Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 63.694 | chronicle-betamcp · search | A local-first personal RAG memory system that turns AI conversation history into a searchable, retrievable knowledge base via MCP, enabling LLMs to… | 9 stars · 2 forks | No one-command install · Source | |
| 1502 | 63.694 | dereklei12-threadbridgemcp · search | Persistent AI memory for Zed editor with hybrid semantic search and cognitive decay modeling. | 9 stars · 2 forks | No one-command install · Source | |
| 1503 | 63.694 | kiseki-labs-readwisemcp · search | Integrates with Readwise to access and manipulate reading data, enabling document search, highlight retrieval, and filtering by categories, tags, or… | 9 stars · 2 forks | No one-command install · Source | |
| 1504 | 63.694 | recaf-mcpmcp · search | Enables LLMs to perform JVM bytecode analysis and editing by operating a Recaf workspace through MCP tools. Supports class browsing, decompilation… | 9 stars · 2 forks | No one-command install · Source | |
| 1505 | 63.694 | gh-michael-denyer-hot-memorymcp · search | Two-tier memory system with instant hot cache and semantic search. Self-organizing storage. | 9 stars · 2 forks | No one-command install · Source | |
| 1506 | 63.694 | reexpress-sdm-verificationmcp · search | Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows. | 9 stars · 2 forks | No one-command install · Source | |
| 1507 | 63.896 | setkyar-youtube-subtitlesmcp · search | Integrates with YouTube to enable subtitle retrieval and analysis for content summarization, translation, or accessibility enhancement. | 8 stars · 3 forks | No one-command install · Source | |
| 1508 | 63.896 | tomokiishimine-dify-workflowmcp · search | Connects Claude with Dify Workflow to expose workflow capabilities as tools, enabling structured automation through dynamic parameter retrieval and… | 8 stars · 3 forks | No one-command install · Source | |
| 1509 | 63.896 | happyzym-reposearchmcp · search | Provides efficient file search functionality within repositories, respecting ignore patterns and offering configurable text content matching for… | 8 stars · 3 forks | No one-command install · Source | |
| 1510 | 63.896 | gdrive5fe4mcp · search | Provides a bridge to Google Drive for searching files and retrieving document content without manual browsing, enabling document analysis and… | 8 stars · 3 forks | No one-command install · Source | |
| 1511 | 63.896 | seonglae-notion-markdownmcp · search | Integrates with Notion to provide markdown-based content retrieval, searching, and processing capabilities. | 8 stars · 3 forks | No one-command install · Source | |
| 1512 | 63.896 | luoyonghao1997-uvm-source-codemcp · search | Provides semantic search and exploration of UVM 1.2 SystemVerilog source code through locally-hosted embeddings and ChromaDB indexing. | 8 stars · 3 forks | No one-command install · Source | |
| 1513 | 63.896 | kaosensei-intercom-articlesmcp · search | Provides read-only access to Intercom Help Center articles, enabling retrieval and reference of customer support documentation for automation and… | 8 stars · 3 forks | No one-command install · Source | |
| 1514 | 63.896 | speakeasy-docs-mcpmcp · search | A lightweight, domain-agnostic hybrid search engine for markdown corpora, exposed via the Model Context Protocol (MCP), optimized for serving SDK… | 8 stars · 3 forks | No one-command install · Source | |
| 1515 | 63.942 | libragenmcp · search | Build searchable documentation libraries that ground AI assistants in accurate information | 21 stars | No one-command install · Source | |
| 1516 | 63.952 | better-finder-mcpmcp · search | Enables intelligent file search with Git-like staging and indexing, offering semantic and hybrid search for documents, and integrates with Claude… | 5 stars · 5 forks | No one-command install · Source | |
| 1517 | 63.952 | gagarinyury-bitget-tradingmcp · search | Integrates with Bitget cryptocurrency exchange to provide complete trading functionality including market data retrieval, account management, order… | 5 stars · 5 forks | No one-command install · Source | |
| 1518 | 64.134 | onmyway133-string-catalogmcp · search | Manages Xcode String Catalog (.xcstrings) files for iOS/macOS localization with read, search, and update capabilities for translation workflows. | 12 stars · 1 fork | No one-command install · Source | |
| 1519 | 64.619 | zenturacp-azure-table-storagemcp · search | Enable efficient storage, retrieval, and querying of structured data in the cloud for large-scale applications. | 6 stars · 5 forks | No one-command install · Source | |
| 1520 | 64.619 | ikhyunan-investment-portfolio-managermcp · search | Reads in JSON-formatted Investment portfolio and performs web searches and stock price searches to provide meaningful evaluations and recommendations. | 6 stars · 5 forks | No one-command install · Source | |
| 1521 | 64.619 | pinata-ipfsmcp · search | Integrates with Pinata's IPFS storage services for uploading, searching, organizing, and retrieving files on both public and private decentralized… | 6 stars · 5 forks | No one-command install · Source | |
| 1522 | 64.619 | kalicyh-ragmcp · search | Provides cloud-based document management and semantic search using OpenAI embeddings with in-memory vector storage, enabling retrieval-augmented… | 6 stars · 5 forks | No one-command install · Source | |
| 1523 | 64.761 | jina-aimcp · search | AI-powered search and retrieval platform. Search the web, read page content, extract structured data, and ground AI responses. | 5,247 installs | No commit datelisted | No one-command install · Source |
| 1524 | 64.883 | gh-transparentlyok-context-managermcp · search | Smart code search with BM25 ranking, fuzzy matching, and natural language queries. | 13 stars · 1 fork | No one-command install · Source | |
| 1525 | 64.883 | comfucios-obsidianmcp · search | Connects to Obsidian vaults for intelligent search and retrieval across personal knowledge bases using hierarchical tag matching, frontmatter… | 13 stars · 1 fork | No one-command install · Source | |
| 1526 | 65.034 | korean-law-searchmcp · search | Search and retrieve Korean statutes and administrative rules with precise filters. Access English translations and drill down to articles, paragraphs… | 5,297 installs | No commit datelisted | No one-command install · Source |
| 1527 | 65.043 | shawnsimister-memexmcp · search | Integration to analyze web content, extract key information, and build a personalized Markdown-based knowledge base for efficient information… | 10 stars · 2 forks | No one-command install · Source | |
| 1528 | 65.043 | paper-reader-mcpmcp · search | Enables searching arXiv papers and retrieving full paper content as Markdown, with smart sorting, category filtering, and pagination. | 10 stars · 2 forks | No one-command install · Source | |
| 1529 | 65.043 | docmcpmcp · search | Index any documentation website and search it from AI coding assistants via the Model Context Protocol (MCP). | 10 stars · 2 forks | No one-command install · Source | |
| 1530 | 65.043 | ystyle-cangje-docsmcp · search | Document scanning and search capabilities for indexing and querying large documentation repositories | 10 stars · 2 forks | No one-command install · Source | |
| 1531 | 65.043 | your-mail-mcpmcp · search | Enables read-only search and retrieval of your email across multiple IMAP accounts through a local notmuch index, served over authenticated HTTP for… | 10 stars · 2 forks | No one-command install · Source | |
| 1532 | 65.105 | connerlambden-bgptmcp · search | Searches scientific papers with structured experimental data extracted from full-text studies. | 24 stars | No commit datelisted | No one-command install · Source |
| 1533 | 65.138 | jaacob-perplexitymcp · search | Integrates with Perplexity's API to enable real-time web searches for up-to-date information retrieval and context-aware responses. | 7 stars · 5 forks | No one-command install · Source | |
| 1534 | 65.138 | suthio-brave-deep-researchmcp · search | Combines Brave Search with web scraping to provide deep research capabilities by extracting full content from pages and traversing links at… | 7 stars · 5 forks | No one-command install · Source | |
| 1535 | 65.138 | memtensor-memos-api-mcpmcp · search | Memory management system for AI applications with conversation storage and semantic memory search | 7 stars · 5 forks | No one-command install · Source | |
| 1536 | 65.223 | nachoal-perplexity-web-searchmcp · search | Integrates with the Perplexity API to provide web search functionality, enabling real-time information retrieval with time-based filtering and result… | 8 stars · 4 forks | No one-command install · Source | |
| 1537 | 65.223 | oil-gas-ragmcp · search | Provides oil and gas industry data access through MySQL storage with drilling events, production data, purchase orders, timeseries analytics, work… | 8 stars · 4 forks | No one-command install · Source | |
| 1538 | 65.223 | betmoar-fastapplymcp · search | Provides intelligent code editing capabilities through local language models, combining AST-grep pattern matching and ripgrep text search for precise… | 8 stars · 4 forks | No one-command install · Source | |
| 1539 | 65.223 | undici77-websearchmcp · search | Parallel web search across multiple search engines, social media platforms, and web archives with concurrent execution and caching | 8 stars · 4 forks | No one-command install · Source | |
| 1540 | 65.223 | yidianyiko-ticktickmcp · search | Integrates with TickTick task management platform to create, update, delete, and search tasks and projects with priority filtering, due date queries… | 8 stars · 4 forks | No one-command install · Source | |
| 1541 | 65.223 | watercrawlmcp · search | Web crawling and scraping with search capabilities | 8 stars · 4 forks | No one-command install · Source | |
| 1542 | 65.223 | public-transport-2mcp · search | Access real-time public transport across Europe with live departures, connections, and vehicle details. Plan door-to-door trips, search stations and… | 8 stars · 4 forks | No one-command install · Source | |
| 1543 | 65.223 | public-transportmcp · search | Access real-time public transport across Europe with live departures, connections, and vehicle details. Plan door-to-door trips, search stations and… | 8 stars · 4 forks | No one-command install · Source | |
| 1544 | 65.543 | amotivv-memory-boxmcp · search | Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and… | 9 stars · 3 forks | No one-command install · Source | |
| 1545 | 65.543 | florinel-chis-magento-graphql-docsmcp · search | Provides intelligent search and retrieval capabilities for Magento 2 GraphQL API documentation by ingesting markdown files into a SQLite database with… | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | gcp-storage-mcpmcp · search | Enables interaction with Google Cloud Storage buckets and blobs through an MCP server, supporting operations like listing, uploading, searching, batch… | 9 stars · 3 forks | No one-command install · Source | |
| 1547 | 65.543 | xplo8e-hacktricksmcp · search | Search and query HackTricks pentesting documentation with quick lookup and section extraction. | 9 stars · 3 forks | No one-command install · Source | |
| 1548 | 65.543 | tasopen-mcp-alphabananamcp · search | Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping… | 9 stars · 3 forks | No one-command install · Source | |
| 1549 | 65.543 | varunneal-spotifymcp · search | Integrates with Spotify to enable music playback control, search, and queue management directly within conversations | 9 stars · 3 forks | No one-command install · Source | |
| 1550 | 65.543 | ccam80-zotero-chunk-ragmcp · search | Enables semantic search over Zotero research libraries by extracting and chunking PDF text, embedding with Gemini API, and storing in ChromaDB to find… | 9 stars · 3 forks | No one-command install · Source | |
| 1551 | 65.543 | ashex-atproto-docsmcp · search | Searchable knowledge base for the AT Protocol ecosystem including protocol documentation, lexicon schemas, Bluesky developer API docs, and cookbook… | 9 stars · 3 forks | No one-command install · Source | |
| 1552 | 65.543 | transcriptapi-youtube-transcript-youtube-search-mcpmcp · search | A comprehensive MCP server providing YouTube transcript retrieval, video search, channel browsing, playlist extraction, and upload monitoring for AI… | 9 stars · 3 forks | No one-command install · Source | |
| 1553 | 65.543 | transcriptapi-youtubemcp · search | Fast YouTube transcript extraction and search for AI agents. 49ms median response, 100 free credits, $5/month thereafter. | 9 stars · 3 forks | No one-command install · Source | |
| 1554 | 65.543 | pouyanafisi-project-mcpmcp · search | Manages project documentation, tasks, and development state through structured directory organization with intent-based search and YAML-based task… | 9 stars · 3 forks | No one-command install · Source | |
| 1555 | 65.578 | kdata-gatemcp · search | Korean market data for AI agents and e-commerce sellers sourcing from Korea — K-beauty/K-food/K-pop product search, Naver search trends, Korean stocks… | 5,352 installs | No commit datelisted | No one-command install · Source |
| 1556 | 65.698 | markusl-alkomcp · search | Integrates with Finland's Alko alcohol monopoly catalog to provide product search, store availability, opening hours, and wine ratings for wine… | 14 stars · 1 fork | No one-command install · Source | |
| 1557 | 65.698 | papersflowmcp · search | Academic research platform for literature search, citation verification, related-paper discovery, and citation graph exploration. | 14 stars · 1 fork | No one-command install · Source | |
| 1558 | 65.698 | istefox-devonthinkmcp · search | MCP server for DEVONthink 4 enabling AI assistants to search, retrieve, file, and batch-process documents with vector-based RAG search. | 14 stars · 1 fork | No one-command install · Source | |
| 1559 | 65.698 | fetchallermcp · search | Enables fetching any website without permission prompts, including automatic bot challenge bypass, with built-in web search, Reddit, marketplace… | 14 stars · 1 fork | No one-command install · Source | |
| 1560 | 65.784 | algonacci-unlock-pdfmcp · search | Provides functionality to read and extract content from protected and unprotected PDF files, enabling document analysis, content indexing, and data… | 2 stars · 7 forks | No one-command install · Source | |
| 1561 | 65.850 | parallel-web-searchmcp · search | Highest accuracy web search for AIs | 5,381 installs | No commit datelisted | No one-command install · Source |
| 1562 | 66.032 | kouui-web-search-duckduckgomcp · search | Enables web search capabilities through DuckDuckGo, retrieving search results with titles, URLs, and snippets while offering optional content fetching… | 4 stars · 6 forks | No one-command install · Source | |
| 1563 | 66.172 | fradser-local-web-searchmcp · search | Integrates with a headless browser to perform Google searches and extract web content, enabling local web search capabilities for up-to-date… | 11 stars · 2 forks | No one-command install · Source | |
| 1564 | 66.172 | trxo-ldapmcp · search | Integrates with LDAP directories to enable search, retrieval, and management operations including user provisioning, entry modification, and automated… | 11 stars · 2 forks | No one-command install · Source | |
| 1565 | 66.172 | weftmcp · search | Enables AI assistants to access and search your local browsing knowledge graph via MCP resources and tools. | 11 stars · 2 forks | No one-command install · Source | |
| 1566 | 66.172 | boj-optymcp · search | Semantic code search using hyperdimensional computing to index and query functions, types, and imports. | 11 stars · 2 forks | No one-command install · Source | |
| 1567 | 66.172 | hono-docsmcp · search | Search and retrieve Hono framework documentation via Algolia search and markdown content fetching. | 11 stars · 2 forks | No one-command install · Source | |
| 1568 | 66.172 | vs-token-safermcp · search | Token-safe code search for AI agents: queries the language-server index (clangd / Roslyn / tsserver / pyright) instead of grep and returns a… | 11 stars · 2 forks | No one-command install · Source | |
| 1569 | 66.258 | bmorphism-marginalia-searchmcp · search | Integrates Marginalia Search to discover non-commercial and independent web content for research, trend analysis, and alternative perspectives. | 8 stars · 5 forks | No one-command install · Source | |
| 1570 | 66.258 | spences10-perplexity-searchmcp · search | Integrates with Perplexity's web search API to enable real-time fact-checking, research, and content generation using up-to-date information. | 8 stars · 5 forks | No one-command install · Source | |
| 1571 | 66.258 | arkapravasinha-growwmcp · search | Integrates with Groww trading platform API to enable stock market operations including instrument search, order management, portfolio tracking, margin… | 8 stars · 5 forks | No one-command install · Source | |
| 1572 | 66.258 | llm-jukeboxmcp · search | Integrates with YouTube and yt-dlp to search, download, and play music with MP3 conversion, local library management, and basic playback controls for… | 8 stars · 5 forks | No one-command install · Source | |
| 1573 | 66.258 | philosolares-roam-researchmcp · search | Integrates with Roam Research to enable searching, creating, and managing knowledge base content with features like block search, page creation, and… | 8 stars · 5 forks | No one-command install · Source | |
| 1574 | 66.394 | govbasemcp · search | Govbase provides U.S. federal policy data — search bills, executive orders, look up Congress members and voting records, browse narrative story… | 5,777 installs | No commit datelisted | No one-command install · Source |
| 1575 | 66.528 | timjuenemann-wikipediamcp · search | Provides a structured interface for searching and retrieving Wikipedia articles in clean Markdown format, enabling access to up-to-date encyclopedia… | 15 stars · 1 fork | No one-command install · Source | |
| 1576 | 66.528 | jackscodevault-mpesa-darajamcp · search | Provides access to Safaricom's Daraja API documentation for M-Pesa payment processing, enabling search, retrieval, and comparison of Kenya's mobile… | 15 stars · 1 fork | No one-command install · Source | |
| 1577 | 66.528 | family-it-guy-perplexitymcp · search | Connects Claude Desktop to Perplexity AI's language models through a lightweight proxy, offering web search capabilities with… | 15 stars · 1 fork | No one-command install · Source | |
| 1578 | 66.528 | devdotbo-perplexitymcp · search | Provides access to Perplexity AI models with tools for queries, research, and usage monitoring. | 15 stars · 1 fork | No one-command install · Source | |
| 1579 | 66.528 | latticemcp · search | Provides bounded repository context and edit-grant MCP tools to coding agents such as Codex, indexing local repositories and enabling… | 15 stars · 1 fork | No one-command install · Source | |
| 1580 | 66.871 | searchcraftmcp · search | Integrates with Searchcraft's search API to provide advanced document retrieval with fuzzy and exact matching, facet filtering, and date range queries… | 9 stars · 4 forks | No one-command install · Source | |
| 1581 | 66.871 | archiscribe-mcp-servermcp · search | Retrieves architectural information from ArchiMate models, enabling AI coding assistants to access architectural context during the software… | 9 stars · 4 forks | No one-command install · Source | |
| 1582 | 66.871 | cyanheads-sec-edgarmcp · search | Query SEC EDGAR filings, XBRL financials, and company data with tools for company search, full-text filing search, financial data retrieval, and… | 9 stars · 4 forks | No one-command install · Source | |
| 1583 | 66.877 | ashwanth1109-spotifymcp · search | Integrates with Spotify to enable music playback control, playlist management, and user data retrieval for personalized music experiences | 5 stars · 6 forks | No one-command install · Source | |
| 1584 | 66.877 | leescot-pubmed-smitherymcp · search | Provides powerful tools for searching and analyzing academic medical literature through PubMed, offering specialized functions for keyword searches… | 5 stars · 6 forks | No one-command install · Source | |
| 1585 | 66.877 | inferensys-apollomcp · search | Connect AI coding assistants to Apollo.io for lead search, contact enrichment, CRM operations, and outreach sequences. | 5 stars · 6 forks | No one-command install · Source | |
| 1586 | 66.893 | spacemeowx2-docs-rsmcp · search | Streamlines Rust documentation workflows by providing tools for building, managing, and searching crate documentation through cargo doc commands with… | 10 stars · 3 forks | No one-command install · Source | |
| 1587 | 66.893 | algonacci-wikipediamcp · search | Provides direct access to Wikipedia content through five tools for searching, retrieving summaries, accessing full articles, getting random pages, and… | 10 stars · 3 forks | No one-command install · Source | |
| 1588 | 66.893 | reyneill-kontxtmcp · search | Provides AI-driven codebase analysis by connecting to local repositories and using Gemini 2.0 Flash's 1M input window to generate context based on… | 10 stars · 3 forks | No one-command install · Source | |
| 1589 | 66.893 | rayss868-web-curlmcp · search | Enables web content retrieval and API interaction with customizable resource blocking, authentication options, and automatic URL/search query… | 10 stars · 3 forks | No one-command install · Source | |
| 1590 | 66.893 | kevinypfan-fugle-masterlinkmcp · search | Provides a bridge between AI systems and the Masterlink SDK for Taiwan stock market trading, enabling account management, market data retrieval, and… | 10 stars · 3 forks | No one-command install · Source | |
| 1591 | 66.893 | hermes-atlas-mcpmcp · search | Exposes the Hermes Atlas ecosystem catalog of 100+ community-built tools, skills, and plugins for Nous Research's Hermes Agent to any MCP-aware… | 10 stars · 3 forks | No one-command install · Source | |
| 1592 | 66.893 | hermes-atlasmcp · search | Search and fetch tools, skills, plugins, and integrations from the Hermes Atlas catalog. | 10 stars · 3 forks | No one-command install · Source | |
| 1593 | 66.893 | anuragb7-multi-document-ragmcp · search | Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple… | 10 stars · 3 forks | No one-command install · Source | |
| 1594 | 66.893 | avarant-typesensemcp · search | Provides a bridge between Typesense search engine and external tools, enabling collection management, document indexing, and both keyword and vector… | 10 stars · 3 forks | No one-command install · Source | |
| 1595 | 67.151 | misp-mcpmcp · search | Enables AI assistants to interact with MISP threat intelligence platforms through natural language, supporting event search, creation, user… | 12 stars · 2 forks | No one-command install · Source | |
| 1596 | 67.151 | korolevpavel-1c-element-docsmcp · search | MCP server providing local documentation search for the 1С:Элемент enterprise platform, indexing topics, standard library references, and user… | 12 stars · 2 forks | No one-command install · Source | |
| 1597 | 67.151 | torrentclaw-torrentclaw-mcpmcp · search | Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata. | 12 stars · 2 forks | No one-command install · Source | |
| 1598 | 67.151 | memento-vaultmcp · search | Provides persistent knowledge capture and retrieval for coding agents. Enables searching the vault, storing notes, capturing sessions, and reading… | 12 stars · 2 forks | No one-command install · Source | |
| 1599 | 67.151 | xplusplusai-dynamics365-fo-semanticmcp · search | Semantic search over 50,000+ Dynamics 365 F&O artifacts including tables, forms, classes, and more | 12 stars · 2 forks | No one-command install · Source | |
| 1600 | 67.151 | kylastech-kylas-crmmcp · search | Create, search, and manage leads in Kylas CRM through AI assistants. | 12 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.