Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 92.673 | cyanheads-pubmedmcp · search | Enables AI systems to search, retrieve, and analyze biomedical literature from PubMed for evidence-based research, citation generation, and data… | 142 stars · 22 forks | No one-command install · Source | |
| 2202 | 92.701 | taylorwilsdon-quantconnectmcp · search | Integrates with QuantConnect's quantitative finance platform to provide historical data retrieval, statistical analysis, portfolio optimization… | 119 stars · 31 forks | No one-command install · Source | |
| 2203 | 92.785 | video-creator-ffmpegmcp · search | Enables video manipulation through natural language commands, providing functionality for searching, retrieving metadata, cutting clips, and… | 145 stars · 23 forks | No one-command install · Source | |
| 2204 | 92.835 | kaliaboi-zoteromcp · search | Integrates with Zotero to enable listing collections, retrieving item details, searching libraries, and fetching recent papers for research and… | 164 stars · 19 forks | No one-command install · Source | |
| 2205 | 92.842 | gographmcp · search | A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for… | 212 stars · 14 forks | No one-command install · Source | |
| 2206 | 92.847 | mlit-data-platform-mcp-servermcp · search | MCP server for the MLIT Data Platform that enables natural language search and retrieval of Japanese government infrastructure and transport data. | 170 stars · 18 forks | No one-command install · Source | |
| 2207 | 93.001 | pubmed-searchermcp · search | Search, retrieve, and analyze scientific literature from PubMed with capabilities for identifying research trends and generating statistical reports. | 149 stars · 25 forks | No one-command install · Source | |
| 2208 | 93.068 | epistates-turbovaultmcp · search | Transforms Obsidian vaults into intelligent knowledge systems with advanced editing capabilities, full-text search, link graph analysis, and atomic… | 149 stars · 26 forks | No one-command install · Source | |
| 2209 | 93.075 | cicatriiz-healthcare-data-hubmcp · search | Provides healthcare professionals and researchers with access to medical information through specialized tools for FDA drug lookups, PubMed searches… | 127 stars · 36 forks | No one-command install · Source | |
| 2210 | 93.137 | skernelx-mysearch-proxymcp · search | Unified search proxy aggregating Tavily, Firecrawl, and Exa with team-shared backend and token management. | 159 stars · 24 forks | No one-command install · Source | |
| 2211 | 93.238 | mshojaei77-exa-web-searchmcp · search | Integrates with Exa API to enable web search capabilities with filtering options for domains, text requirements, and date ranges, returning… | 143 stars · 31 forks | No one-command install · Source | |
| 2212 | 93.251 | baruchiro-paperless-ngxmcp · search | Enables AI to interact with Paperless-NGX document management systems for organizing, searching, and managing document collections through natural… | 139 stars · 33 forks | No one-command install · Source | |
| 2213 | 93.280 | box-community-boxmcp · search | Integrates with Box API to enable document search, text extraction, content analysis, and structured data retrieval from files and folders within Box… | 101 stars · 47 forks | No one-command install · Source | |
| 2214 | 93.296 | football-docsmcp · search | Searchable football data provider documentation for AI coding agents. Enables agents to look up verified docs on event types, qualifier IDs… | 185 stars · 20 forks | No one-command install · Source | |
| 2215 | 93.307 | vexormcp · search | A semantic search engine for files and code. | 239 stars · 15 forks | No one-command install · Source | |
| 2216 | 93.326 | kujenga-zoteromcp · search | Integrates with Zotero to enable searching libraries, retrieving metadata, and accessing full-text content for scholarly research workflows. | 161 stars · 26 forks | No one-command install · Source | |
| 2217 | 93.328 | livehybrid-splunkmcp · search | Integrates with Splunk Enterprise/Cloud to enable natural language-driven searches, index management, user handling, and KV store operations through a… | 107 stars · 47 forks | No one-command install · Source | |
| 2218 | 93.365 | summarizermcp · search | Provides intelligent summarization capabilities for various types of content. | 166 stars · 25 forks | No one-command install · Source | |
| 2219 | 93.394 | jackkuo666-pubmedmcp · search | Provides a bridge to PubMed for searching, filtering, retrieving, and analyzing medical research articles with tools for keyword searches, metadata… | 129 stars · 46 forks | No one-command install · Source | |
| 2220 | 93.553 | recallcli · search | Full-text search your Claude Code sessions. Run `recall` in terminal, type to search, Enter to resume. Alternative to `claude --resume`. | 197 stars · 21 forks | No one-command install · Source | |
| 2221 | 93.562 | weidwonder-crawl4ai-google-custom-searchmcp · search | Integrates with Google Custom Search Engine to enable automated web crawling, content extraction, and search result parsing for data collection and… | 152 stars · 35 forks | No one-command install · Source | |
| 2222 | 93.606 | meterlong-docx-processormcp · search | Enables creation, editing, and manipulation of Microsoft Word documents with features for text formatting, table management, content search/replace… | 191 stars · 23 forks | No one-command install · Source | |
| 2223 | 93.668 | vasylenko-claude-desktop-extension-bear-notesmcp · search | Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy. | 206 stars · 21 forks | No one-command install · Source | |
| 2224 | 93.706 | bocha-searchmcp · search | Integrates with Bocha, a Chinese search engine, to provide web search capabilities with rich structured data from billions of documents across… | 178 stars · 27 forks | No one-command install · Source | |
| 2225 | 93.752 | adityak74-scholarly-arxivmcp · search | Integrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews. | 186 stars · 26 forks | No one-command install · Source | |
| 2226 | 93.847 | andybrandt-mcp-simple-arxivmcp · search | Search and analyze scientific papers from arXiv. | 199 stars · 25 forks | No one-command install · Source | |
| 2227 | 93.857 | scorzeth-ankimcp · search | Integrates with Anki to enable AI-driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning. | 184 stars · 28 forks | No one-command install · Source | |
| 2228 | 93.925 | jmap-emailmcp · search | Integrates with JMAP-compliant email servers to provide comprehensive email management including search, retrieval, mailbox operations, message… | 176 stars · 32 forks | No one-command install · Source | |
| 2229 | 93.969 | 34892002-bilibili-mcp-jsmcp · search | A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. | 192 stars · 28 forks | No one-command install · Source | |
| 2230 | 94.028 | firstdatamcp · search | Curated knowledge base of global authoritative primary data sources with intelligent search for finding official portals, government data, and… | 182 stars · 32 forks | No one-command install · Source | |
| 2231 | 94.099 | fatwang2-search1api-mcpmcp · search | Execute web searches, news queries, and content extraction. | 173 stars · 38 forks | No one-command install · Source | |
| 2232 | 94.106 | hellokaton-unsplashmcp · search | Integrates with Unsplash to enable keyword-based photo searches with filtering options for color, orientation, and sorting, returning structured image… | 235 stars · 23 forks | No one-command install · Source | |
| 2233 | 94.113 | hanzili-comet-mcpmcp · search | Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring. | 180 stars · 35 forks | No one-command install · Source | |
| 2234 | 94.116 | readingplus-deep-researchmcp · search | Guides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly… | 214 stars · 26 forks | No one-command install · Source | |
| 2235 | 94.283 | meilisearchmcp · search | Integrates Meilisearch's search capabilities for fast, typo-tolerant indexing and querying of documents in AI-powered applications. | 195 stars · 34 forks | No one-command install · Source | |
| 2236 | 94.302 | qpd-v-ragdocsmcp · search | Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access to large document collections. | 136 stars · 60 forks | No one-command install · Source | |
| 2237 | 94.342 | the-momentum-apple-healthmcp · search | Query Apple Health data with natural language using ElasticSearch under the hood. | 259 stars · 23 forks | No one-command install · Source | |
| 2238 | 94.345 | thomasxm-crowdsentinelmcp · search | AI-powered threat hunting and incident response framework for Elasticsearch and OpenSearch with detection rules, EVTX analysis, and PCAP inspection. | 206 stars · 32 forks | No one-command install · Source | |
| 2239 | 94.434 | lawchat-oss-taiwan-legalmcp · search | Searches Taiwan judicial decisions and laws across 11,700+ statutes. | 183 stars · 45 forks | No one-command install · Source | |
| 2240 | 94.448 | foundry-vttmcp · search | Connects Claude Desktop with Foundry Virtual Tabletop game sessions through Socket.IO to provide access to live character sheets, scene data… | 66 stars · 81 forks | No one-command install · Source | |
| 2241 | 94.455 | hannesrudolph-qdrant-docs-ragmcp · search | Real-time documentation context through vector-based search and retrieval via Qdrant. | 265 stars · 24 forks | No one-command install · Source | |
| 2242 | 94.609 | varun369-superlocalmemorymcp · search | Local-first AI memory with knowledge graphs and hybrid search. | 223 stars · 34 forks | No one-command install · Source | |
| 2243 | 94.733 | forgetfulmcp · search | A storage and retrieval MCP server for AI agents using FastMCP, enabling persistent knowledge base with semantic search and automatic linking. | 296 stars · 25 forks | No one-command install · Source | |
| 2244 | 94.885 | sap-docsmcp · search | Provides offline access to SAP documentation and community content with searchable indexes across SAPUI5, CAP, OpenUI5 API documentation, and… | 217 stars · 45 forks | No one-command install · Source | |
| 2245 | 94.933 | overleafmcp · search | Integrates with Overleaf LaTeX projects through Git access to read, analyze, and navigate academic papers and documents with file listing, content… | 261 stars · 33 forks | No one-command install · Source | |
| 2246 | 94.988 | jacck-mcp-reasonermcp · search | Implements beam search and thought evaluation for structured problem-solving, enabling exploration of multiple solution paths in complex reasoning… | 277 stars · 32 forks | No one-command install · Source | |
| 2247 | 94.995 | laurievoss-llamaindex-documentationmcp · search | Provides an interface to LlamaCloud, a managed platform for data parsing, ingestion, retrieval, structured data extraction, and more | 225 stars · 47 forks | No one-command install · Source | |
| 2248 | 94.998 | nailuogg-ankimcp · search | Integrates with Anki flashcard software through AnkiConnect to enable deck management, note creation/modification, and search functionality for spaced… | 251 stars · 37 forks | No one-command install · Source | |
| 2249 | 95.072 | reminia-zendeskmcp · search | Integrates with Zendesk to enable ticket management, comment handling, and Help Center article retrieval for streamlined customer support operations. | 116 stars · 82 forks | No one-command install · Source | |
| 2250 | 95.108 | glommer-codemoggermcp · search | Code indexing library with tree-sitter parsing and semantic search via embedding-based similarity. | 340 stars · 27 forks | No one-command install · Source | |
| 2251 | 95.138 | lyonzin-knowledge-ragmcp · search | Local knowledge retrieval system that combines semantic search with keyword-based routing for document analysis across security, development, and… | 265 stars · 38 forks | No one-command install · Source | |
| 2252 | 95.144 | aipol-labsmcp · search | Allow dynamic search and execute any tools available on ACI.dev. | 253 stars · 41 forks | No one-command install · Source | |
| 2253 | 95.278 | dainfernalcoder-perplexity-research-assistantmcp · search | Integrates with Perplexity Sonar Pro API to provide real-time research assistance for developers, enabling efficient documentation retrieval, API… | 295 stars · 37 forks | No one-command install · Source | |
| 2254 | 95.343 | ozamatash-open-deep-researchmcp · search | Performs iterative, deep research on any topic by combining search engines, web scraping, and large language models to generate comprehensive markdown… | 323 stars · 33 forks | No one-command install · Source | |
| 2255 | 95.387 | yoshiko-pg-o3-searchmcp · search | Provides web search capabilities using OpenAI's o3 model with configurable reasoning effort levels for finding current information and solving complex… | 288 stars · 42 forks | No one-command install · Source | |
| 2256 | 95.410 | unmuktoai-wazuhmcp · search | Integrates with Wazuh security platform to provide real-time security alerts and event data from Elasticsearch indices for security operations and… | 241 stars · 64 forks | No one-command install · Source | |
| 2257 | 95.455 | kindly-web-search-mcp-servermcp · search | Provides web search and content retrieval optimized for AI coding assistants, returning full conversations and structured content from StackOverflow… | 380 stars · 30 forks | No one-command install · Source | |
| 2258 | 95.459 | contextweavermcp · search | A semantic code retrieval engine for AI agents that enables hybrid search, graph expansion, and token-aware context packing, integrating with MCP to… | 296 stars · 42 forks | No one-command install · Source | |
| 2259 | 95.517 | tw-legal-ragmcp · search | Semantic and exact retrieval over 22M Taiwan court judgments with built-in citation guardrails — bundles carry a read-whitelist so downstream models… | 304 stars · 41 forks | No one-command install · Source | |
| 2260 | 95.522 | nloui-paperless-ngxmcp · search | Integrates with Paperless-NGX API to provide document management operations including listing, searching, editing, and uploading for efficient… | 236 stars · 80 forks | No one-command install · Source | |
| 2261 | 95.601 | rudra-ravi-wikipediamcp · search | Provides a bridge to Wikipedia's knowledge base, enabling search, retrieval, and analysis of articles through the Wikipedia API for research and… | 291 stars · 52 forks | No one-command install · Source | |
| 2262 | 95.650 | ast-grepmcp · search | Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis… | 468 stars · 28 forks | No one-command install · Source | |
| 2263 | 95.657 | jsonallen-perplexitymcp · search | Integrates with Perplexity AI API to enable web search capabilities for retrieving up-to-date information across domains. | 308 stars · 46 forks | No one-command install · Source | |
| 2264 | 95.698 | opensearch-mcp-server-pymcp · search | MCP server for OpenSearch that enables AI assistants to interact with OpenSearch clusters through a standardized interface for search, index… | 147 stars · 103 forks | No one-command install · Source | |
| 2265 | 95.733 | mamertofabian-mcp-everything-searchmcp · search | Fast Windows file search using Everything SDK | 364 stars · 39 forks | No one-command install · Source | |
| 2266 | 95.742 | newtype-01-obsidianmcp · search | Bridges Claude with Obsidian note-taking application, enabling direct interaction with markdown notes through tools for listing, reading, creating… | 312 stars · 49 forks | No one-command install · Source | |
| 2267 | 95.756 | mapboxmcp · search | Geospatial intelligence with geocoding, POI search, routing, and isochrones | 353 stars · 41 forks | No one-command install · Source | |
| 2268 | 95.759 | yeuxuan-ace-codebase-indexermcp · search | Codebase indexing and semantic search with file traversal, gitignore support, and real-time monitoring | 360 stars · 40 forks | No one-command install · Source | |
| 2269 | 95.814 | marmotmcp · search | Open-source data catalog with asset search, lineage exploration, and ownership tracking. | 607 stars · 26 forks | No one-command install · Source | |
| 2270 | 95.935 | mzxrai-web-researchmcp · search | Research topics using Google search and web scraping. | 298 stars · 72 forks | No one-command install · Source | |
| 2271 | 95.948 | spences10-omnisearchmcp · search | Unifies search and content processing by dynamically selecting optimal providers like Tavily, Brave, and Perplexity to enable flexible information… | 347 stars · 53 forks | No one-command install · Source | |
| 2272 | 95.958 | alfanousmcp · search | Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support. | 288 stars · 89 forks | No one-command install · Source | |
| 2273 | 95.988 | neuledge-contextmcp · search | Local-first documentation retrieval for coding agents with a community-driven registry of pre-built packages for popular libraries. | 388 stars · 45 forks | No one-command install · Source | |
| 2274 | 96.002 | apple-developer-documentationmcp · search | Provides seamless access to Apple Developer Documentation with smart search capabilities and wildcard pattern support for iOS, macOS, SwiftUI, and… | 632 stars · 28 forks | No one-command install · Source | |
| 2275 | 96.003 | pageindexmcp · search | Reasoning-based RAG system for analyzing long PDF documents | 383 stars · 47 forks | No one-command install · Source | |
| 2276 | 96.069 | graphlitmcp · search | Integrates with the Graphlit platform to enable natural language processing tasks and data retrieval from the Graphlit ecosystem. | 379 stars · 53 forks | No one-command install · Source | |
| 2277 | 96.110 | ferdousbhai-investor-agentmcp · search | Provides real-time financial analysis tools leveraging market data from yfinance and CNN's Fear & Greed Index for investment research, portfolio… | 345 stars · 65 forks | No one-command install · Source | |
| 2278 | 96.181 | assafelovic-gpt-researchermcp · search | Enables real-time web research, information gathering, and report generation with tools for conducting deep research, quick searches, and… | 368 stars · 63 forks | No one-command install · Source | |
| 2279 | 96.188 | hechtcarmel-jetbrains-index-mcp-pluginmcp · search | A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename… | 348 stars · 69 forks | No one-command install · Source | |
| 2280 | 96.199 | muvon-octocodemcp · search | AI-powered code indexer with semantic search and knowledge graphs. | 462 stars · 44 forks | No one-command install · Source | |
| 2281 | 96.257 | legal-data-huntermcp · search | Searches 18M+ legal documents worldwide including case law, legislation, and doctrine across 110+ countries. | 359 stars · 70 forks | No one-command install · Source | |
| 2282 | 96.294 | shinpr-local-ragmcp · search | Local RAG for semantic document search without external API calls. | 378 stars · 69 forks | No one-command install · Source | |
| 2283 | 96.335 | semantic-notes-vault-mcpmcp · search | Connects AI assistants to an Obsidian vault as a semantic knowledge graph, enabling graph navigation, semantic search, and content operations through… | 457 stars · 52 forks | No one-command install · Source | |
| 2284 | 96.340 | ai-elara-code-context-enginemcp · search | Indexes codebases for AI semantic search, reducing token usage by up to 94% versus file re-reading. | 408 stars · 62 forks | No one-command install · Source | |
| 2285 | 96.372 | kagisearch-kagimcp · search | Integrates Kagi's advanced search capabilities into workflows, enabling high-quality, privacy-focused web information retrieval for informed… | 503 stars · 46 forks | No one-command install · Source | |
| 2286 | 96.409 | ggozad-haiku-ragmcp · search | Agentic RAG system powered by LanceDB, Pydantic AI, and Docling | 587 stars · 41 forks | No one-command install · Source | |
| 2287 | 96.456 | k-dense-ai-claude-skillsmcp · search | Enables semantic search and retrieval of specialized coding skills from GitHub repositories and local directories, using vector similarity to match… | 402 stars · 73 forks | No one-command install · Source | |
| 2288 | 96.487 | juehang-vscodemcp · search | Exposes VS Code's filesystem, editing capabilities, symbol search, diagnostics, and terminal access as tools for AI-assisted coding tasks directly… | 394 stars · 81 forks | No one-command install · Source | |
| 2289 | 96.569 | opensearchmcp · search | Central documentation hub for the OpenSearch project providing comprehensive artifact listings, community resources, event calendars, and project… | 56 stars · 548 forks | No one-command install · Source | |
| 2290 | 96.614 | cablate-google-mapmcp · search | Integrates with Google Maps API to enable location-based operations like place searching, geocoding, and geographical information retrieval within… | 439 stars · 81 forks | No one-command install · Source | |
| 2291 | 96.646 | elsejj-cn-a-stockmcp · search | Provides specialized stock market data retrieval for Chinese markets, enabling detailed stock information access across brief, medium, and full depth… | 462 stars · 75 forks | No one-command install · Source | |
| 2292 | 96.797 | aovestdipaperino-tokensavemcp · search | Builds semantic code knowledge graphs from codebases in 15+ languages, giving AI agents pre-indexed symbol relationships and call graphs through 37… | 610 stars · 61 forks | No one-command install · Source | |
| 2293 | 96.840 | samvallad33-vestigemcp · search | Biologically-inspired memory system that implements spaced repetition, dual-strength modeling, and forgetting curves to provide local-first memory… | 615 stars · 63 forks | No one-command install · Source | |
| 2294 | 96.917 | yahoo-finance-mcp-2mcp · search | Enables retrieval of comprehensive financial data from Yahoo Finance, including stock prices, company info, financial statements, options, and news… | 346 stars · 158 forks | No one-command install · Source | |
| 2295 | 96.986 | mineru-document-explorermcp · search | Enables AI agents to search, deep-read, and build knowledge bases from Markdown, PDF, DOCX, and PPTX documents via MCP tools for retrieval, document… | 628 stars · 72 forks | No one-command install · Source | |
| 2296 | 97.004 | zinja-coder-apktoolmcp · search | Provides a bridge to the APKTool utility for analyzing and modifying Android applications, enabling decoding, editing, searching, rebuilding, and… | 658 stars · 67 forks | No one-command install · Source | |
| 2297 | 97.010 | vshulcz-deja-vumcp · search | Indexes the session histories Claude Code, Codex CLI and opencode already write into a local searchable memory. MCP recall tools, session-start… | 755 stars · 60 forks | No one-command install · Source | |
| 2298 | 97.083 | ivnvxd-odoomcp · search | Connects to Odoo ERP systems via XML-RPC to enable searching, reading, creating, updating, and deleting business records with smart field optimization… | 381 stars · 173 forks | No one-command install · Source | |
| 2299 | 97.104 | openbnb-airbnbmcp · search | Integrates with Airbnb to enable vacation rental search and detailed property information retrieval without requiring API keys | 544 stars · 125 forks | No one-command install · Source | |
| 2300 | 97.238 | 24mlight-a-share-financial-datamcp · search | Provides financial data tools for Chinese stock market analysis through the Baostock API, enabling retrieval of historical prices, financial reports… | 646 stars · 111 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.