Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 72.926 | ob-smart-connections-mcpmcp · search | Enables AI agents to find semantic connections and perform text searches in Obsidian vaults using the Smart Connections plugin data. | 14 stars · 5 forks | No one-command install · Source | |
| 601 | 72.926 | cornelcroi-french-taxmcp · search | Integrates with official French tax websites (impots.gouv.fr, service-public.fr, legifrance.gouv.fr) to provide tax calculations, form guidance… | 14 stars · 5 forks | No one-command install · Source | |
| 603 | 72.843 | beyond-network-ai-farcastermcp · search | Integrates with social platforms like Farcaster to provide standardized access to user profiles, content search, thread analysis, and trending topics… | 13 stars · 6 forks | No one-command install · Source | |
| 604 | 72.723 | jurisprudenciaia-mcpmcp · search | Self-hosted MCP connector for querying Brazilian legal jurisprudence via JurisprudenciaIA. Enables natural language legal research using Claude.ai… | 12 stars · 7 forks | No one-command install · Source | |
| 605 | 72.722 | jameswlepage-wordpress-tracmcp · search | Provides access to WordPress.org Trac development data through public CSV and RSS endpoints, enabling searches across 60,000+ tickets, detailed ticket… | 15 stars · 4 forks | No one-command install · Source | |
| 605 | 72.722 | sfskills-mcpmcp · search | Provides live-org context for AI assistants with tools to search skills, agents, templates, decision trees, and query Salesforce metadata (Apex, LWC… | 15 stars · 4 forks | No one-command install · Source | |
| 605 | 72.722 | eric-tramel-zoty-zoteromcp · search | Lightweight Zotero integration providing BM25-ranked search, collection browsing, item lookup, and paper ingestion by arXiv ID or DOI with automatic… | 15 stars · 4 forks | No one-command install · Source | |
| 605 | 72.722 | codegrok-mcpmcp · search | Enables semantic code search for AI assistants by indexing codebases with embeddings and Tree-sitter, returning relevant snippets via natural language… | 15 stars · 4 forks | No one-command install · Source | |
| 605 | 72.722 | madebytokens-deobfuscatemcp · search | Transforms minified JavaScript bundles into searchable databases using webcrack unpacking and Babel AST parsing to enable semantic search, selective… | 15 stars · 4 forks | No one-command install · Source | |
| 605 | 72.722 | codebase-rag-mcp-servermcp · search | Enables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code… | 15 stars · 4 forks | No one-command install · Source | |
| 605 | 72.722 | alexw00-artifacthubmcp · search | Provides a bridge to Artifact Hub's Helm chart repository, enabling quick retrieval, searching, and analysis of Helm chart configurations, templates… | 15 stars · 4 forks | No one-command install · Source | |
| 612 | 72.702 | kenmcp · search | Fast hybrid code search for agents. Pure Go, single static binary, BM25 lexical + Model2Vec semantic embeddings + RRF fusion + a code-aware reranker… | 30 stars · 1 fork | No one-command install · Source | |
| 613 | 72.653 | moodtrip-hotel-searchmcp · search | MoodTrip is an AI-powered hotel search that understands natural language. Instead of clicking through dozens of filters, simply describe your ideal… | 8,861 installs | No commit datelisted | No one-command install · Source |
| 614 | 72.644 | gh-n24q02m-web-extended-toolkitmcp · search | Web search, content extraction, academic research, and library documentation indexing. | 17 stars · 3 forks | No one-command install · Source | |
| 614 | 72.644 | sourcelibrarymcp · search | Search thousands of rare pre-modern texts translated to English across philosophy, religion, and science. | 17 stars · 3 forks | No one-command install · Source | |
| 614 | 72.644 | cavenine-ctxppmcp · search | Semantic code search and indexing using tree-sitter AST analysis across 13+ languages with call graph traversal and hybrid vector-keyword ranking. | 17 stars · 3 forks | No one-command install · Source | |
| 614 | 72.644 | prabureddy-ai-research-agentmcp · search | Autonomous research agent that combines web search, document indexing, code execution, and workspace management to gather information, analyze data… | 17 stars · 3 forks | No one-command install · Source | |
| 614 | 72.644 | kiwix-wiki-mcp-servermcp · search | Provides access to offline Wikipedia and other content through Kiwix, enabling search and retrieval of articles from local ZIM files. | 17 stars · 3 forks | No one-command install · Source | |
| 614 | 72.644 | hajime-y-deep-researchmcp · search | Provides web search and advanced research capabilities with specialized tools for browsing, document analysis, media processing, and archive searching… | 17 stars · 3 forks | No one-command install · Source | |
| 620 | 72.565 | sbmagar13-hashnodemcp · search | Create, update, and search Hashnode articles directly through Claude or other MCP clients. | 7 stars · 8 forks | No one-command install · Source | |
| 620 | 72.565 | primo-mcp-servermcp · search | MCP server for searching Ex Libris Primo library catalogues and subscribed databases, enabling search, record retrieval, autocomplete, citation… | 7 stars · 8 forks | No one-command install · Source | |
| 622 | 72.419 | web3-docsmcp · search | Unifies 11 protocol specification repositories (EIPs, BIPs, CIPs, etc.) and canonical contract addresses across 10 chains into a local FTS5 index… | 29 stars · 1 fork | No one-command install · Source | |
| 622 | 72.419 | sourcedmcp · search | Source code search for every package on PyPI and npm. | 29 stars · 1 fork | No one-command install · Source | |
| 624 | 72.290 | heuristic-mcpmcp · search | Enables smart code search in your editor using natural language queries, building an index of your workspace. | 20 stars · 2 forks | No one-command install · Source | |
| 625 | 72.130 | sayoumcp · search | Persistent file-based knowledge workspace for AI agents with versioning and search. | 28 stars · 1 fork | No one-command install · Source | |
| 626 | 72.112 | justinritchie-aliexpressmcp · search | Search AliExpress products, get shipping info, and manage cart operations. | 13 stars · 5 forks | No one-command install · Source | |
| 626 | 72.112 | austenstone-myinstantsmcp · search | Connects to myinstants.com to search, browse, and play millions of meme sounds through local audio players with category browsing and trending sound… | 13 stars · 5 forks | No one-command install · Source | |
| 628 | 72.108 | listen-to-sadhumcp · search | Listen to Sadhu exposes a searchable corpus of Vedic scripture and recorded lectures. Look up verses by reference (e.g. "BG 2.13", "SB 5.5.3", "CC… | 8,356 installs | No commit datelisted | No one-command install · Source |
| 629 | 72.094 | civitaimcp · search | Integrates with Civitai's model repository to provide model search, image browsing, creator discovery, and download access with filtering by type… | 12 stars · 6 forks | No one-command install · Source | |
| 630 | 72.060 | bekirdag-docdexmcp · search | Lightweight per-repository documentation indexer providing fast full-text search over local markdown and text files with automatic file change… | 16 stars · 3 forks | No one-command install · Source | |
| 630 | 72.060 | hexecu-neural-memorymcp · search | Transforms developer interactions into a Neo4j knowledge graph using Gemini to extract goals, constraints, and preferences, enabling persistent… | 16 stars · 3 forks | No one-command install · Source | |
| 630 | 72.060 | ragexmcp · search | Gives Claude semantic search superpowers to find and reuse existing patterns in your codebase. | 16 stars · 3 forks | No one-command install · Source | |
| 630 | 72.060 | langgraph-rag-mcpmcp · search | Retrieval-Augmented Generation system serving LangGraph documentation through the Model Context Protocol, enabling semantic search and context-aware… | 16 stars · 3 forks | No one-command install · Source | |
| 630 | 72.060 | linear-remotemcp · search | Integrates with Linear's issue tracking system to enable creating, updating, and searching issues, managing teams, and organizing workflow states… | 16 stars · 3 forks | No one-command install · Source | |
| 635 | 72.056 | youtube-mcpmcp · search | Search and browse videos, channels, and playlists to fetch titles, descriptions, stats, and durations. Retrieve multilingual, timestamped transcripts… | 11 stars · 7 forks | No one-command install · Source | |
| 635 | 72.056 | seohyunjun-opensearchmcp · search | Enables natural language interaction with OpenSearch clusters for index operations, document searches, and cluster management without requiring… | 11 stars · 7 forks | No one-command install · Source | |
| 637 | 72.046 | angrysky56-windows-website-downloadermcp · search | Windows-compatible website downloader for efficient web content retrieval and storage, leveraging asynchronous processing and concurrent downloads for… | 6 stars · 8 forks | No one-command install · Source | |
| 638 | 71.892 | cloudglue-mcp-servermcp · search | Connects AI assistants to Cloudglue for video analysis, enabling video description, entity extraction, chapter segmentation, and metadata retrieval… | 14 stars · 4 forks | No one-command install · Source | |
| 638 | 71.892 | onurpolat05-n8n-assistantmcp · search | Enables searching and retrieving n8n documentation, example workflows, and community forum content through a single tool that fetches relevant… | 14 stars · 4 forks | No one-command install · Source | |
| 640 | 71.864 | stockquotes-mcpmcp · search | Provides real-time stock quotes, historical data, and stock search via Yahoo Finance, enabling AI assistants to access and analyze financial market… | 19 stars · 2 forks | No one-command install · Source | |
| 640 | 71.864 | ezrag-mcp-servermcp · search | Provides semantic search and keyword search over Obsidian notes, along with direct note retrieval, allowing external AI agents to query and access the… | 19 stars · 2 forks | No one-command install · Source | |
| 640 | 71.864 | ngotaico-codebase-indexmcp · search | Indexes codebases using Qdrant vector storage and Google Gemini embeddings to provide semantic search capabilities over code with intelligent… | 19 stars · 2 forks | No one-command install · Source | |
| 643 | 71.836 | romulus-31780mcp · search | ROMulus is a retro gaming ROM search engine that aggregates results from four major sites. Search by game title and console to get download page URLs… | 8,353 installs | No commit datelisted | No one-command install · Source |
| 643 | 71.836 | romulus-31780-2mcp · search | ROMulus is a retro gaming ROM search engine that aggregates results from four major sites. Search by game title and console to get download page URLs… | 8,353 installs | No commit datelisted | No one-command install · Source |
| 645 | 71.774 | searchatlasmcp · search | All-in-one SEO, GEO, Google Ads, local SEO, content generation, digital PR, and link building platform with 112 marketing tools. | 10 stars · 7 forks | No one-command install · Source | |
| 646 | 71.437 | jackkuo666-medrxiv-researchmcp · search | Provides a specialized interface for searching and retrieving medical research articles from medRxiv using keyword-based searches, advanced filtering… | 9 stars · 7 forks | No one-command install · Source | |
| 647 | 71.394 | obsidian-everywheremcp · search | Enables Claude clients to interact with an Obsidian vault as a knowledge graph, supporting full-text search, backlink traversal, neighborhood… | 15 stars · 3 forks | No one-command install · Source | |
| 647 | 71.394 | wangle201210-dify-retrievermcp · search | Integrates with Dify's dataset retrieval capabilities, exposing knowledge base querying as a discoverable tool for retrieving information from Dify… | 15 stars · 3 forks | No one-command install · Source | |
| 649 | 71.363 | kshern-tavilymcp · search | Integrates with the Tavily API to enable advanced search and content extraction operations, facilitating web research and up-to-date information… | 12 stars · 5 forks | No one-command install · Source | |
| 650 | 71.333 | ai-riksarkivet-ramcp · search | Integrates with the Swedish National Archives (Riksarkivet) data platform to search transcribed historical documents, retrieve full page contexts with… | 18 stars · 2 forks | No one-command install · Source | |
| 650 | 71.333 | arcgis-portal-mcpmcp · search | Enables AI assistants to search, query, and manage ArcGIS Portal and Online content, feature layers, users, and groups via the Model Context Protocol. | 18 stars · 2 forks | No one-command install · Source | |
| 650 | 71.333 | ethanolivertroy-fedramp-docsmcp · search | Provides access to FedRAMP documentation and compliance data, enabling search through security requirements, control mappings, and guidance documents… | 18 stars · 2 forks | No one-command install · Source | |
| 653 | 71.294 | umbra2728-ctfdmcp · search | Integrates with CTFd platforms for cybersecurity competitions, enabling challenge browsing, flag submission, file retrieval, and dynamic container… | 25 stars · 1 fork | No one-command install · Source | |
| 654 | 71.115 | driflyte-mcp-servermcp · searchalso listed as serkan-ozal-driflyte | Enables AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages. | 11 stars · 6 forks | No one-command install · Source | |
| 654 | 71.115 | jhgaylor-hirebasemcp · search | Integrates with HireBase Job API to enable job searching with extensive filtering options and detailed job information retrieval for career… | 11 stars · 6 forks | No one-command install · Source | |
| 654 | 71.115 | rickyyy1116-youtube-sheetsmcp · search | Integrates YouTube search with Google Sheets to automate video data collection and analysis for content creators, marketers, and researchers. | 11 stars · 6 forks | No one-command install · Source | |
| 658 | 71.077 | nmeierpolys-structured-memorymcp · search | Maintains structured markdown documents as living memory for focused projects, enabling systematic organization, search, and updates of accumulated… | 13 stars · 4 forks | No one-command install · Source | |
| 658 | 71.077 | ramalamadingdong-first-agentic-csamcp · search | Search through FRC documentation for WPILib, REV, CTRE, Redux, and PhotonVision using natural language questions. | 13 stars · 4 forks | No one-command install · Source | |
| 658 | 71.077 | joewilson-perplexitymcp · search | Integrates Perplexity AI to provide intelligent coding assistance for tasks like code analysis, generation, and problem-solving across various… | 13 stars · 4 forks | No one-command install · Source | |
| 658 | 71.077 | hashnetmcp · search | Universal AI agent discovery - search agents across MCP, NANDA, A2A, and OpenRouter protocols | 13 stars · 4 forks | No one-command install · Source | |
| 658 | 71.077 | sijan2-alexamcp · search | Integrates with Amazon Alexa smart home devices and Echo functionality through reverse-engineered web APIs, enabling voice announcements, smart light… | 13 stars · 4 forks | No one-command install · Source | |
| 658 | 71.077 | dxheroes-jira-linearmcp · search | Integrates with Jira and Linear issue tracking systems to enable retrieval and interaction with tickets directly within conversations, eliminating… | 13 stars · 4 forks | No one-command install · Source | |
| 664 | 71.025 | jzinno-biomartmcp · search | Integrates with Biomart to enable advanced biological data queries, including gene information retrieval, ID translation, and dataset exploration… | 8 stars · 7 forks | No one-command install · Source | |
| 665 | 70.795 | vonequinox-websearchmcp · search | Web search and content retrieval using Brave Search with Playwright for JavaScript-heavy sites and CloudScraper for anti-bot protection. | 17 stars · 2 forks | No one-command install · Source | |
| 665 | 70.795 | expo-docsmcp · search | Enables fast, offline search and retrieval of Expo documentation from local .mdx files, with tools for searching, getting content, listing sections… | 17 stars · 2 forks | No one-command install · Source | |
| 665 | 70.795 | mcp-file-editmcp · search | Provides comprehensive file system operations including reading, writing, searching, patching, code analysis, SSH transfers, and git operations, while… | 17 stars · 2 forks | No one-command install · Source | |
| 668 | 70.564 | cyanheads-openalexmcp · search | OpenAlex academic research catalog access for searching 270M+ publications, analyzing research trends, and resolving author and institution… | 14 stars · 3 forks | No one-command install · Source | |
| 668 | 70.564 | yshalsager-4getmcp · search | Integrates with the 4get meta search engine to provide privacy-focused web, image, and news searches through a search aggregator that maintains user… | 14 stars · 3 forks | No one-command install · Source | |
| 668 | 70.564 | getwebmcp · search | Integrates DuckDuckGo, Google Search, Felo AI, and Jina Reader APIs to provide web search, content extraction, and HTML-to-Markdown conversion with… | 14 stars · 3 forks | No one-command install · Source | |
| 668 | 70.564 | m-gonzalo-cosa-saimcp · search | Loads entire documentation sets directly into Gemini's 2M token context window, eliminating traditional RAG limitations for comprehensive technology… | 14 stars · 3 forks | No one-command install · Source | |
| 672 | 70.551 | job104-mcpmcp · search | Searches 104 job listings with natural-language filters and retrieves full postings via MCP tools. | 23 stars · 1 fork | No one-command install · Source | |
| 673 | 70.534 | hoxcoremcp · search | Enables LLMs to manage organizational metadata (projects, missions, activities, programs) via a file-based registry, providing CRUD operations and… | 4 stars · 8 forks | No one-command install · Source | |
| 674 | 70.383 | appwrite-docsmcp · search | Provides intelligent access to Appwrite documentation through vector-based semantic search, direct page retrieval, and table of contents navigation… | 11 stars · 5 forks | No one-command install · Source | |
| 674 | 70.383 | geropl-linearmcp · search | Integrates with Linear's issue tracking system, enabling creation, updating, and searching of issues, as well as managing comments and user… | 11 stars · 5 forks | No one-command install · Source | |
| 674 | 70.383 | mcollina-node-fetchmcp · search | Enables web content retrieval and processing with tools for fetching URLs, extracting HTML fragments, and checking site availability using Node.js's… | 11 stars · 5 forks | No one-command install · Source | |
| 674 | 70.383 | devlimelabs-meilisearchmcp · search | Integrates with Meilisearch to enable advanced search operations, index and document management, and customizable search functionality with features… | 11 stars · 5 forks | No one-command install · Source | |
| 674 | 70.383 | kablewy-fred-economic-datamcp · search | Integrates with FRED API to provide economic data retrieval, search, and metadata access for economic analysis and forecasting applications. | 11 stars · 5 forks | No one-command install · Source | |
| 679 | 70.328 | zengwenliang416-banana-imagemcp · search | Integrates with Google's Gemini models for intelligent image generation, automatically routing between speed-optimized and quality-optimized models… | 12 stars · 4 forks | No one-command install · Source | |
| 679 | 70.328 | bibliotheque-nationale-de-france-gallicamcp · search | Enables searching and generating research reports from the Bibliothèque Nationale de France's Gallica digital library through natural language queries… | 12 stars · 4 forks | No one-command install · Source | |
| 681 | 70.210 | gabrimatic-web-searchmcp · search | Integrates Brave Search API for real-time web information retrieval, dynamically categorizing queries to proactively fetch current events, weather… | 16 stars · 2 forks | No one-command install · Source | |
| 681 | 70.210 | lniosy-coolapkmcp · search | Enables AI tools to search and browse the Coolapk Android community with tools for posts, users, topics, applications, and interactive features. | 16 stars · 2 forks | No one-command install · Source | |
| 681 | 70.210 | attilio81-agno-docsmcp · search | Provides real-time access to the AGNO framework documentation with section browsing and keyword search. | 16 stars · 2 forks | No one-command install · Source | |
| 681 | 70.210 | storks-obsidian-climcp · search | Comprehensive Obsidian vault management through the official CLI with 54 tools for files, search, tasks, tags, plugins, and workspaces. | 16 stars · 2 forks | No one-command install · Source | |
| 681 | 70.210 | repobase-mcpmcp · search | MCP server for indexing and searching Git repositories with AI. Enables tools like listing repos, semantic search, file globbing, and regex grep. | 16 stars · 2 forks | No one-command install · Source | |
| 681 | 70.210 | okooo5km-unsplashmcp · search | Connects to Unsplash's API to enable photo searching with customizable filters, detailed image information retrieval, and random photo fetching for… | 16 stars · 2 forks | No one-command install · Source | |
| 687 | 70.060 | emi-dm-arxivmcp · search | Integrates with arXiv academic repository to provide paper search by keywords, authors, or categories, content retrieval, and text analysis with… | 6 stars · 7 forks | No one-command install · Source | |
| 687 | 70.060 | ricardocenci-wikijsmcp · search | Integrates with WikiJS knowledge bases through GraphQL to enable search, page retrieval, and content discovery operations across multilingual wiki… | 6 stars · 7 forks | No one-command install · Source | |
| 689 | 69.986 | arjunkmrm-perplexity-searchmcp · search | Enables web searches using Perplexity's API with sonar or sonar-pro models, returning detailed results with citations and optional recency filtering. | 10 stars · 6 forks | No one-command install · Source | |
| 689 | 69.986 | wikidocs-mcpmcp · search | Enables AI agents to read, edit, and manage Wikidocs books and blogs, including page CRUD operations, keyword search, and image uploads. | 10 stars · 6 forks | No one-command install · Source | |
| 689 | 69.986 | ferrants-memvid-mcp-servermcp · search | Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search. | 10 stars · 6 forks | No one-command install · Source | |
| 692 | 69.750 | turritopsismcp · search | Provides a shared project knowledge and handoff layer for coding agents, offering tools to list, search, retrieve, and update stages of project… | 13 stars · 3 forks | No one-command install · Source | |
| 692 | 69.750 | srprasanna-skill-hubmcp · search | Manages Claude skills from structured directories with hot-reload functionality, validation, and search capabilities across metadata including… | 13 stars · 3 forks | No one-command install · Source | |
| 692 | 69.750 | youtubemcp · search | Integrates with YouTube to enable video content analysis through transcript extraction, search, comment retrieval, and content summarization for… | 13 stars · 3 forks | No one-command install · Source | |
| 692 | 69.750 | tizee-ietf-rfcmcp · search | Provides access to IETF RFC documents, enabling efficient listing, searching, and retrieval with pagination and local caching for internet standards… | 13 stars · 3 forks | No one-command install · Source | |
| 696 | 69.545 | muvon-octobrainmcp · search | Standalone memory management system with semantic search, knowledge graph relationships, and vector storage for persistent AI context. | 15 stars · 2 forks | No one-command install · Source | |
| 696 | 69.545 | nickjlamb-pubcrawlmcp · searchalso listed as pubcrawl | PubMed literature search and US/UK drug labelling. | 15 stars · 2 forks | No one-command install · Source | |
| 696 | 69.545 | andyliszewski-webcrawl-mcpmcp · search | Local-first web scraping, search, and crawling. Static pages extracted locally via trafilatura; optional Firecrawl fallback only when JS rendering is… | 15 stars · 2 forks | No one-command install · Source | |
| 696 | 69.545 | hzyai-ragscoremcp · search | Generate QA datasets and evaluate RAG systems with privacy-first local processing and any LLM provider. | 15 stars · 2 forks | 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.