Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 60.035 | mdnlookupmcp · search | Enables searching and summarizing MDN Web Docs documentation directly from MCP-compatible clients. Allows developers to quickly retrieve concise… | 6 stars · 3 forks | No one-command install · Source | |
| 1402 | 60.035 | shuck-filemcp · search | Provides AI agents with document conversion to Markdown, intelligently routing small and large files, and enabling targeted extraction via sections… | 6 stars · 3 forks | No one-command install · Source | |
| 1403 | 60.035 | tickernelz-web-searchmcp · search | Provides web search capabilities and content extraction using a two-tier system that escalates from fast DuckDuckGo HTML search to Puppeteer-driven… | 6 stars · 3 forks | No one-command install · Source | |
| 1404 | 60.035 | xueqiu-mcpmcp · search | Enables querying real-time stock data for A-shares, Hong Kong, and US markets, including search, price details, and market indices via natural… | 6 stars · 3 forks | No one-command install · Source | |
| 1405 | 60.035 | berlin-transportmcp · search | Provides direct access to Berlin's public transportation data for searching stops, retrieving real-time departures, and planning optimal routes… | 6 stars · 3 forks | No one-command install · Source | |
| 1406 | 60.035 | aha-mcpmcp · search | Integrates with Aha.io product management platform, enabling offline data synchronization, semantic search, and workflow automation via natural… | 6 stars · 3 forks | No one-command install · Source | |
| 1407 | 60.035 | theyahia-moyskladmcp · search | Integrates with MoySklad for product search, stock reports, orders, and counterparties. | 6 stars · 3 forks | No one-command install · Source | |
| 1408 | 60.262 | it-beard-tavilymcp · search | Integrates Tavily's AI-powered search capabilities to provide web searches with AI-generated summaries and result caching for up-to-date information… | 7 stars · 2 forks | No one-command install · Source | |
| 1409 | 60.262 | riii111-research-multi-api-searchmcp · search | Combines multiple search APIs (Brave Search, Tavily Search, and Wikipedia) to intelligently route queries based on classification, providing web… | 7 stars · 2 forks | No one-command install · Source | |
| 1410 | 60.262 | qdrant-neo4j-crawl4ai-mcp-servermcp · search | Enables autonomous orchestration of vector search, knowledge graph queries, and web crawling through a single MCP interface, providing agentic RAG… | 7 stars · 2 forks | No one-command install · Source | |
| 1411 | 60.262 | wei-hackernewsmcp · search | Integrates with HackerNews Algolia API to provide comprehensive search, trending stories, latest posts, detailed item retrieval with comment trees… | 7 stars · 2 forks | No one-command install · Source | |
| 1412 | 60.262 | danbooru-tag-rag-mcp-servermcp · search | Enables semantic search of Danbooru tags using natural language queries to generate precise prompts for anime-style image generation. | 7 stars · 2 forks | No one-command install · Source | |
| 1413 | 60.262 | aiqbee-aimcp · search | Enables AI assistants to search, create, and manage knowledge graphs in Aiqbee brains for architecture, portfolio, and digital strategy. | 7 stars · 2 forks | No one-command install · Source | |
| 1414 | 60.262 | jettyio-mlcbakerymcp · search | Provides a bridge between AI assistants and machine learning datasets, enabling search, validation, and retrieval of ML Croissant metadata from the… | 7 stars · 2 forks | No one-command install · Source | |
| 1415 | 60.262 | humanpagesmcp · search | Search for and hire humans for real-world tasks via humanpages.ai. | 7 stars · 2 forks | No one-command install · Source | |
| 1416 | 60.262 | nikita-voronoy-arbormcp · search | Token-efficient codebase navigation via tree-sitter with 9 tools for symbol search, dependency analysis, and architecture overviews across 15+… | 7 stars · 2 forks | No one-command install · Source | |
| 1417 | 60.262 | patsa2561-art-mnememcp · search | Memory layer for AI coding assistants that indexes git history and code via MCP. | 7 stars · 2 forks | No one-command install · Source | |
| 1418 | 60.262 | acamolese-google-search-consolemcp · search | Read-only access to Google Search Console performance data, URL inspection, and SEO audit reports. | 7 stars · 2 forks | No one-command install · Source | |
| 1419 | 60.262 | jacquesbh-memexmcp · search | Manages a local knowledge base of technical guides and AI contexts using vector embeddings for semantic search, enabling storage, retrieval, and… | 7 stars · 2 forks | No one-command install · Source | |
| 1420 | 60.262 | ayhammouda-python-docsmcp · search | Local, read-only MCP retrieval over official Python standard library documentation across versions 3.10–3.14. | 7 stars · 2 forks | No one-command install · Source | |
| 1421 | 60.344 | qwang07-duckduckgo-searchmcp · search | Integrates with DuckDuckGo's search engine to enable web searches for up-to-date information retrieval and fact-checking. | 2 stars · 5 forks | No one-command install · Source | |
| 1422 | 60.677 | perplexity-sonar-mcpmcp · search | An MCP server that brings Perplexity's Sonar models with real-time web search capabilities to Claude Desktop and other MCP clients. | 9 stars · 1 fork | No one-command install · Source | |
| 1423 | 60.677 | npmplus-mcpmcp · search | Enables AI-powered JavaScript package management including search, install, update, remove, and security auditing across npm, yarn, and pnpm. | 9 stars · 1 fork | No one-command install · Source | |
| 1424 | 60.677 | kensave-codecortxmcp · search | Provides lightning-fast code analysis with real-time symbol extraction, semantic search, and code outline generation across 15+ programming languages… | 9 stars · 1 fork | No one-command install · Source | |
| 1425 | 60.677 | lightrag-mcp-servermcp · search | Enables AI assistants to manage documents, query knowledge graphs, and perform retrieval-augmented generation using LightRAG with 30 tools and… | 9 stars · 1 fork | No one-command install · Source | |
| 1426 | 60.677 | bpuhnk-klipper-docsmcp · search | Provides searchable access to Klipper 3D printer firmware documentation through automated Git synchronization and full-text search capabilities. | 9 stars · 1 fork | No one-command install · Source | |
| 1427 | 60.677 | gesetzessuchemcp · search | MCP server for accessing and searching German federal law documents from gesetze-im-internet.de. Provides tools to retrieve specific paragraphs… | 9 stars · 1 fork | No one-command install · Source | |
| 1428 | 60.677 | gh-scrypster-mementomcp · search | Persistent AI memory with local-first knowledge graph and hybrid search. | 9 stars · 1 fork | No one-command install · Source | |
| 1429 | 60.677 | pigzyj233-exa-pool-rsmcp · search | Rust implementation wrapping the Exa Pool API for semantic web search, content extraction, and research tasks. | 9 stars · 1 fork | No one-command install · Source | |
| 1430 | 60.677 | rezimcp · search | Connect AI assistants to your Rezi account to read, create, and update resumes and search job listings. | 9 stars · 1 fork | No one-command install · Source | |
| 1431 | 60.677 | aicrafted-searxngmcp · search | Provides web search capabilities by integrating with a self-hosted SearXNG instance. | 9 stars · 1 fork | No one-command install · Source | |
| 1432 | 60.677 | pdf-navigator-mcpmcp · search | Provides PDF reading, text search, navigation, and form filling capabilities through MCP, with cross-platform PDF viewer integration for seamless… | 9 stars · 1 fork | No one-command install · Source | |
| 1433 | 60.677 | aluris-caselibrary-mcpmcp · search | Enables semantic search and retrieval of Chinese judicial cases from the Supreme People's Court case library, supporting natural language queries for… | 9 stars · 1 fork | No one-command install · Source | |
| 1434 | 60.677 | justadityaraj-amazon-inmcp · search | Search Amazon India for cheapest in-stock products, best-value picks, and Keepa price-history links. | 9 stars · 1 fork | No one-command install · Source | |
| 1435 | 60.677 | findandseek-enginemcp · search | A local-first file intelligence engine that indexes documents, code, and email on your machine using on-device models, and exposes that memory to any… | 9 stars · 1 fork | No one-command install · Source | |
| 1436 | 60.677 | tokendiet-mcpmcp · search | Compresses file reads, command output, search hits, and fetched web pages before entering agent context to reduce token usage, using deterministic… | 9 stars · 1 fork | No one-command install · Source | |
| 1437 | 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 | |
| 1438 | 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 | |
| 1439 | 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 | |
| 1440 | 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 |
| 1441 | 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 | |
| 1442 | 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 | |
| 1443 | 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 | |
| 1444 | 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 | |
| 1445 | 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 | |
| 1446 | 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 | |
| 1447 | 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 | |
| 1448 | 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 | |
| 1449 | 61.362 | vulnersmcp · search | Vulnerability database with CVE search, software auditing, and security bulletin retrieval | 6 stars · 4 forks | No one-command install · Source | |
| 1450 | 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 | |
| 1451 | 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 |
| 1452 | 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 | |
| 1453 | 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 | |
| 1454 | 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 | |
| 1455 | 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 | |
| 1456 | 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 | |
| 1457 | 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 | |
| 1458 | 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 | |
| 1459 | 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 | |
| 1460 | 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 | |
| 1461 | 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 | |
| 1462 | 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 | |
| 1463 | 62.046 | medusa-js-documentation-mcp-servermcp · search | Provides AI assistants with instant access to comprehensive Medusa.js v2 documentation, enabling smart search, precise section retrieval, and complete… | 8 stars · 2 forks | No one-command install · Source | |
| 1464 | 62.046 | alexcs24-medusa-docsmcp · search | 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 | |
| 1465 | 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 | |
| 1466 | 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 | |
| 1467 | 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 | |
| 1468 | 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 | |
| 1469 | 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 | |
| 1470 | 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 | |
| 1471 | 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 | |
| 1472 | 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 | |
| 1473 | 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 | |
| 1474 | 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 | |
| 1475 | 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 | |
| 1476 | 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 | |
| 1477 | 62.111 | trondhindenes-code-indexmcp · search | Fast local code search using Zoekt's trigram-based indexing | 7 stars · 3 forks | No one-command install · Source | |
| 1478 | 62.111 | code-index-mcp-servermcp · search | 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 | |
| 1479 | 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 | |
| 1480 | 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 | |
| 1481 | 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 |
| 1482 | 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 | |
| 1483 | 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 | |
| 1484 | 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 | |
| 1485 | 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 | |
| 1486 | 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 | |
| 1487 | 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 | |
| 1488 | 63.155 | simonsysun-seeklinkmcp · search | Semantic search for local Markdown vaults via natural-language queries. | 11 stars · 1 fork | No one-command install · Source | |
| 1489 | 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 | |
| 1490 | 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 | |
| 1491 | 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 | |
| 1492 | 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 | |
| 1493 | 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 | |
| 1494 | 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 | |
| 1495 | 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 | |
| 1496 | 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 | |
| 1497 | 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 | |
| 1498 | 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 | |
| 1499 | 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 | |
| 1500 | 63.694 | montanetech-codeixmcp · search | Fast semantic code search for AI agents. | 9 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.