Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4001 | Unranked | oarx-docs-mcpmcp · search | MCP server for semantic search across the complete ObjectARX 2026 documentation set. Indexes 89,715 text chunks from 22 guides in ChromaDB with hybrid… | No signals yet | No one-command install · Source | |
| 4002 | Unranked | karp-word-graphmcp · search | Enables semantic search of the KJV Bible and personal knowledge graph for scripture study, notes, prayers, and memory verses, all running locally with… | No signals yet | No one-command install · Source | |
| 4003 | Unranked | qobuz-mcpmcp · search | Connects your Qobuz account to Claude for music search, playlist management, favorites browsing, and streaming URL retrieval through natural… | No signals yet | No one-command install · Source | |
| 4004 | Unranked | obsidian-vault-mcp-3mcp · search | Enables Claude to read, write, search, and manage an Obsidian vault with tools for notes, tags, folders, and full-text search. | No signals yet | No one-command install · Source | |
| 4005 | Unranked | peureka-agentlookupmcp · search | Search, discover, and register AI agents in the public registry at agentlookup.dev. | No signals yet | No one-command install · Source | |
| 4006 | Unranked | kendo-angular-unofficial-mcpmcp · search | Enables AI assistants to browse, search, and extract code examples from the public Kendo UI for Angular documentation, providing an accessible… | No signals yet | No one-command install · Source | |
| 4007 | Unranked | medplum-mcpmcp · search | Provides access to Medplum FHIR healthcare data, enabling Claude and other MCP clients to read, search, and query FHIR resources from one or more… | No signals yet | No one-command install · Source | |
| 4008 | Unranked | angr-api-mcpmcp · search | MCP server for angr binary analysis API workflow retrieval. Extracts real API usage patterns from angr's source code and angr-doc examples, then… | No signals yet | No one-command install · Source | |
| 4009 | Unranked | yi-luo-hua-civitaimcp · search | Integrates with Civitai's model marketplace for searching, browsing, and downloading AI models with prompt retrieval and ComfyUI directory support. | No signals yet | No one-command install · Source | |
| 4010 | Unranked | godot-docs-mcpmcp · search | Enables searching and retrieving Godot documentation pages using fuzzy search, with support for multiple documentation versions. | No signals yet | No one-command install · Source | |
| 4011 | Unranked | vsevolod-oparin-duckduckgo-searchmcp · search | Performs web searches, fetches page content, and extracts clean text from HTML with modular pipeline architecture, configurable filtering, and… | No signals yet | No one-command install · Source | |
| 4012 | Unranked | news-mcpmcp · search | Agentic NewsAPI.org MCP server with semantic search, article versioning, ChromaDB retrieval, and Supabase persistence, enabling efficient news article… | No signals yet | No one-command install · Source | |
| 4013 | Unranked | bear-mcpmcp · search | Enables Claude to interact with Bear notes (via better-bear-cli) for listing, searching, creating, editing, and exporting notes through natural… | No signals yet | No one-command install · Source | |
| 4014 | Unranked | yakub268-kalshimcp · search | Search, analyze, and trade Kalshi prediction markets with portfolio tracking and order management. | No signals yet | No one-command install · Source | |
| 4015 | Unranked | search-online-mcpmcp · search | Exposes a standardized web search tool via Brave Search for MCP clients like Codex, Claude, and Cursor, returning stable JSON. | No signals yet | No one-command install · Source | |
| 4016 | Unranked | dejo90-nacemcp · search | Browse, search, and fuzzy-match NACE Rev. 2.1 economic activity classification codes. | No signals yet | No one-command install · Source | |
| 4017 | Unranked | soundings-mcpmcp · search | Enables users to fetch, analyze, and visualize RAOB upper-air sounding data, including station search, thermodynamic calculations, and Skew-T diagram… | No signals yet | No one-command install · Source | |
| 4018 | Unranked | webread-mcpmcp · search | Enables AI assistants to read webpages and perform web searches using DuckDuckGo. | No signals yet | No one-command install · Source | |
| 4019 | Unranked | danish-cvrmcp · search | Enables AI assistants to search and look up Danish and Norwegian company registry (CVR) data, including company details, bankruptcy status, and more. | No signals yet | No one-command install · Source | |
| 4020 | Unranked | tezos-mcpmcp · search | RAG-powered MCP server that indexes and searches Tezos protocol specs, TZIPs, and Octez source code, enabling semantic search and expert guidance on… | No signals yet | No one-command install · Source | |
| 4021 | Unranked | docubridgemcp · search | Provides AI assistants with direct access to local Markdown documentation libraries, enabling them to list, read, and search through docs on demand. | No signals yet | No one-command install · Source | |
| 4022 | Unranked | jhackman2019-codebase-context-mcpmcp · search | Codebase indexing and search via WASM tree-sitter. | No signals yet | No one-command install · Source | |
| 4023 | Unranked | gopass-mcpmcp · search | Enables AI agents to securely access and manage passwords from a gopass store via four tools: list, retrieve, search, and generate passwords. | No signals yet | No one-command install · Source | |
| 4024 | Unranked | elasticsearch-mcpmcp · search | Enables AI assistants to search, analyze, and interact with Elasticsearch through natural language. | No signals yet | No one-command install · Source | |
| 4025 | Unranked | avalanche-docsmcp · search | Search and retrieve Avalanche blockchain documentation for building on AVAX. | No signals yet | No one-command install · Source | |
| 4026 | Unranked | conversation-history-mcpmcp · search | A local MCP server that indexes and searches your Claude Code conversation history with both keyword and semantic search, fully private and running… | No signals yet | No one-command install · Source | |
| 4027 | Unranked | azure-ai-search-mcp-servermcp · search | Enables AI assistants to search, query, and manage Azure AI Search indexes using full-text, semantic, and vector search, alongside index and document… | No signals yet | No one-command install · Source | |
| 4028 | Unranked | super-todo-mcp-appmcp · search | A todo list manager for Creature with interactive UI, batch operations, full-text search, and markdown descriptions, enabling natural language task… | No signals yet | No one-command install · Source | |
| 4029 | Unranked | simple-index-mcpmcp · search | A Python MCP server for indexing projects using embeddings, providing semantic search to help AI agents navigate codebases. | No signals yet | No one-command install · Source | |
| 4030 | Unranked | code-context-mcpmcp · search | Make any LLM a codebase expert instantly. Provides deep code intelligence through semantic search, architecture mapping, security analysis, and smart… | No signals yet | No one-command install · Source | |
| 4031 | Unranked | nexus-rag-mcp-servermcp · search | Enables AI agents with long-term memory and retrieval-augmented generation (RAG) capabilities, allowing them to recall past conversations, search… | No signals yet | No one-command install · Source | |
| 4032 | Unranked | openmemory-rag-mcpmcp · search | MCP server for importing documents into OpenMemory RAG knowledge base. Supports file uploads, URL imports, text ingestion, and knowledge base search. | No signals yet | No one-command install · Source | |
| 4033 | Unranked | superlenzmcp · search | Automates high-credibility research with multi-source search and 10+ rounds of cross-verification. | No signals yet | No one-command install · Source | |
| 4034 | Unranked | mnemonicmcp · search | Persistent memory management for AI assistants like Claude, enabling creation, search, and retrieval of memories with tagging and triggers. | No signals yet | No one-command install · Source | |
| 4035 | Unranked | mcp-duckduckgomcp · search | Enables AI assistants to search the internet using DuckDuckGo and extract clean, formatted content from web pages. | No signals yet | No one-command install · Source | |
| 4036 | Unranked | revit-mcpmcp · search | Enables AI to interact with Revit via MCP, allowing data retrieval and element creation, modification, and deletion. | No signals yet | No one-command install · Source | |
| 4037 | Unranked | deeprecallmcp · search | Search 120,000+ recalled products from 8 global safety agencies using AI similarity. | No signals yet | No one-command install · Source | |
| 4038 | Unranked | deeprecall-mcpmcp · search | Search 120,000+ recalled products from CPSC, FDA, EU Safety Gate, and other global agencies via MCP. Enables AI agents to check product safety by text… | No signals yet | No one-command install · Source | |
| 4039 | Unranked | mcp-prompt-librarymcp · search | Enables AI-assisted development by providing a library of 110+ curated prompts, workflows, and coding standards, with MCP tools for prompt retrieval… | No signals yet | No one-command install · Source | |
| 4040 | Unranked | gas-library-hubmcp · search | Search and discover Google Apps Script libraries with AI-generated summaries | No signals yet | No one-command install · Source | |
| 4041 | Unranked | aegea-drive-mcpmcp · search | Enables management of Google Drive files, Docs, Sheets, and Slides through natural language using MCP, with support for file operations, search, and… | No signals yet | No one-command install · Source | |
| 4042 | Unranked | llmdocmcp · search | MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh. | No signals yet | No one-command install · Source | |
| 4043 | Unranked | biji-mcpmcp · search | Search and retrieve content from Get笔记 knowledge bases through natural language queries. | No signals yet | No one-command install · Source | |
| 4044 | Unranked | mcp-docsmcp · search | MCP server for documentation search that automatically indexes web documentation sites and provides semantic, full-text, or hybrid search… | No signals yet | No one-command install · Source | |
| 4045 | Unranked | biocontextai-knowledgebase-mcpmcp · search | A unified MCP server for biomedical research that connects AI systems to resources like Ensembl, EuropePMC, STRING, and more, enabling retrieval of… | No signals yet | No one-command install · Source | |
| 4046 | Unranked | la-palma24-mcpmcp · search | Search and discover vacation rental properties across La Palma, Canary Islands. | No signals yet | No one-command install · Source | |
| 4047 | Unranked | lapalma24mcp · search | Search vacation rentals in La Palma, Canary Islands with real-time availability and pricing. | No signals yet | No one-command install · Source | |
| 4048 | Unranked | zotero-mcp-agentmcp · search | Enables research paper search and download, Zotero library management, and knowledge base export through natural language. | No signals yet | No one-command install · Source | |
| 4049 | Unranked | envmemmcp · search | Personal environment variable memory with semantic search and project management. Enables storing, searching, and retrieving environment variables via… | No signals yet | No one-command install · Source | |
| 4050 | Unranked | rag-mcp-servermcp · search | Enables Claude Desktop to search custom knowledge bases using retrieval-augmented generation via a simple MCP tool. | No signals yet | No one-command install · Source | |
| 4051 | Unranked | mcp-codebase-mentormcp · search | An MCP server that acts as an AI mentor for any codebase using dual-layer indexing, enabling codebase initialization, tutorial generation, and… | No signals yet | No one-command install · Source | |
| 4052 | Unranked | mcp-file-managermcp · search | Enables listing, reading, and searching local files and directories through MCP tools. | No signals yet | No one-command install · Source | |
| 4053 | Unranked | bst-avl-mcpmcp · search | Enables interactive learning and visualization of Binary Search Trees and AVL Trees through operations like insertion, deletion, and tree traversal… | No signals yet | No one-command install · Source | |
| 4054 | Unranked | claude-code-history-mcpmcp · search | Search and reference your Claude Code conversation history directly from Claude, with full-text search, conversation viewing, and project browsing. | No signals yet | No one-command install · Source | |
| 4055 | Unranked | claude-nb-mcpmcp · search | Integrates nb command-line note-taking with Claude Code, enabling adding, listing, searching, and showing notes organized by project directory. | No signals yet | No one-command install · Source | |
| 4056 | Unranked | wynnd-shortcutmcp · search | Integrates with Shortcut's ticket management system to enable listing, searching, creating and updating stories, managing comments, and retrieving… | No signals yet | No one-command install · Source | |
| 4057 | Unranked | food-hygiene-mcpmcp · search | Query UK food hygiene ratings via MCP. Enables searching establishments by name, location, or rating. | No signals yet | No one-command install · Source | |
| 4058 | Unranked | ddg-web-searchmcp · search | Enables web search via DuckDuckGo and web content fetching through the Model Context Protocol, allowing AI assistants to search and retrieve web page… | No signals yet | No one-command install · Source | |
| 4059 | Unranked | custom-youtube-transcribe-mcp-servermcp · search | Fetches YouTube subtitles via yt-dlp, cleans them into plain text, and provides tools for transcript retrieval, file management, and session-based… | No signals yet | No one-command install · Source | |
| 4060 | Unranked | video-editor-mcpmcp · search | Integrates with Video Jungle to allow LLMs to upload, search, edit, and generate videos from natural language commands. | No signals yet | No one-command install · Source | |
| 4061 | Unranked | tidb-rag-mcp-servermcp · search | A Model Context Protocol server for reading TiDB RAG knowledge base, enabling browsing, searching, and vector search of knowledge entries. | No signals yet | No one-command install · Source | |
| 4062 | Unranked | mcp-azure-devops-servermcp · search | MCP server for Azure DevOps Git operations integration with AWS Q, enabling repository search, repository info retrieval, and access to pipeline… | No signals yet | No one-command install · Source | |
| 4063 | Unranked | company-docs-mcp-servermcp · search | Provides read-only access to company GitHub repositories, enabling code search, file retrieval, documentation search, and repo browsing via natural… | No signals yet | No one-command install · Source | |
| 4064 | Unranked | mcp-quadrantmcp · search | Enables document storage and semantic search with geospatial filtering using Qdrant, and coordinate conversion between TLC, Plasma, and addresses. | No signals yet | No one-command install · Source | |
| 4065 | Unranked | ai-marketing-agentmcp · search | Search Enji’s blog, Q&A, and help center to find grounded, source-backed answers to small-business marketing questions. Generate customer personas… | No signals yet | No one-command install · Source | |
| 4066 | Unranked | sigil-mcp-servermcp · search | Provides IDE-like code navigation and search for local repositories, enabling AI assistants to perform symbol search, trigram indexing, and semantic… | No signals yet | No one-command install · Source | |
| 4067 | Unranked | research-assistant-mcpmcp · search | An MCP server that enables saving, retrieving, and managing research content using ChromaDB vector storage and semantic search. | No signals yet | No one-command install · Source | |
| 4068 | Unranked | car-deals-search-mcpmcp · search | Enables AI assistants to search and aggregate used-vehicle listings across Cars.com, Autotrader, and KBB, with filters for price, mileage, dealer… | No signals yet | No one-command install · Source | |
| 4069 | Unranked | npmlens-mcpmcp · search | Enables AI coding agents to search the npm registry and retrieve package metadata, READMEs, download stats, GitHub details, and usage snippets via the… | No signals yet | No one-command install · Source | |
| 4070 | Unranked | alltrails-mcp-clientmcp · search | Enables searching hiking trails from AllTrails.com via MCP, with smart caching to avoid rate limiting. | No signals yet | No one-command install · Source | |
| 4071 | Unranked | mcp-universal-crawlermcp · search | Enables AI to autonomously search, filter, and download images from the web using natural language commands, with intelligent scoring and local… | No signals yet | No one-command install · Source | |
| 4072 | Unranked | simplecodemcpmcp · search | Indexes internal code libraries and exposes them via MCP for AI agents to provide context-aware assistance on company-internal libraries. | No signals yet | No one-command install · Source | |
| 4073 | Unranked | whoosh-rag-mcpmcp · search | An MCP server that provides full-text search over documentation using Whoosh, enabling AI assistants to find up-to-date, authoritative answers. | No signals yet | No one-command install · Source | |
| 4074 | Unranked | easy-mcp-ragmcp · search | An MCP server for RAG using Qdrant that automatically indexes documents from directories and generates search tools for each collection. | No signals yet | No one-command install · Source | |
| 4075 | Unranked | linkedin-mcp-2mcp · search | Automates LinkedIn recruiting tasks such as login, search with filters, paginated people search, and profile detail retrieval via Playwright. | No signals yet | No one-command install · Source | |
| 4076 | Unranked | mcp-server-for-gemini-climcp · search | Extends Gemini CLI agent with tools for YouTube transcript retrieval and web search formatting into structured notes. | No signals yet | No one-command install · Source | |
| 4077 | Unranked | research-citations-mcp-servermcp · search | An MCP server for searching and citing research papers using RAG, enabling semantic search, citation finding, and question answering over a collection… | No signals yet | No one-command install · Source | |
| 4078 | Unranked | scientific-papers-mcpmcp · search | Enables semantic search across scientific papers in your Zotero library with hybrid search, incremental indexing, and cross-encoder reranking. | No signals yet | No one-command install · Source | |
| 4079 | Unranked | micahman33-vonage-assistmcp · search | Integrates with Vonage APIs to provide targeted documentation search and retrieval for developers implementing communication features like SMS, voice… | No signals yet | No one-command install · Source | |
| 4080 | Unranked | mcp-ragmcp · search | A RAG-based knowledge base system supporting document processing, semantic search, and intelligent Q\&A with multiple AI model integrations. | No signals yet | No one-command install · Source | |
| 4081 | Unranked | mcp-pineconemcp · search | Enables reading and writing to a Pinecone vector index, including semantic search, document management, and stats retrieval. | No signals yet | No one-command install · Source | |
| 4082 | Unranked | ressl-mcp-server-advanced-file-searchmcp · search | A sophisticated MCP server providing powerful file search capabilities including single file search, recursive directory search, and file information… | No signals yet | No one-command install · Source | |
| 4083 | Unranked | yacy-mcpmcp · search | Enables AI applications to perform web searches using a YaCy search engine instance through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 4084 | Unranked | tavily-mcpmcp · search | Enables AI assistants to perform real-time web searches, extract data from web pages, map website structures, and crawl websites using the Tavily API. | No signals yet | No one-command install · Source | |
| 4085 | Unranked | magnolia-docs-mcpmcp · search | Enables AI assistants to search and retrieve information from the official Magnolia CMS documentation through a set of MCP tools. | No signals yet | No one-command install · Source | |
| 4086 | Unranked | rememberizer-mcp-us-patent-ckmcp · search | MCP server providing access to US patent data (2000-2024) via Rememberizer's knowledge retrieval tools, enabling semantic search and document… | No signals yet | No one-command install · Source | |
| 4087 | Unranked | mcp-server-for-session-13mcp · search | Enables web search via Tavily API, dice rolling, and marketing/company news retrieval through MCP tools. | No signals yet | No one-command install · Source | |
| 4088 | Unranked | gemini-grounded-searchmcp · search | MCP server that integrates Google's Gemini 2.5 Pro with real-time Google Search grounding for current information retrieval. | No signals yet | No one-command install · Source | |
| 4089 | Unranked | alegra-mcpmcp · search | Enables querying and managing Alegra inventory and products through natural language, including stock checks and product searches. | No signals yet | No one-command install · Source | |
| 4090 | Unranked | cerevox-mcp-servermcp · search | Model Context Protocol server for Cerevox AI that exposes document parsing (Lexa), RAG and semantic search (Hippo), and account management APIs… | No signals yet | No one-command install · Source | |
| 4091 | Unranked | linked-docsmcp · search | Enables AI assistants to intelligently search and reference documentation using hybrid semantic + keyword search via MCP protocol. | No signals yet | No one-command install · Source | |
| 4092 | Unranked | skydeckai-codemcp · search | Provides tools for AI-driven development workflows including file system operations, code analysis, code execution, web fetching, and search. | No signals yet | No one-command install · Source | |
| 4093 | Unranked | codemindmcp · search | Enables GitHub Copilot to understand and navigate your codebase with 20 tools for search, context, dependencies, and safety checks across projects. | No signals yet | No one-command install · Source | |
| 4094 | Unranked | odoo-index-mcpmcp · search | Enables AI agents to search and retrieve details about Odoo code elements (models, fields, views, etc.) with exact file locations using MCP tools. | No signals yet | No one-command install · Source | |
| 4095 | Unranked | perplexity-mcp-3mcp · search | Enables web search using Perplexity AI's API, allowing users to search the web with optional recency filters and integration with Claude, Cursor, and… | No signals yet | No one-command install · Source | |
| 4096 | Unranked | maven-mcpmcp · search | Enables searching Maven Central artifacts, retrieving versions, and analyzing dependencies via natural language. | No signals yet | No one-command install · Source | |
| 4097 | Unranked | task-guide-mcpmcp · search | Improves AI agent task performance by providing task area segmentation, hierarchical RAG, and hybrid search capabilities. | No signals yet | No one-command install · Source | |
| 4098 | Unranked | agent-knowledge-mcpmcp · search | Complete knowledge management for AI assistants with Elasticsearch search and document management. | No signals yet | No one-command install · Source | |
| 4099 | Unranked | iconify-mcp-servermcp · search | Provides access to Iconify's 200,000+ open source vector icons from 200+ icon sets, enabling search, browsing, and retrieval of icon data with… | No signals yet | No one-command install · Source | |
| 4100 | Unranked | harvard-course-explorermcp · search | Discover and search Harvard's course catalog by code, title, or instructor. Explore random course picks to spark inspiration and uncover new subjects… | 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.