Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2301 | 97.252 | cyanheads-obsidianmcp · search | Enables interaction with Obsidian vaults for file operations, content search, and metadata management, facilitating note-taking and knowledge base… | 674 stars · 102 forks | No one-command install · Source | |
| 2302 | 97.367 | mnemox-ai-idea-reality-checkmcp · search | Prevents redundant development by searching GitHub, Hacker News, npm, PyPI, and Product Hunt to assess project similarity and provide reality scores… | 822 stars · 88 forks | No one-command install · Source | |
| 2303 | 97.423 | jakedismo-codegraph-rustmcp · search | Provides high-performance code intelligence and semantic search capabilities through RocksDB graph storage, FAISS vector indexing, and tree-sitter AST… | 873 stars · 87 forks | No one-command install · Source | |
| 2304 | 97.451 | elastic-elasticsearchmcp · search | Enables natural language interaction with Elasticsearch clusters for listing indices, inspecting field mappings, and executing Query DSL searches with… | 709 stars · 148 forks | No one-command install · Source | |
| 2305 | 97.464 | zinja-coder-jadxmcp · search | Integrates with JADX-GUI to enable reverse engineering of Java and Android applications through decompiled code analysis, method searching, and access… | 766 stars · 127 forks | No one-command install · Source | |
| 2306 | 97.466 | qy527145-acemcpmcp · search | Indexes codebases with automatic incremental updates and provides semantic search to find relevant code snippets with file paths and line numbers. | 806 stars · 112 forks | No one-command install · Source | |
| 2307 | 97.512 | harshkedia177-axonmcp · search | Builds knowledge graphs from source code repositories with multi-language parsing, hybrid search, community detection, and interactive visualization. | 807 stars · 123 forks | No one-command install · Source | |
| 2308 | 97.531 | refmcp · search | Integrates with Ref.tools documentation search service to provide curated technical documentation access, web search fallback, and URL-to-markdown… | 1,165 stars · 69 forks | No one-command install · Source | |
| 2309 | 97.632 | coleam00-mem0mcp · search | Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers… | 681 stars · 237 forks | No one-command install · Source | |
| 2310 | 97.679 | mibayy-token-saviormcp · search | Structural codebase indexing with surgical query tools that reduce token consumption by answering code navigation, dependency, and impact analysis… | 1,137 stars · 96 forks | No one-command install · Source | |
| 2311 | 97.702 | johnhuang-code-indexermcp · search | Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across multiple programming languages… | 1,005 stars · 121 forks | No one-command install · Source | |
| 2312 | 97.900 | yargimcp · search | Integrates with Turkish legal databases to provide unified search and retrieval of court decisions from Yargitay, Danistay, Constitutional Court, and… | 1,110 stars · 173 forks | No one-command install · Source | |
| 2313 | 97.921 | ihor-sokoliuk-searxngmcp · search | Integrates SearXNG API to enable web searches with pagination control for up-to-date information retrieval and content analysis. | 1,188 stars · 154 forks | No one-command install · Source | |
| 2314 | 97.935 | proximamcp · search | A local AI gateway that connects multiple AI providers (ChatGPT, Claude, Gemini, Perplexity) to your development environment via MCP tools, enabling… | 1,170 stars · 163 forks | No one-command install · Source | |
| 2315 | 97.993 | apecloud-aperagmcp · search | Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for… | 1,318 stars · 147 forks | No one-command install · Source | |
| 2316 | 98.037 | steipete-claude-codemcp · search | Provides a streamlined interface for executing complex coding tasks including file operations, Git commands, and web searches without permission… | 1,313 stars · 173 forks | No one-command install · Source | |
| 2317 | 98.076 | gortexmcp · search | High-performance code graph and code intelligence engine. Index code base into knowledge graph, supports 257 languages and native multi repositories… | 1,516 stars · 144 forks | No one-command install · Source | |
| 2318 | 98.109 | obsidian-mcpvaultmcp · search | Use to let an agent read and write an Obsidian vault (search notes, follow wikilinks, and update frontmatter) so a markdown knowledge graph becomes a… | 1,674 stars · 128 forks | No one-command install · Source | |
| 2319 | 98.135 | can4hou6joeng4-boss-agent-climcp · search | BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume… | 1,638 stars · 143 forks | No one-command install · Source | |
| 2320 | 98.141 | nickclyde-duckduckgo-searchmcp · search | Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large language model… | 1,446 stars · 186 forks | No one-command install · Source | |
| 2321 | 98.210 | boostedtravelmcp · search | Flight search and booking for AI agents across 400+ airlines. | 1,965 stars · 132 forks | No one-command install · Source | |
| 2322 | 98.272 | openwebsearchmcp · search | Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, Github, Juejin, and CSDN. | 1,774 stars · 186 forks | No one-command install · Source | |
| 2323 | 98.319 | tooluniversemcp · search | Provides scientific tools for AI scientists spanning life science, research, literature search, drug discovery, and more. | 1,668 stars · 254 forks | No one-command install · Source | |
| 2324 | 98.339 | 6551team-opennewsmcp · search | Provides real-time crypto news search, AI sentiment analysis, and trading signals from 72+ data sources. | 2,129 stars · 162 forks | No one-command install · Source | |
| 2325 | 98.437 | dicklesworthstone-agent-mailmcp · search | Coordinates multiple agents through structured messaging, exclusive file path claims, and persistent Git-based project archives with full-text search… | 2,121 stars · 225 forks | No one-command install · Source | |
| 2326 | 98.440 | doobidoo-mcp-memory-servicemcp · search | Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation | 1,920 stars · 294 forks | No one-command install · Source | |
| 2327 | 98.542 | cocoindex-codecli · search | embedded code search engine CLI -AST based that just works - improves speed and efficiency for coding agent | 2,721 stars · 224 forks | No one-command install · Source | |
| 2328 | 98.620 | perplexitymcp · search | Connector for the Perplexity API, to enable web search without leaving the MCP ecosystem. | 2,495 stars · 369 forks | No one-command install · Source | |
| 2329 | 98.628 | brightdata-web-scrapingmcp · search | Integrates with Bright Data's web scraping infrastructure to provide real-time access to public web data through specialized tools for search engine… | 2,657 stars · 329 forks | No one-command install · Source | |
| 2330 | 98.652 | coleam00-crawl4ai-ragmcp · search | Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic searching over crawled… | 2,246 stars · 579 forks | No one-command install · Source | |
| 2331 | 98.672 | dhravya-apple-native-toolsmcp · search | Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ecosystem. | 3,130 stars · 287 forks | No one-command install · Source | |
| 2332 | 98.777 | giancarloerra-socraticodemcp · search | Local codebase indexing, semantic search, and code dependency graphs. | 3,278 stars · 417 forks | No one-command install · Source | |
| 2333 | 98.906 | wigolomcp · search | Provides local-first web intelligence over MCP with tools for search, fetch, crawl, extract, cache, find-similar, research, and autonomous agent… | 4,834 stars · 363 forks | No one-command install · Source | |
| 2334 | 98.923 | zoteromcp · search | Enables direct interaction with Zotero reference management libraries for searching literature, retrieving metadata and full-text content, managing… | 4,865 stars · 387 forks | No one-command install · Source | |
| 2335 | 99.127 | search-1mcp · search | Search Airweave collections with natural language queries. | 6,563 stars · 818 forks | No one-command install · Source | |
| 2336 | 99.171 | lharries-whatsapp-bridgemcp · search | Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while keeping all data stored… | 6,218 stars · 1,284 forks | No one-command install · Source | |
| 2337 | 99.421 | ragaseval · search | Reference-free evaluation of retrieval-augmented generation pipelines; measures faithfulness, answer relevance, and context precision. | 15,853 stars · 1,727 forks · 1 mention · failed install test | No one-command install · Source | |
| 2338 | 99.474 | dzhng-deep-researchcli · searchContributed by Sentinel | An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and large language… | 19,626 stars · 1,995 forks · 7 mentions | No one-command install · Source | |
| 2339 | 99.594 | tobi-qmdcli · searchContributed by Sentinel | mini cli search engine for your docs, knowledge bases, meeting notes, whatever. Tracking current sota approaches while being all local | 30,060 stars · 1,877 forks · 10 mentions | No one-command install · Source | |
| 2340 | 99.686 | microsoft-graphragmemory · searchContributed by Sentinel | A modular graph-based Retrieval-Augmented Generation (RAG) system | 35,783 stars · 3,754 forks · 3 mentions | No one-command install · Source | |
| 2341 | 99.742 | tavily-searchmcp · search | Integrates with Tavily API to provide real-time web search and content extraction capabilities for research, aggregation, and fact-checking tasks. | 2,366 stars · 291 forks · passed install test | No one-command install · Source | |
| 2342 | 99.811 | codegraphmcp · search | Supercharges AI coding agents with a pre-indexed semantic code graph, enabling instant symbol relationships, impact analysis, and context retrieval… | 72,120 stars · 4,628 forks | No one-command install · Source | |
| 2343 | 99.822 | examcp · search | Query Exa API to retrieve structured search results. | 4,952 stars · 378 forks · passed install test | No one-command install · Source | |
| 2344 | 99.936 | firecrawl-firecrawlcli · searchContributed by Sentinel | The context API to search, scrape, and interact with the web at scale. 🔥 | 175,403 stars · 9,623 forks · 7 mentions | No one-command install · Source | |
| 2345 | Unranked | foundrole-mcpmcp · search | Enables AI assistants to search live jobs, view full details, save and track applications in a Kanban board, set follow-up reminders, and subscribe to… | No signals yet | No one-command install · Source | |
| 2346 | Unranked | grammar-kb-mcpmcp · search | Enables querying a structured knowledge base of grammar points extracted from PDF textbooks, with full-text search, lecture and knowledge point… | No signals yet | No one-command install · Source | |
| 2347 | Unranked | mcp-frinkiacmcp · search | Search and caption Simpsons screencaps from Frinkiac and Morbotron. | No signals yet | No one-command install · Source | |
| 2348 | Unranked | orbitmcp · search | Enables agents to capture and manage notes, tasks, events, and links in a private, file-first workspace, with tools for viewing today's agenda and… | No signals yet | No one-command install · Source | |
| 2349 | Unranked | everquest-legends-mcpmcp · search | Read-only Model Context Protocol server for EverQuest Legends public sources, enabling wiki search, news retrieval, and media access without… | No signals yet | No one-command install · Source | |
| 2350 | Unranked | rightcard-mcpmcp · search | Enables agents to recommend the best credit card for a given store or category, look up merchant coding, search cards, and inspect rotating bonus… | No signals yet | No one-command install · Source | |
| 2351 | Unranked | mcp-alignment-forum-servermcp · search | Enables semantic search and retrieval of AI alignment articles from Alignment Forum and LessWrong, allowing users to explore research and discover… | No signals yet | No one-command install · Source | |
| 2352 | Unranked | pipeworx-io-epo-opsmcp · search | European Patent Office worldwide patent register — search, bibliographic data, families, abstracts, and claims via Pipeworx. | No signals yet | No one-command install · Source | |
| 2353 | Unranked | mcp-eolmcp · search | Enables searching and retrieving taxonomic information from the Encyclopedia of Life, including taxon pages, scientific names, and hierarchical… | No signals yet | No one-command install · Source | |
| 2354 | Unranked | pipeworx-io-doajmcp · search | Search the Directory of Open Access Journals for peer-reviewed open-access scholarly journals and articles across all academic disciplines. | No signals yet | No one-command install · Source | |
| 2355 | Unranked | mcp-datacitemcp · search | Provides access to DataCite DOIs for research datasets, enabling searching and retrieval of dataset metadata. | No signals yet | No one-command install · Source | |
| 2356 | Unranked | pipeworx-io-datacitemcp · search | DataCite DOI search and metadata for research datasets, software, and other non-paper scholarly outputs via Pipeworx. | No signals yet | No one-command install · Source | |
| 2357 | Unranked | data-winnipegmcp · search | Enables searching and querying Winnipeg Open Data datasets through natural language or SoQL, with tools for datasets, metadata, and row-level data. | No signals yet | No one-command install · Source | |
| 2358 | Unranked | mcp-data-texasmcp · search | Enables searching and querying Texas open data from data.texas.gov via the Socrata SoQL API, supporting dataset discovery, filtering, and metadata… | No signals yet | No one-command install · Source | |
| 2359 | Unranked | mcp-data-providencemcp · search | Enables querying and searching the Providence Open Data catalog via Socrata SoQL, including dataset search, data querying, and metadata retrieval. | No signals yet | No one-command install · Source | |
| 2360 | Unranked | data-odremcp · search | Provides tools to search, inspect, and query energy open data from ODRE (electricity & gas production, consumption, grid load, renewables) using… | No signals yet | No one-command install · Source | |
| 2361 | Unranked | data-brusselsmcp · search | Enables querying Brussels Open Data datasets through natural language or direct tool calls, including search, metadata retrieval, and SQL-like… | No signals yet | No one-command install · Source | |
| 2362 | Unranked | data-centrevaldeloiremcp · search | Enables AI agents to search, query, and explore datasets from the Centre-Val de Loire Open Data portal, covering regional services, transport… | No signals yet | No one-command install · Source | |
| 2363 | Unranked | mcp-dailymedmcp · search | Search and retrieve FDA Structured Product Labels from DailyMed via NLM, supporting queries by drug name, NDC, RXCUI, and more. | No signals yet | No one-command install · Source | |
| 2364 | Unranked | mcp-bundlephobiamcp · search | Enables npm bundle-size analysis including minified+gzipped size, tree-shakeability, dependencies, similar packages, version history, and recent… | No signals yet | No one-command install · Source | |
| 2365 | Unranked | mcp-brave-searchmcp · search | Enables AI agents to perform web searches using the Brave Search engine, providing an independent alternative to Google/Bing. | No signals yet | No one-command install · Source | |
| 2366 | Unranked | mcp-arcgis-yakimamcp · search | Enables searching and querying City of Yakima GIS open geospatial datasets, such as parcels and zoning, through ArcGIS Feature Services. | No signals yet | No one-command install · Source | |
| 2367 | Unranked | mcp-arcgis-tulsamcp · search | Enables searching and querying City of Tulsa GIS open geospatial datasets (parcels, zoning, public works) via ArcGIS Feature Services through natural… | No signals yet | No one-command install · Source | |
| 2368 | Unranked | mcp-arcgis-toledomcp · search | Enables searching and querying City of Toledo open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services, with tools for dataset… | No signals yet | No one-command install · Source | |
| 2369 | Unranked | mcp-arcgis-tampamcp · search | Search and query City of Tampa open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services, with tools to discover datasets and… | No signals yet | No one-command install · Source | |
| 2370 | Unranked | mcp-arcgis-sarasotamcp · search | Enables searching and querying City of Sarasota open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services. | No signals yet | No one-command install · Source | |
| 2371 | Unranked | mcp-arcgis-roundrockmcp · search | Enables searching and querying open geospatial datasets from the City of Round Rock, Texas (ArcGIS), including parcels, zoning, and public works data. | No signals yet | No one-command install · Source | |
| 2372 | Unranked | mcp-arcgis-normanmcp · search | Provides access to City of Norman, Oklahoma open geospatial data through ArcGIS feature services, with tools for searching datasets, querying layers… | No signals yet | No one-command install · Source | |
| 2373 | Unranked | mcp-arcgis-mobilemcp · search | Enables searching and querying City of Mobile GIS open geospatial datasets, including parcels, zoning, and public works, via ArcGIS Feature Services. | No signals yet | No one-command install · Source | |
| 2374 | Unranked | mcp-arcgis-maricopamcp · search | Enables search and query of Maricopa County (Phoenix, Arizona) open geospatial datasets via ArcGIS services, including parcels, elections, and public… | No signals yet | No one-command install · Source | |
| 2375 | Unranked | mcp-arcgis-johnsoncitymcp · search | Access and query City of Johnson City GIS open geospatial datasets (parcels, zoning, public works) via natural language, with tools to search, query… | No signals yet | No one-command install · Source | |
| 2376 | Unranked | arcgis-honolulumcp · search | Enables searching, querying, and inspecting Honolulu GIS open geospatial datasets (parcels, addresses, zoning, etc.) through ArcGIS Feature Services. | No signals yet | No one-command install · Source | |
| 2377 | Unranked | mcp-arcgis-dukescountymcp · search | Access Dukes County, Massachusetts open geospatial data (parcels, addresses, zoning, public works) via ArcGIS Feature Services, enabling search… | No signals yet | No one-command install · Source | |
| 2378 | Unranked | mcp-arcgis-cumberlandmcp · search | Enables searching and querying Cumberland County, NC open geospatial data (parcels, addresses, zoning, etc.) through ArcGIS Feature Services. | No signals yet | No one-command install · Source | |
| 2379 | Unranked | mcp-arcgis-cranstonmcp · search | Enables querying and searching Cranston, Rhode Island open geospatial datasets (parcels, zoning, city services) via ArcGIS Feature Services. | No signals yet | No one-command install · Source | |
| 2380 | Unranked | mcp-arcgis-castateparksmcp · search | Search and query California State Parks open geospatial datasets (parks, trails, recreational layers) via ArcGIS Feature Services using natural… | No signals yet | No one-command install · Source | |
| 2381 | Unranked | mcp-adzunamcp · search | Provides access to Adzuna's global job-board aggregation, enabling job search, salary analysis, and regional stats via natural language queries. | No signals yet | No one-command install · Source | |
| 2382 | Unranked | pipeworx-io-adzunamcp · search | Search global job listings from Adzuna's aggregated job board spanning dozens of countries and categories. | No signals yet | No one-command install · Source | |
| 2383 | Unranked | vantage-mcpmcp · search | Checks whether ChatGPT, Perplexity, and Gemini cite your brand for a given keyword, and who's winning the citation battle for it instead. | No signals yet | No one-command install · Source | |
| 2384 | Unranked | code-indexing-mcpmcp · search | A local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via… | No signals yet | No one-command install · Source | |
| 2385 | Unranked | mcp-seo-serpmcp · search | Enables AI agents to retrieve Google organic search results via DataForSEO for SEO and SERP analysis. | No signals yet | No one-command install · Source | |
| 2386 | Unranked | mcp-seo-keywords-adsmcp · search | Enables fetching exact Google Ads search volume for SEO keywords via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 2387 | Unranked | mcp-seo-keywordsmcp · search | Provides search volume and keyword difficulty data via DataForSEO Labs, enabling AI agents to perform SEO keyword research through natural language… | No signals yet | No one-command install · Source | |
| 2388 | Unranked | mcp-repologymcp · search | Enables querying cross-distribution package versions and maintenance information via Repology, with tools for projects, problems, repositories… | No signals yet | No one-command install · Source | |
| 2389 | Unranked | podcast-index-mcpmcp · search | Wraps the Podcast Index API (podcastindex.org) to enable AI agents to search and retrieve podcast episodes and metadata. | No signals yet | No one-command install · Source | |
| 2390 | Unranked | mcp-pangaeamcp · search | Connects AI agents to the PANGAEA earth and environmental science data repository, enabling full-text dataset search and facet aggregation via MCP… | No signals yet | No one-command install · Source | |
| 2391 | Unranked | mcp-opentargetsmcp · search | Enables querying disease/target/drug knowledge graph from Open Targets, supporting searches, profiles, and associations via natural language through… | No signals yet | No one-command install · Source | |
| 2392 | Unranked | mcp-librivoxmcp · search | Enables searching and retrieving audiobooks, authors, and tracks from LibriVox through an MCP interface. | No signals yet | No one-command install · Source | |
| 2393 | Unranked | pipeworx-librivoxmcp · search | Searches approximately 17,000 LibriVox public-domain audiobooks in dozens of languages. | No signals yet | No one-command install · Source | |
| 2394 | Unranked | mcp-hal-frmcp · search | Enables searching and retrieving documents from the French national open research archive HAL, including author and research structure lookups. | No signals yet | No one-command install · Source | |
| 2395 | Unranked | mcp-gov-uk-contentmcp · search | Enables querying and searching GOV.UK content through the Pipeworx MCP gateway, integrating with 673+ data sources for AI agent access. | No signals yet | No one-command install · Source | |
| 2396 | Unranked | codesteer-atlasmcp · search | Local MCP server for semantic code search using Tree-sitter AST parsing, local embeddings, and hybrid search; enables indexing and querying codebases… | No signals yet | No one-command install · Source | |
| 2397 | Unranked | litvm-tcg-oraclemcp · search | On-chain TCG price oracle for the LitecoinVM ecosystem. 6 tools: search 433K+ trading cards, 60-day price history, Merkle proof verification on… | No signals yet | No one-command install · Source | |
| 2398 | Unranked | cloudinary-asset-managementmcp · search | Provides asset management capabilities for uploading, searching, transforming, and organizing media assets in Cloudinary. | No signals yet | No one-command install · Source | |
| 2399 | Unranked | ca-eli-mcpmcp · search | Enables retrieval of Canadian federal legislation (Acts and regulations) from the Justice Laws Website by code, providing metadata and full… | No signals yet | No one-command install · Source | |
| 2400 | Unranked | meetmyagent-mcpmcp · search | Enables AI assistants to search, browse, and list businesses, services, and products on the MeetMyAgent marketplace. | No signals yet | 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.