Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3701 | Unranked | seo-analytics-mcp-servermcp · search | Enables querying Google Analytics 4 traffic, engagement, and conversions, as well as Google Search Console performance, index status, and sitemap… | No signals yet | No one-command install · Source | |
| 3702 | Unranked | freecodecamp-feed-parser-mcpmcp · search | Provides an MCP tool to search the FreeCodeCamp news RSS feed by keyword, returning article titles, links, published dates, and summaries. | No signals yet | No one-command install · Source | |
| 3703 | Unranked | twitghostmcp · search | Enables interacting with Twitter/X through natural language, including searching tweets, posting, sending DMs, and managing timelines via any MCP… | No signals yet | No one-command install · Source | |
| 3704 | Unranked | investors-mcp-servermcp · search | Enables semantic search and ingestion of investor content using Upstash Vector and Vercel Blob storage, with optional filtering by author, company… | No signals yet | No one-command install · Source | |
| 3705 | Unranked | expert-among-usmcp · search | Indexes commit history to create a queryable expert, providing insights into code evolution, developer intent, and hidden patterns beyond static code… | No signals yet | No one-command install · Source | |
| 3706 | Unranked | bcquality-mcpmcp · search | Exposes Microsoft BCQuality repository (Business Central development best practices) as structured tools for AI agents, enabling rule discovery… | No signals yet | No one-command install · Source | |
| 3707 | Unranked | bc-source-mcpmcp · search | Exposes structured Microsoft Dynamics 365 Business Central source code (versions 23-29, 47 localizations) to AI agents via MCP, enabling fast lookups… | No signals yet | No one-command install · Source | |
| 3708 | Unranked | snippet-vaultmcp · search | A personal code snippet library for Claude, enabling saving, searching, and managing code snippets across sessions and projects. | No signals yet | No one-command install · Source | |
| 3709 | Unranked | memlane-mcpmcp · search | Connects Memlane, your personal library of saved links and notes, to AI assistants via MCP. Enables semantic search, browsing, saving URLs, and… | No signals yet | No one-command install · Source | |
| 3710 | Unranked | intercom-mcpmcp · search | Enables to search, view, and interact with Intercom contacts and conversations, including sending customer-visible replies and internal notes. | No signals yet | No one-command install · Source | |
| 3711 | Unranked | digital-brainmcp · search | Enables AI assistants to query your local browsing history using keyword search, RAG Q&A, and activity stats. | No signals yet | No one-command install · Source | |
| 3712 | Unranked | wellulu-insightmcp · search | Enables automatic saving of insights from Claude conversations as GitHub Issues, with features to create, list, and search insights by category and… | No signals yet | No one-command install · Source | |
| 3713 | Unranked | myst-mcpmcp · search | Enables searching any MyST Markdown or Jupyter Book documentation site that publishes a search index, without crawling or embeddings. | No signals yet | No one-command install · Source | |
| 3714 | Unranked | gh-markswendsen-code-teladocmcp · search | Connector for Teladoc telehealth platform enabling provider search, appointment booking, prescription history, and secure messaging. | No signals yet | No one-command install · Source | |
| 3715 | Unranked | motusmcp · search | Enables agents to search airports and find group meetup flights for multiple travelers with optimal pricing and arrival windows. | No signals yet | No one-command install · Source | |
| 3716 | Unranked | index-servermcp · search | Governed knowledge base for AI agents via the Model Context Protocol (MCP), enabling agents to search, read, and contribute persisted knowledge with… | No signals yet | No one-command install · Source | |
| 3717 | Unranked | jagilber-index-servermcp · search | Knowledge base for AI agents with 40+ MCP tools for semantic search, cross-repository knowledge promotion, versioned CRUD, governance workflows, and… | No signals yet | No one-command install · Source | |
| 3718 | Unranked | fastmcp-langgraph-webinar-demomcp · search | Provides six tools including web search, URL fetching, calculator, and note management for use with LangGraph agents or manual testing via terminal. | No signals yet | No one-command install · Source | |
| 3719 | Unranked | athenamcp · search | A local academic research assistant that indexes PDFs into a searchable vector library and exposes MCP tools for semantic search, claim extraction… | No signals yet | No one-command install · Source | |
| 3720 | Unranked | faa-advisory-circular-mcpmcp · search | Enables searching, retrieving, and tracking FAA Advisory Circulars for airport operations with filtering by airport type, bookmarking, and export… | No signals yet | No one-command install · Source | |
| 3721 | Unranked | wiki-mcpmcp · search | MCP server for managing a personal markdown wiki. Provides search, navigation, read, write, delete, and move tools with automatic index.md management. | No signals yet | No one-command install · Source | |
| 3722 | Unranked | skillsindex-mcpmcp · search | Enables AI agents to search, score, review, and submit tools from the SkillsIndex directory of 11,000+ AI agent tools. | No signals yet | No one-command install · Source | |
| 3723 | Unranked | docctxmcp · search | Local-first context retrieval engine that serves precise documentation chunks to coding agents via MCP, ensuring high-confidence context for code… | No signals yet | No one-command install · Source | |
| 3724 | Unranked | inkstonemcp · search | Automatically extracts and indexes knowledge from AI sessions and files using local LLMs, enabling semantic search and memory management. | No signals yet | No one-command install · Source | |
| 3725 | Unranked | movie-xray-mcpmcp · search | Enables searching for movies and TV shows, viewing cast details, exploring actor bios and filmographies, checking streaming availability, and… | No signals yet | No one-command install · Source | |
| 3726 | Unranked | remote-jobs-centermcp · search | Search current remote / work-from-home jobs by category, region, perk, or company — with ready-to-apply links. | No signals yet | No one-command install · Source | |
| 3727 | Unranked | twexam-mcpmcp · search | A server for querying, practicing, and analyzing exam questions from Taiwan's national examinations, offering 20 tools including search, statute… | No signals yet | No one-command install · Source | |
| 3728 | Unranked | construction-safety-inspectormcp · search | Enables Claude Desktop to detect construction site hazards from photos, analyze incident PDFs, search similar accident cases, and generate bilingual… | No signals yet | No one-command install · Source | |
| 3729 | Unranked | ecommerce-sourcing-mcp-aimcp · search | Automates cross-platform e-commerce sourcing between JD and Taobao using AI-driven browser automation to search, extract product details, compare… | No signals yet | No one-command install · Source | |
| 3730 | Unranked | openshift-sre-copilotmcp · search | AI-powered MCP server for enterprise OpenShift/Kubernetes cluster management, providing diagnostic tools, RAG knowledge retrieval, and autonomous… | No signals yet | No one-command install · Source | |
| 3731 | Unranked | code-intelligence-mcpmcp · search | Indexes Python codebases using AST and BM25, providing 8 MCP tools for code exploration and search. | No signals yet | No one-command install · Source | |
| 3732 | Unranked | mcp-doc-searchmcp · search | Enables searching and retrieving documentation files from a local docs folder using a search tool and dynamic resource URIs. | No signals yet | No one-command install · Source | |
| 3733 | Unranked | cofound-pluginmcp · search | MCP-native co-founder directory. Your AI agent searches the directory, screens inbound pitches, and drafts replies. | No signals yet | No one-command install · Source | |
| 3734 | Unranked | markdown-publishmcp · search | Enables AI to search, retrieve, list notes, and get backlinks from a published Markdown vault (Obsidian) via GitHub Pages. | No signals yet | No one-command install · Source | |
| 3735 | Unranked | lark-mcp-custommcp · search | Enables interaction with Feishu (Lark) via MCP for sending messages, managing calendar events, searching documents, and reading/writing bitable… | No signals yet | No one-command install · Source | |
| 3736 | Unranked | local-ragmcp · search | A local-first document retrieval MCP server that enables AI coding tools like Codex to search private local documents via semantic search and keyword… | No signals yet | No one-command install · Source | |
| 3737 | Unranked | kpop-wikimcp · search | Enables searching, retrieving, creating, and updating K-POP wiki pages (artists, albums, terms) via MCP tools. | No signals yet | No one-command install · Source | |
| 3738 | Unranked | case-chatmcp · search | A conversational chat interface that uses RAG over a synthetic test corpus and a domain-knowledge corpus, exposing retrieval via MCP. | No signals yet | No one-command install · Source | |
| 3739 | Unranked | kiwix-mcp-servermcp · search | Provides offline access to Wikipedia and other ZIM content through a local Kiwix instance, enabling search, summaries, and full article retrieval… | No signals yet | No one-command install · Source | |
| 3740 | Unranked | rights-mcpmcp · search | Enables AI agents to search, license, and pay for rights-clean music per use, returning a verifiable license certificate. | No signals yet | No one-command install · Source | |
| 3741 | Unranked | mcp-wikijsmcp · search | Connects Claude to a Wiki.js instance, enabling page search, retrieval, listing, and creation. | No signals yet | No one-command install · Source | |
| 3742 | Unranked | mmoagent-mcpmcp · search | Cross-game market intelligence and currency conversion across six MMOs, enabling unified searches, portfolio tracking, and farming optimization via… | No signals yet | No one-command install · Source | |
| 3743 | Unranked | yearbook-mcp-publicmcp · search | e-yearbook.com MCP (Model Context Protocol) server. The server lets any MCP-aware AI agent search over 300,000 U.S. yearbooks indexed by name. Over… | No signals yet | No one-command install · Source | |
| 3744 | Unranked | gsc-agent-climcp · search | Enables querying Google Search Console data, Core Web Vitals, and PageSpeed insights from the terminal or via MCP tools. | No signals yet | No one-command install · Source | |
| 3745 | Unranked | personal-llm-wiki-kitmcp · search | Enables querying a local wiki through MCP-style tools, including search, Q\&A, and knowledge map, with a web viewer for human browsing. | No signals yet | No one-command install · Source | |
| 3746 | Unranked | spec-assistantmcp · search | Enables natural language queries on technical specifications and automated code compliance checks using local RAG with vector search, integrated via… | No signals yet | No one-command install · Source | |
| 3747 | Unranked | markitdown-mcpmcp · search | Converts documents (PDF, DOCX, XLSX, PPTX, HTML, TXT, MD) to Markdown and stores them locally with search and retrieval capabilities. | No signals yet | No one-command install · Source | |
| 3748 | Unranked | kira-perplexity-scoutmcp · search | Integrates Perplexity API into Claude/Cowork as MCP tools for search, trend scouting, and deep research. | No signals yet | No one-command install · Source | |
| 3749 | Unranked | tavily-search-mcp-servermcp · search | Provides advanced web search, content extraction, site crawling, mapping, and AI-powered research capabilities through the Tavily API with automatic… | No signals yet | No one-command install · Source | |
| 3750 | Unranked | spec-driven-intellimatch-isuite-mcpmcp · search | Enables interaction with IntelliMatch recruiting and iSuite insurance systems through spec-driven MCP tools, allowing natural language queries for… | No signals yet | No one-command install · Source | |
| 3751 | Unranked | imc-calculatormcp · search | Calculates Body Mass Index (BMI) based on weight and height, returning the value and classification. | No signals yet | No one-command install · Source | |
| 3752 | Unranked | rag-mcpmcp · search | Enables retrieval-augmented generation by allowing LLMs to search documents in a local folder using vector similarity, supporting multiple file… | No signals yet | No one-command install · Source | |
| 3753 | Unranked | pdf-knowledge-mcpmcp · search | A local RAG MCP server for PDF development experience, enabling document ingestion, semantic search, and Q\&A with source citations using TF-IDF and… | No signals yet | No one-command install · Source | |
| 3754 | Unranked | figma-docs-mcpmcp · search | Local MCP server that transforms Figma documentation and business rules into a semantically searchable index, exposed as a tool for Claude Code to… | No signals yet | No one-command install · Source | |
| 3755 | Unranked | openclaw-syncralismcp · search | Industry-grade MCP gateway for OpenClaw environments with three core capabilities: secure file sharing via HMAC-signed time-limited links… | No signals yet | No one-command install · Source | |
| 3756 | Unranked | mechanic-mcpmcp · search | Enables searching, fetching, and customizing Mechanic tasks and documentation for Shopify automation. Provides offline access to bundled task library… | No signals yet | No one-command install · Source | |
| 3757 | Unranked | hn-trending-mcpmcp · search | Provides AI agents with Hacker News data including front-page lists, full-text search via Algolia, and recent Show HN launches. | No signals yet | No one-command install · Source | |
| 3758 | Unranked | arxiv-mcpmcp · search | Enables searching ArXiv papers, fetching paper details, daily category digests, and exploring author collaboration graphs. | No signals yet | No one-command install · Source | |
| 3759 | Unranked | uspto-patents-mcpmcp · search | US patent search, full-text retrieval, claim extraction, citation graph, and weekly grant alerts for R\&D, biotech, and IP-law audiences. | No signals yet | No one-command install · Source | |
| 3760 | Unranked | fn-ora-mcpmcp · search | Enables Claude Code to query Oracle DB package code using natural language, with tools to search, list, and retrieve package source code. | No signals yet | No one-command install · Source | |
| 3761 | Unranked | egov-mcp-camerounmcp · search | AI-native eGovernment platform for Cameroonian public services, providing tools for tax calendar, social contributions, and company searches via MCP. | No signals yet | No one-command install · Source | |
| 3762 | Unranked | crunchtools-request-trackermcp · search | Manages Request Tracker (RT) tickets with search, creation, updates, time tracking, and workflow automation. | No signals yet | No one-command install · Source | |
| 3763 | Unranked | mcp-request-tracker-crunchtoolsmcp · search | Enables secure interaction with Request Tracker (RT) for ticket management, including search, creation, updates, resolution, time tracking, and… | No signals yet | No one-command install · Source | |
| 3764 | Unranked | crunchtools-mediawikimcp · search | Searches, reads, creates, and manages MediaWiki pages, categories, files, and recent changes. | No signals yet | No one-command install · Source | |
| 3765 | Unranked | mcp-retrievemcp · search | An MCP server for indexing and searching local text files using late-interaction retrieval (ColBERT-style MaxSim), enabling token-level relevance… | No signals yet | No one-command install · Source | |
| 3766 | Unranked | verisommcp · search | Scores contract safety for Somnia Agents using on-chain analysis, RAG, and a VeriSom contract, returning a pre-interaction safety score. | No signals yet | No one-command install · Source | |
| 3767 | Unranked | myaitwin-mcpmcp · search | Personal RAG database and semantic search built from inside your AI chat. Store knowledge, voice, and skills; Claude and ChatGPT create work that… | No signals yet | No one-command install · Source | |
| 3768 | Unranked | halyard-knowledge-base-mcp-servermcp · search | Enables to search and retrieve chunks from a fictional library's documentation through three tools (kb_search, kb_fetch, kb_sources), allowing LLMs to… | No signals yet | No one-command install · Source | |
| 3769 | Unranked | caseware-kbmcp · search | Enables querying procurement documents (invoices, purchase orders, shipping orders, inventory reports) via semantic search, order ID lookups, gap… | No signals yet | No one-command install · Source | |
| 3770 | Unranked | knowledge-mcp-servermcp · search | A forkable RAG project with an MCP server for VS Code/Copilot, enabling indexing and querying of knowledge from URLs, PDFs, or TeX files. | No signals yet | No one-command install · Source | |
| 3771 | Unranked | fbbp-mcp-rag-servermcp · search | An MCP-compatible retrieval server that exposes your private FBBP knowledge base to agents and AI IDEs. | No signals yet | No one-command install · Source | |
| 3772 | Unranked | code-security-skillmcp · search | MCP server providing a searchable security knowledge base for AI coding assistants, enabling retrieval of secure-coding instructions and… | No signals yet | No one-command install · Source | |
| 3773 | Unranked | mcp-transportasi-bandara-pelabuhanmcp · search | Provides tools to search and retrieve detailed information about airports and seaports in Indonesia, including runways, radio frequencies, nearby… | No signals yet | No one-command install · Source | |
| 3774 | Unranked | google-cheap-searchmcp · search | Provides real-time Google search results (organic + knowledge graph) with country targeting, language, time filters, and pagination, at low cost. | No signals yet | No one-command install · Source | |
| 3775 | Unranked | korea-space-support-mcpmcp · search | AI agents can search and match Korean space, aerospace, and defense R\&D support program announcements. It provides MCP tools to filter by applicant… | No signals yet | No one-command install · Source | |
| 3776 | Unranked | mcp-gdrivemcp · search | Enables listing, searching, reading, writing, creating, and uploading files on Google Drive. | No signals yet | No one-command install · Source | |
| 3777 | Unranked | vistoyamcp · search | Fashion product search and recommendations across multiple e-commerce stores. | No signals yet | No one-command install · Source | |
| 3778 | Unranked | dropmcp · search | Publishes HTML pages straight from your AI assistant to a shareable URL, then lets you manage them - update, list, search, fetch, and delete pages in… | No signals yet | No one-command install · Source | |
| 3779 | Unranked | mcp-internet-archivemcp · search | Enables searching and retrieving metadata from Internet Archive (archive.org) items. | No signals yet | No one-command install · Source | |
| 3780 | Unranked | trails-mcpmcp · search | Enables searching outdoor trails by name or place, retrieving route details, elevation profiles, and optional weather forecasts via Windy. | No signals yet | No one-command install · Source | |
| 3781 | Unranked | ai-app-mcpmcp · search | A production-ready Python MCP server supporting stdio and Streamable HTTP transports, providing tools for health check, user query normalization… | No signals yet | No one-command install · Source | |
| 3782 | Unranked | doc-intelligence-mcp-servermcp · search | Enables LLMs to dynamically search, scrape, and query official documentation of libraries like uv, OpenAI, LangChain, and LlamaIndex via Google Serper… | No signals yet | No one-command install · Source | |
| 3783 | Unranked | graphdbmcp · search | Indexes Ruby on Rails codebases into a queryable graph of associations, routes, callbacks, jobs, and mailers, providing a token-efficient alternative… | No signals yet | No one-command install · Source | |
| 3784 | Unranked | nor-data-udir-mcpmcp · search | MCP server that wraps UDIR's open registries for Norwegian schools (NSR) and kindergartens (NBR), enabling search by municipality and retrieval of… | No signals yet | No one-command install · Source | |
| 3785 | Unranked | hw-rag-mcpmcp · search | MCP server that indexes a knowledge base into Chroma and provides search tools for retrieving document fragments via vector embeddings. | No signals yet | No one-command install · Source | |
| 3786 | Unranked | mcp-server-metasearchmcp · search | A unified MCP server aggregating 15 web search and extraction tools across 5 providers (Jina, Tavily, Exa, Firecrawl, Bocha) with automatic API key… | No signals yet | No one-command install · Source | |
| 3787 | Unranked | railinfo-mcpmcp · search | Enables real-time Indian Railways information retrieval, including live train running status, station schedules, and upcoming arrivals/departures. | No signals yet | No one-command install · Source | |
| 3788 | Unranked | vibe-guardmcp · search | MCP server that provides project guardrails including prior art research, project status checks, next task retrieval, and quality gate enforcement for… | No signals yet | No one-command install · Source | |
| 3789 | Unranked | rnacentral-mcp-servermcp · search | Enables complex searches, sequence mapping, genomic analysis, and metadata retrieval for non-coding RNA sequences from the RNAcentral database. | No signals yet | No one-command install · Source | |
| 3790 | Unranked | ai-success-storymcp · search | Enables AI agents to search and fetch first-person success stories from AI coding sessions, providing transferable patterns and lessons to improve… | No signals yet | No one-command install · Source | |
| 3791 | Unranked | mcp-ai-workspacemcp · search | Exposes document retrieval as an MCP tool, enabling LLMs to search a local vector store of markdown documents. Includes a retrieval evaluation harness… | No signals yet | No one-command install · Source | |
| 3792 | Unranked | content-validity-index-mcpmcp · search | Enables AI clients to browse instruments, items, dimensions, expert assignments, and calculate Content Validity Index (CVI) via a standard MCP… | No signals yet | No one-command install · Source | |
| 3793 | Unranked | docs-rag-mcpmcp · search | Searches local markdown files using TF-IDF retrieval and serves full documents as resources. | No signals yet | No one-command install · Source | |
| 3794 | Unranked | langchain-mcp-demomcp · search | Enables grounding AI responses in a local document corpus by exposing MCP tools to list, search, and summarize documents, and generating answers using… | No signals yet | No one-command install · Source | |
| 3795 | Unranked | xiaohongshu-mcpmcp · search | Enables AI assistants to search, browse, and publish notes on Xiaohongshu (Little Red Book) via MCP tools. | No signals yet | No one-command install · Source | |
| 3796 | Unranked | aidatanordic-nordic-financialmcp · search | Semantic search over Nordic company filings, reports, press releases, and macro indicators for Norway, Sweden, Denmark, and Finland. | No signals yet | No one-command install · Source | |
| 3797 | Unranked | higgsfield-mcpmcp · search | Enables AI-powered image and video generation using Higgsfield AI models through MCP-compatible clients like Claude Desktop and Perplexity. | No signals yet | No one-command install · Source | |
| 3798 | Unranked | rekordbox-mcpmcp · search | A comprehensive MCP server for rekordbox database management with real-time database access, enabling track search, playlist operations, library… | No signals yet | No one-command install · Source | |
| 3799 | Unranked | roon-mcpmcp · search | Controls music playback on a FiiO M23 device through Roon, allowing Claude to search and play tracks, adjust volume, and manage playback. | No signals yet | No one-command install · Source | |
| 3800 | Unranked | pipeworx-io-open-librarymcp · search | Open Library Internet Archive book metadata for searching titles, authors, subjects, and editions via Pipeworx. | 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.