tracing, cost tracking, and anomaly detection for LLM-based agents. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | utilifymcp · other | Texas utility plan comparison and enrollment for electricity, internet, natural gas, water, and trash across 4,844 ZIP codes. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | embgrepmcp · search | Provides local semantic search over files using embeddings, enabling directory indexing and natural language queries without external services. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | local-brain-mcpmcp · back-end | A local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | tesseract-26-eyeshot-mcpmcp · ai-agents | Enables AI-driven CAD operations through natural language, integrating LLM and Eyeshot SDK for model manipulation. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | agent-output-guard-mcpmcp · ai-agents | Validates agent outputs in multi-agent systems to prevent coordination failures, with tools for schema verification, hallucination detection, and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | camofox-browser-mcpmcp · ai-agents | MCP server for controlling a local camofox-browser instance, enabling LLM agents to perform web automation tasks such as navigation, interaction… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | tolgee-mcpmcp · back-end | An MCP server that wraps the Tolgee localization platform API, enabling LLMs to manage translation projects, keys, translations, languages, and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | ygtdgn-codebase-indexermcp · database | Indexes source code using Ollama embeddings and Qdrant vector database to enable natural language semantic search across codebases. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | psd-mcp-servermcp · front-end | Enables parsing of PSD files and extraction of layer information, design tokens, and assets to assist LLMs in converting designs to code. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | obs-showrunner-mcpmcp · back-end | MCP server enabling LLMs to control OBS Studio through high-level show and effect APIs. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | ason-mcp-servermcp · back-end | Enables compression and decompression of JSON data using the token-optimized ASON format, reducing token usage by 20-60% for LLM applications. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | cmmv-mcpmcp · ai-agents | Enables standardized interactions between LLMs and CMMV applications using the Model Context Protocol, with decorator-based tool registration and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | tagny-web-accessmcp · ai-agents | Provides web access tools for fetching URL text content and extracting page links using BeautifulSoup for HTML parsing, enabling locally served LLMs… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | mcp-server-yapimcp · back-end | MCP server for YApi that enables LLMs to manage API interfaces, projects, and categories through natural language, supporting multiple projects and… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | lmstudio-mcpmcp · ai-agents | A Model Control Protocol (MCP) server that allows Claude to communicate with locally running LLM models via LM Studio. | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | vurtnec-lancedb-vector-searchmcp · database | Enables vector search capabilities using LanceDB and Ollama's embedding model for similarity searches on document collections without context… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | jimmy974-qdrantmcp · database | Integrates with Qdrant vector database to provide semantic search capabilities for storing and retrieving information using multiple embedding… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | hzzy2o-flux-image-generatormcp · back-end | Enables text-to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference… | 1 fork | No one-command install · Source | |
| 1314 | 23.374 | shashwat001-langchain-integrationmcp · other | Integrates Langchain with MCP tools. | 1 fork | No one-command install · Source | |
| 1377 | 22.557 | vox-mcpmcp · ai-agents | Enables MCP clients like Claude Code and Cursor to use multiple AI models (Gemini, GPT, Grok, DeepSeek, Kimi, Ollama) via a unified chat tool with… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | gitea-mcp-servermcp · ai-agents | Provides ~200 auto-generated tools and resources for LLM agents to interact with Gitea and Forgejo instances via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | article-research-mcpmcp · ai-agents | Multi-source article and tutorial research for agent planning, providing deduplicated ranked briefs from dev.to, Hacker News, and configurable RSS… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | c2pa-mcpmcp · auth | Verifies C2PA Content Credentials for local files or URLs and returns an LLM-ready verdict on trust, AI generation, and provenance. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | searxng-deepdivemcp · ai-agents | An MCP server for SearXNG that provides LLM agents with advanced search tools, including engine and category targeting, multi-page fanout, and dynamic… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | pisama-mcp-servermcp · ai-agents | Enables analysis of AI agent traces to detect and fix failures using heuristic detectors, with no LLM calls required. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | dcl-trust-oraclemcp · ai-agents | DCL Trust Oracle is a deterministic AI audit layer, natively integrated with MCP, that evaluates LLM and agent outputs against configurable policies… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | ableton-agent-mcpmcp · ai-agents | An MCP server that exposes Ableton Live control (session state, transport, tracks, devices, clips, MIDI note editing) as tools for LLM agents… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | arkheiamcp · ai-agents | Hallucination and fabrication detection for LLM outputs across 30+ models. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | llm-browser-multicast-mcpmcp · ai-agents | An MCP server that enables multiple AI models (ChatGPT, Gemini, Claude, Grok) to discuss, debate, and reach consensus via browser automation. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | vscode-mcp-supergatewaymcp · back-end | A centralized MCP gateway that aggregates and routes requests from multiple IDE clients to backend services, while offloading context tasks to local… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | mcp-llm-bridgemcp · back-end | Centralized encrypted gateway that routes requests to 11+ LLM providers (API keys and CLI subscriptions) through a single OpenAI-compatible endpoint… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | carrelmcp · ai-agents | Enables local file search, packing into LLM-ready context, and inspection via an MCP server on stdio. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | mgi-linkmcp · ai-agents | An MCP server that provides mouse genetics data from Mouse Genome Informatics (MGI), enabling LLM agents to query markers, mutations, alleles… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | model-price-watchmcp · back-end | Live LLM API pricing: current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index for 150+ models across 20+ providers… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | djai-tools-mcpmcp · search | Provides AI agents with local file-processing capabilities for token counting, RAG chunking, CSV/JSON conversion, QR generation, and more, while… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | policy-gate-mcpmcp · ai-agents | Policy-as-code gate for AI-SDLC, providing MCP tools to review prompts, diff tool manifests, vet MCP servers, and run evaluation suites for LLM agent… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | nextjs-mcp-kit-mcp-servermcp · ai-agents | An MCP server built into a Next.js app that serves prompts via the Model Context Protocol, supporting local and cloud LLM providers. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | sec-intelligence-mcpmcp · back-end | MCP server for SEC EDGAR filing intelligence, providing tools for fetching, chunking/embedding, retrieval, and evaluation of filings. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | evidence-mcpmcp · search | Provides an evidence-oriented MCP interface for Evidence RAG Pilot, enabling retrieval of evidence packages, chunks, and evidence images from… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | atriumn-tokencostmcp · ai-agents | LLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM. | 1 star | No one-command install · Source | |
| 1377 | 22.557 | arxivummcp · ai-agents | An MCP server that enables searching arXiv, importing papers, enriching with citation data, generating summaries and research ideas, and querying a… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | context-doctormcp · ai-agents | Provides MCP tools to profile and optimize LLM conversation context, identifying token waste and applying deterministic fixes to reduce context window… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | apick-mcpmcp · back-end | Enables access to 82 Korean data and AI tools through MCP, including business registry lookup, ID document verification, parcel tracking, OCR, file… | 1 star | 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.