Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 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 | |
| 802 | 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 | |
| 802 | 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 | |
| 802 | 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 | |
| 805 | 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 |
| 806 | 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 | |
| 806 | 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 | |
| 806 | 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 | |
| 806 | 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 | |
| 806 | 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 | |
| 811 | 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 |
| 812 | 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 | |
| 812 | 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 | |
| 814 | 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 |
| 815 | 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 | |
| 815 | 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 | |
| 815 | 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 | |
| 815 | 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 | |
| 819 | 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 | |
| 820 | 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 | |
| 820 | 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 | |
| 822 | 63.942 | libragenmcp · search | Build searchable documentation libraries that ground AI assistants in accurate information | 21 stars | No one-command install · Source | |
| 823 | 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 | |
| 823 | 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 | |
| 823 | 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 | |
| 823 | 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 | |
| 823 | 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 | |
| 823 | 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 | |
| 823 | 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 | |
| 823 | 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 | |
| 831 | 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 | |
| 831 | 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 | |
| 831 | 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 | |
| 831 | 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 | |
| 831 | 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 | |
| 831 | 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 | |
| 831 | 63.694 | montanetech-codeixmcp · search | Fast semantic code search for AI agents. | 9 stars · 2 forks | No one-command install · Source | |
| 831 | 63.694 | rryan-tiddlywikimcp · search | Integrates with TiddlyWiki instances to enable reading, writing, searching, and managing tiddlers for wiki management and documentation tasks. | 9 stars · 2 forks | No one-command install · Source | |
| 831 | 63.694 | mkdocs-mcpmcp · search | Enables interaction with MkDocs documentation through the MCP protocol, allowing AI assistants to read, search, and retrieve documentation content… | 9 stars · 2 forks | No one-command install · Source | |
| 831 | 63.694 | mcpjam-specmcp · search | Provides searchable access to the complete MCP specification document using fuzzy search capabilities, enabling quick retrieval of protocol details… | 9 stars · 2 forks | No one-command install · Source | |
| 831 | 63.694 | visheshd-docmcpmcp · search | Self-hosted documentation management system that crawls, processes, and enables semantic search across technical documentation for up-to-date access… | 9 stars · 2 forks | No one-command install · Source | |
| 831 | 63.694 | arborist-claudehoppermcp · search | Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through… | 9 stars · 2 forks | No one-command install · Source | |
| 843 | 63.439 | gh-tejzpr-smritimcp · search | Graph-based AI memory system using EcphoryRAG retrieval and Leiden clustering for persistent, human-like memory recall. | 7 stars · 4 forks | No one-command install · Source | |
| 843 | 63.439 | disco-trooper-apple-notes-mcpmcp · search | Apple Notes MCP with semantic search, hybrid vector+keyword search, full CRUD operations, and incremental indexing. Uses JXA for native macOS… | 7 stars · 4 forks | No one-command install · Source | |
| 843 | 63.439 | 90barricade93-msfs-sdkmcp · search | Provides TypeScript-based access to Microsoft Flight Simulator SDK documentation through web scraping and natural language processing, enabling flight… | 7 stars · 4 forks | No one-command install · Source | |
| 843 | 63.439 | myuon-refactormcp · search | Provides regex-based code refactoring capabilities for bulk search-and-replace operations across file systems with pattern matching, context… | 7 stars · 4 forks | No one-command install · Source | |
| 843 | 63.439 | huanongfish-arxivmcp · search | Integrates with arXiv to enable flexible paper search, PDF downloading, and text extraction for literature review, research trend analysis, and… | 7 stars · 4 forks | No one-command install · Source | |
| 848 | 63.155 | talknerdytome-labs-google-ads-transparencymcp · search | Integrates with Google's Ads Transparency Center to retrieve and analyze companies' currently running advertisements, enabling competitive… | 11 stars · 1 fork | No one-command install · Source | |
| 848 | 63.155 | simonsysun-seeklinkmcp · search | Semantic search for local Markdown vaults via natural-language queries. | 11 stars · 1 fork | No one-command install · Source | |
| 848 | 63.155 | haseebkhalid1507-velociragmcp · search | Lightning-fast RAG engine with four-layer retrieval fusion powered by ONNX Runtime for sub-200ms search without PyTorch. | 11 stars · 1 fork | No one-command install · Source | |
| 848 | 63.155 | vvkmnn-claude-praetorianmcp · search | Aggressive context compaction for long-running development sessions, enabling 90%+ token savings through structured snapshots with intelligent merging… | 11 stars · 1 fork | No one-command install · Source | |
| 848 | 63.155 | raintear94-code-searchmcp · search | Java-focused code exploration toolkit with batch processing and structural parsing | 11 stars · 1 fork | No one-command install · Source | |
| 848 | 63.155 | miiton-meilisearch-hybrid-searchmcp · search | Bridges Claude with Meilisearch's hybrid search capabilities, enabling adjustable semantic-to-keyword ratio searches with customizable document… | 11 stars · 1 fork | No one-command install · Source | |
| 854 | 63.107 | israel-real-estate-mcpmcp · search | MCP server for querying Israeli government real estate data, enabling property deal searches, market trend analysis, and address retrieval. | 4 stars · 5 forks | No one-command install · Source | |
| 854 | 63.107 | tedlikeskix-xrp-ledgermcp · search | Integrates with the XRP Ledger blockchain to enable account management, transaction submission, and ledger data retrieval for XRP-related operations. | 4 stars · 5 forks | No one-command install · Source | |
| 856 | 62.585 | geppetto-robot-directorymcp · search | Query the world's robot directory - 812 robots across 30 categories and 319 brands. Tools: search_robots (by category, brand, price, use case)… | 4,913 installs | No commit datelisted | No one-command install · Source |
| 857 | 62.111 | jkawamoto-florence2mcp · search | Integrates with Florence-2 to enable advanced image analysis and manipulation tasks like visual question answering, image captioning, and… | 7 stars · 3 forks | No one-command install · Source | |
| 857 | 62.111 | yumeiriowl-repo-graphragmcp · search | Uses LightRAG and Tree-sitter to build a repository knowledge graph from code and docs, for Q&A and implementation planning. | 7 stars · 3 forks | No one-command install · Source | |
| 857 | 62.111 | code-index-mcp-servermcp · searchalso listed as trondhindenes-code-index | An MCP server for fast local source code searching using Zoekt, enabling regex and substring queries across indexed directories. | 7 stars · 3 forks | No one-command install · Source | |
| 857 | 62.111 | evlon-zentaomcp · search | Integrates with ZenTao project management systems for bug tracking, project information retrieval, and workflow automation | 7 stars · 3 forks | No one-command install · Source | |
| 857 | 62.111 | keyfactor-research-commandmcp · search | Integrates with Keyfactor Command PKI platform to enable certificate enrollment, revocation, and search operations while combining Risk Intelligence… | 7 stars · 3 forks | No one-command install · Source | |
| 857 | 62.111 | olaxbt-solana-vaultmcp · search | Enables secure Solana blockchain operations including balance checking, SOL transfers, transaction history retrieval, and token queries without… | 7 stars · 3 forks | No one-command install · Source | |
| 857 | 62.111 | anki-mcpmcp · search | Enables intelligent Anki vocabulary management with automatic TTS audio generation, batch card creation, and advanced search and analysis. | 7 stars · 3 forks | No one-command install · Source | |
| 865 | 62.046 | dhamma-seeker-tripitakamcp · search | Search and cite the full Pāli Canon across 444,000 segments with hybrid keyword and semantic search. | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | digilac-simapmcp · search | Access Swiss public procurement data from SIMAP.ch for tender search and analysis. | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | simple-memory-mcpmcp · search | Provides AI assistants with persistent memory across sessions using local SQLite and keyword search, allowing storage and retrieval of user… | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | anton-prosterity-documentation-searchmcp · search | Provides direct access to technical documentation across 40+ popular frameworks and libraries including Python, React, FastAPI, and AWS with… | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | bjesus-begagnadmcp · search | Provides search capabilities across Sweden's largest second-hand marketplaces, Blocket and Tradera, enabling unified access to classified listings… | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | hive-memorymcp · search | Provides AI coding agents with persistent, graph-connected memory across projects, enabling cross-project context retrieval via synaptic connections… | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | di5rupt0r-codebase-ragmcp · search | Self-hosted semantic code search over local codebases using ChromaDB and sentence-transformer embeddings with hybrid keyword reranking. | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | kynlos-obsidianmcp · search | Integrates with Obsidian vaults to save coding conversations, code snippets, and knowledge notes with automatic cross-referencing, full-text search… | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | alexcs24-medusa-docsmcp · searchalso listed as medusa-js-documentation-mcp-server | Provides local Medusa.js documentation access through fuzzy search capabilities, enabling semantic text matching, section retrieval by title or path… | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | traves-theberge-hackernewsmcp · search | Integrates with HackerNews through the Firebase API to search stories, analyze user profiles, track trending topics, and examine comment discussions… | 8 stars · 2 forks | No one-command install · Source | |
| 865 | 62.046 | javaprogrammerlb-unsplashmcp · search | Integrates with Unsplash's photo library to enable image search and retrieval with customizable parameters including search terms, pagination… | 8 stars · 2 forks | No one-command install · Source | |
| 877 | 62.026 | buywheremcp · search | Search millions of products across global platforms with AI-powered price comparison and deal discovery. | 10 stars · 1 fork | No one-command install · Source | |
| 877 | 62.026 | whw23-searxngmcp · search | Wraps SearXNG with HTTP and stdio transports, offering web search across 200+ engines with autocomplete and engine discovery tools. | 10 stars · 1 fork | No one-command install · Source | |
| 877 | 62.026 | sweir1-obsidian-brainmcp · search | Obsidian vault search, knowledge graph, and editing via MCP — no plugin required. | 10 stars · 1 fork | No one-command install · Source | |
| 877 | 62.026 | leonardoca1-aesthetics-wiki-mcpmcp · search | Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the [Aesthetics… | 10 stars · 1 fork | armory install leonardoca1-aesthetics-wiki-mcp --cli claude | |
| 877 | 62.026 | google-keep-mcpmcp · search | Enables AI-powered management of Google Keep notes, including search, create, update, delete, archive, and label operations. | 10 stars · 1 fork | No one-command install · Source | |
| 877 | 62.026 | limpsmcp · search | Local document and planning layer that provides plan management, full-text search, and task lifecycle tracking across any folder. | 10 stars · 1 fork | No one-command install · Source | |
| 877 | 62.026 | wordpress-mcpmcp · search | Enables WordPress content management via the Model Context Protocol, allowing creation, update, search, and retrieval of posts, as well as fetching… | 10 stars · 1 fork | No one-command install · Source | |
| 877 | 62.026 | wikipedia-mcp-image-crawlermcp · search | Enables searching and retrieving images from Wikipedia Commons with detailed metadata including licenses and authors. | 10 stars · 1 fork | No one-command install · Source | |
| 885 | 61.891 | kpsunil97-devrevmcp · search | Integrates with DevRev APIs to enable search and retrieval of DevRev data for automated issue tracking, customer support analysis, and data-driven… | 3 stars · 5 forks | No one-command install · Source | |
| 886 | 61.768 | atom-pricing-intelligencemcp · search | ATOM is the Global Price Benchmark for AI Inference, delivered as a native tool for AI agents. Query live pricing across the inference market through… | 4,780 installs | No commit datelisted | No one-command install · Source |
| 887 | 61.362 | anvanster-memrlmcp · search | Memory-augmented reinforcement learning system that captures coding sessions as episodes, learns from successful problem-solving patterns, and… | 6 stars · 4 forks | No one-command install · Source | |
| 887 | 61.362 | vulnersmcp · search | Vulnerability database with CVE search, software auditing, and security bulletin retrieval | 6 stars · 4 forks | No one-command install · Source | |
| 887 | 61.362 | nguyenvanduocit-confluencemcp · search | Provides a robust bridge to the Atlassian Confluence API, enabling search, retrieval, creation, and update of Confluence pages with full-text search… | 6 stars · 4 forks | No one-command install · Source | |
| 887 | 61.362 | matthewbergvinson-fathommcp · search | Integrates with Fathom.video to provide access to meeting transcripts, summaries, and action items with search capabilities by participants or date… | 6 stars · 4 forks | No one-command install · Source | |
| 887 | 61.362 | splinesreticulating-liquidsoapmcp · search | Integrates with LiquidSoap 2.4.0 documentation to provide function search, code examples for streaming tasks, script validation for deprecated… | 6 stars · 4 forks | No one-command install · Source | |
| 887 | 61.362 | cognitive-stack-search-stock-newsmcp · search | Provides a specialized tool for retrieving stock-related news using the Tavily API, enabling financial searches by stock symbol and company name with… | 6 stars · 4 forks | No one-command install · Source | |
| 887 | 61.362 | hypernym-semantic-analysismcp · search | Provides semantic text analysis and compression tools for advanced content processing, enabling summarization, search optimization, and efficient… | 6 stars · 4 forks | No one-command install · Source | |
| 887 | 61.362 | vinayak-mehta-linearmcp · search | Integrates with Linear's issue tracking platform, enabling creation, updating, and searching of issues, retrieval of assigned tasks, and comment… | 6 stars · 4 forks | No one-command install · Source | |
| 895 | 61.350 | ai-promo-videomcp · search | Enables AI agents to produce professional promo videos by providing tools for capture, media search, scene writing, rendering, editing, and… | 16 stars | No one-command install · Source | |
| 896 | 60.684 | idealomcp · search | Search and compare product prices across 6 European markets with access to price history, shop offers, and 30-day price trends. | 15 stars | No one-command install · Source | |
| 896 | 60.684 | aaronsb-confluence-cloudmcp · search | Integrates with Atlassian Confluence Cloud, enabling space management, page operations, content searching, and label handling for enhanced… | 15 stars | No commit datelisted | No one-command install · Source |
| 898 | 60.677 | cfabric-mcpmcp · search | Enables AI agents to perform corpus analysis tasks such as discovery, search, and data access via the Model Context Protocol. | 9 stars · 1 fork | No one-command install · Source | |
| 898 | 60.677 | lynx-mcpmcp · search | A 100% local MCP server for semantic and lexical search over your code, library docs, and PDFs, featuring hybrid BM25 and dense retrieval, syntax… | 9 stars · 1 fork | No one-command install · Source | |
| 898 | 60.677 | slov-lex-mcp-servermcp · search | Enables AI assistants to access and search Slovak legal regulations from Slov-Lex.sk, including retrieving full law texts, paragraphs, and recent… | 9 stars · 1 fork | 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.