Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 51.401 | paarths-collab-github-pr-contextmcp · search | GitHub PR history indexing for context-aware code review with multi-LLM support. | 7 stars | No one-command install · Source | |
| 1202 | 51.401 | purecontext-mcpmcp · search | Indexes codebases and lets AI agents retrieve precise code snippets (functions, classes, routes) instead of reading entire files, reducing token usage… | 7 stars | No one-command install · Source | |
| 1203 | 51.401 | mrosnerr-open-zk-kbmcp · search | Zettelkasten knowledge base for AI assistants with full-text and semantic search. | 7 stars | No one-command install · Source | |
| 1204 | 51.401 | trovexmcp · search | Indexes your repo's markdown into a canonical doc store, serving agents the single current doc per question via MCP to save tokens and keep all agents… | 7 stars | No one-command install · Source | |
| 1205 | 52.063 | mcpindex-2mcp · search | The MCP directory that vets servers, not just lists them. Search by task, then get an advisory screen on a server before your agent calls its tools… | 2,306 installs | No commit datelisted | No one-command install · Source |
| 1206 | 52.135 | tatn-fetch-typescriptmcp · search | Integrates with web content sources to fetch, convert, and summarize online information for real-time data retrieval and analysis. | 4 stars · 2 forks | No one-command install · Source | |
| 1207 | 52.135 | j5ik2o-shared-knowledge-ragmcp · search | Enables AI systems to access and retrieve information from multiple vector store backends including HNSWLib and Weaviate, providing a unified… | 4 stars · 2 forks | No one-command install · Source | |
| 1208 | 52.135 | cognitive-stack-hermes-searchmcp · search | Provides a bridge to Azure Cognitive Search for executing search queries, indexing documents, and managing search indexes with filtering options | 4 stars · 2 forks | No one-command install · Source | |
| 1209 | 52.135 | ltejedor-newshubmcp · search | Provides real-time access to news articles from various RSS feeds with tools for listing feeds, retrieving latest news by category, searching across… | 4 stars · 2 forks | No one-command install · Source | |
| 1210 | 52.135 | rainyheart-crawl4aimcp · search | Provides a bridge to the Crawl4ai web crawling service, enabling extraction of website content with configurable parameters like depth and strategy… | 4 stars · 2 forks | No one-command install · Source | |
| 1211 | 52.135 | fear-greedmcp · search | Provides real-time access to CNN's Fear & Greed Index for US stock market sentiment analysis, retrieving current composite scores and seven individual… | 4 stars · 2 forks | No one-command install · Source | |
| 1212 | 52.135 | redhatldap-mcpmcp · search | Provides read-only access to corporate LDAP directories, enabling AI assistants to search for people, navigate organizational hierarchies, and export… | 4 stars · 2 forks | No one-command install · Source | |
| 1213 | 52.135 | jayozer-outscrapermcp · search | Integrates with Outscraper's data extraction services to provide Google Maps business search, review extraction, photo retrieval, directions planning… | 4 stars · 2 forks | No one-command install · Source | |
| 1214 | 52.135 | aiwithhassan-documentation-searchmcp · search | Combines web search through Serper API with Groq's language models to intelligently extract and structure clean, readable content from documentation… | 4 stars · 2 forks | No one-command install · Source | |
| 1215 | 52.135 | mle-kit-mcpmcp · search | Provides ML engineering tools including local/remote bash, text editor, file search, remote GPU helpers via vast.ai, and an OpenRouter LLM proxy. | 4 stars · 2 forks | No one-command install · Source | |
| 1216 | 52.135 | ptc-mcp-integration-servermcp · search | Integrates PTC Windchill and Creo Parametric with LLM-based clients via the Model Context Protocol, enabling natural language interaction with PLM and… | 4 stars · 2 forks | No one-command install · Source | |
| 1217 | 52.135 | hanselhansel-aeo-climcp · search | Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring. | 4 stars · 2 forks | No one-command install · Source | |
| 1218 | 52.135 | dahlia-fepmcp · search | Access and search Fediverse Enhancement Proposals standardization documents | 4 stars · 2 forks | No one-command install · Source | |
| 1219 | 52.135 | ythalorossy-openfdamcp · search | Integrates with the FDA's OpenFDA API to provide access to drug information, safety data, adverse event reports, and manufacturer details through… | 4 stars · 2 forks | No one-command install · Source | |
| 1220 | 52.135 | henriquecsouzza-obsidian-localmcp · search | Expose a local Obsidian vault to VS Code and GitHub Copilot for reading, writing, searching, and tagging notes via stdio. | 4 stars · 2 forks | No one-command install · Source | |
| 1221 | 52.135 | podaac-cmrmcp · search | Bridges to NASA's Common Metadata Repository for searching and retrieving Earth science datasets by date range, provider, and keywords with structured… | 4 stars · 2 forks | No one-command install · Source | |
| 1222 | 52.135 | rossh121-perplexity-searchmcp · search | Enhances Claude with intelligent web search capabilities through Perplexity API, automatically selecting optimal models based on query intent while… | 4 stars · 2 forks | No one-command install · Source | |
| 1223 | 52.135 | docs2db-mcp-servermcp · search | MCP server for semantic and hybrid search over RHEL documentation using docs2db RAG, with cross-encoder reranking and support for multiple MCP… | 4 stars · 2 forks | No one-command install · Source | |
| 1224 | 52.135 | codesearchmcp · search | Full-text and structural code search for a large monorepo, exposing results as MCP tools so Claude can query the codebase directly without… | 4 stars · 2 forks | No one-command install · Source | |
| 1225 | 52.135 | robbyczgw-cla-web-search-plus-mcpmcp · search | Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). Available via `uvx web-search-plus-mcp`. | 4 stars · 2 forks | armory install robbyczgw-cla-web-search-plus-mcp --cli claude | |
| 1226 | 52.135 | automatised-pipelinemcp · search | A Rust MCP server that indexes codebases into a property graph and provides tools for code intelligence, such as searching, context, impact analysis… | 4 stars · 2 forks | No one-command install · Source | |
| 1227 | 52.135 | cinderwright-ai-cinderwright-apimcp · search | x402 Discovery Hub. Search engine for the agent economy with 1450+ services indexed. Pay with USDC on Base via x402. | 4 stars · 2 forks | No one-command install · Source | |
| 1228 | 52.135 | cyanheads-brapi-mcp-servermcp · search | A collaborative BrAPI v2.1 workspace for multi-agent research via MCP, enabling search and retrieval of studies, germplasm, genotypes, and more across… | 4 stars · 2 forks | No one-command install · Source | |
| 1229 | 52.443 | xytangme-neodbmcp · search | Integrates with NeoDB to fetch user data, search books, and retrieve book details, enabling book recommendations, reading list management, and… | 3 stars · 3 forks | No one-command install · Source | |
| 1230 | 52.443 | prasanth-janardhanan-perplexitymcp · search | Integrates Perplexity's question-answering capabilities, enabling natural language understanding and information retrieval for applications like… | 3 stars · 3 forks | No one-command install · Source | |
| 1231 | 52.443 | manimohans-verge-newsmcp · search | Integrates with The Verge's RSS feed to provide up-to-date technology news, offering tools for fetching daily and weekly updates and searching… | 3 stars · 3 forks | No one-command install · Source | |
| 1232 | 52.443 | opusforge-gorilla-mcpmcp · search | Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks… | 3 stars · 3 forks | No one-command install · Source | |
| 1233 | 52.498 | sepinetam-aermcp · search | Enables AI assistants to search and extract information from American Economic Association journals with filtering by title, abstract, author, and JEL… | 5 stars · 1 fork | No one-command install · Source | |
| 1234 | 52.498 | sourabh-khot65-typesense-candidate-searchmcp · search | Integrates with Typesense search to enable natural language queries for candidate profiles and resumes with powerful filtering, sorting, and grouping… | 5 stars · 1 fork | No one-command install · Source | |
| 1235 | 52.498 | ihoka-obsidianmcp · search | Provides read-only access to Obsidian vaults, enabling search, browsing, and analysis of personal knowledge bases stored as Markdown files with… | 5 stars · 1 fork | No one-command install · Source | |
| 1236 | 52.498 | quip-mcpmcp · search | Enables AI assistants to read, search, create, and edit Quip documents through the MCP protocol. | 5 stars · 1 fork | No one-command install · Source | |
| 1237 | 52.498 | hexdecimal16-web-searchmcp · search | Performs Google searches and crawls content from the top 5 non-social media results, filtering out social platforms to deliver consolidated web… | 5 stars · 1 fork | No one-command install · Source | |
| 1238 | 52.498 | tonysimonovsky-claude-code-conversation-searchmcp · search | Search conversation history across all projects with natural language queries | 5 stars · 1 fork | No one-command install · Source | |
| 1239 | 52.498 | claude-code-conversation-search-mcpmcp · search | Enables searching all Claude Code conversations across projects using natural language queries and instantly provides resume commands to continue… | 5 stars · 1 fork | No one-command install · Source | |
| 1240 | 52.498 | leandrogavidia-vechainmcp · search | Integrates with VeChain blockchain networks to provide documentation search, account/transaction/block queries, wallet creation, cryptographic… | 5 stars · 1 fork | No one-command install · Source | |
| 1241 | 52.498 | frknyldz-ai-session-bridgemcp · search | Provides cross-tool access to AI conversation history from VS Code Copilot, Cursor, and Rovodev sessions by scanning workspace storage directories and… | 5 stars · 1 fork | No one-command install · Source | |
| 1242 | 52.498 | ragalgomcp · search | Financial data and sentiment analysis for Korean stock and cryptocurrency markets | 5 stars · 1 fork | No one-command install · Source | |
| 1243 | 52.498 | tifa365-berlin-opendatamcp · search | Provides access to Berlin's open data portal with 6 tools for CKAN catalog search, dataset analysis, and exploration across 2500+ municipal datasets. | 5 stars · 1 fork | No one-command install · Source | |
| 1244 | 52.498 | philidor-defi-vaultsmcp · search | Search 700+ DeFi vaults, compare risk scores, and analyze protocols across Morpho, Aave, Yearn, Beefy, and Spark. | 5 stars · 1 fork | No one-command install · Source | |
| 1245 | 52.498 | aleksvin8888-docmostmcp · search | Integrates with self-hosted Docmost wiki for listing spaces, searching documents, and retrieving page content. | 5 stars · 1 fork | No one-command install · Source | |
| 1246 | 52.498 | alea-institute-foliomcp · search | Provides searchable access to the FOLIO legal ontology with 18,000+ concepts covering areas of law, document types, and legal entities. | 5 stars · 1 fork | No one-command install · Source | |
| 1247 | 52.498 | andreas-roennestad-openhivemcp · search | Collaborative knowledge base where coding agents search, post, and score problem-solution pairs discovered during development sessions. | 5 stars · 1 fork | No one-command install · Source | |
| 1248 | 52.498 | roshan-rb-autodesk-aliasmcp · search | Provides access to Autodesk Alias Python API documentation through web scraping with keyword-based search, page listing, and full content retrieval. | 5 stars · 1 fork | No one-command install · Source | |
| 1249 | 52.498 | mendlem-pipepostmcp · search | Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical… | 5 stars · 1 fork | No one-command install · Source | |
| 1250 | 52.498 | lazhenyi-docsrsmcp · search | Provides access to Rust crate documentation from docs.rs through web scraping, enabling crate search, documentation retrieval, module browsing, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1251 | 52.498 | dreamupers-research-mcpsmcp · search | Collection of research tools providing arXiv paper search and Feishu document upload capabilities. | 5 stars · 1 fork | No one-command install · Source | |
| 1252 | 52.498 | self-tech-labs-entscheidsuchemcp · search | Integrates with entscheidsuche.ch to provide access to Swiss court decisions through tools for searching legal documents, retrieving content, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1253 | 52.498 | pineapple-farm-skill-historymcp · search | Track and search download history for 70,000+ agent skills with daily snapshots. | 5 stars · 1 fork | No one-command install · Source | |
| 1254 | 52.498 | perplexity-webui-mcpmcp · search | MCP server that queries Perplexity Pro via WebUI session token, providing model-specific tools for search and deep research. | 5 stars · 1 fork | No one-command install · Source | |
| 1255 | 52.498 | vaquill-canliimcp · search | Search Canadian case law and legislation metadata across federal, provincial, and territorial jurisdictions via CanLII. | 5 stars · 1 fork | No one-command install · Source | |
| 1256 | 52.498 | opcua-mcpmcp · search | Enables LLMs to read, write, browse, search, and subscribe to live data on OPC-UA industrial automation servers, with caching, discovery index, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1257 | 52.498 | leesgit-claude-session-continuity-mcpmcp · search | Zero-config session continuity for Claude Code. Auto-captures context via Claude Hooks, provides 25 tools for memory, tasks, solutions, and knowledge… | 5 stars · 1 fork | No one-command install · Source | |
| 1258 | 52.498 | oscillatelabsllc-kiwixmcp · search | Provides access to offline Wikipedia and other ZIM-format educational content from Kiwix HTTP servers with full-text search and article retrieval. | 5 stars · 1 fork | No one-command install · Source | |
| 1259 | 52.498 | toss-mcpmcp · search | Provides AI agents with access to Toss developer documentation and icon catalogs, enabling search and retrieval of official docs and icon usage… | 5 stars · 1 fork | No one-command install · Source | |
| 1260 | 52.498 | threadshelf-mcp-servermcp · search | Enables semantic search and retrieval of archived AI conversations from multiple providers via the MCP protocol, allowing thread continuation and… | 5 stars · 1 fork | No one-command install · Source | |
| 1261 | 52.498 | ansible-know-mcpmcp · search | Module discovery, documentation search, and skill generation for AI agents via the Model Context Protocol. | 5 stars · 1 fork | No one-command install · Source | |
| 1262 | 52.498 | protein-mcp-servermcp · search | A Model Context Protocol server providing programmatic access to 3D protein structural data from RCSB PDB, PDBe, and UniProt, enabling search… | 5 stars · 1 fork | No one-command install · Source | |
| 1263 | 52.498 | google-search-console-mcpmcp · search | OAuth-protected Google Search Console MCP for analytics, URL inspection, sitemap management, indexing requests, and SEO diagnostics. Open-source… | 5 stars · 1 fork | No one-command install · Source | |
| 1264 | 52.498 | cyclechain-skillnetmcp · search | Searches, downloads, and manages AI agent skills from the SkillNet community library. | 5 stars · 1 fork | No one-command install · Source | |
| 1265 | 53.186 | ai-odoofindermcp · search | Enables LLMs to search Odoo modules in OCA repositories using hybrid search (semantic + full-text) for finding the perfect module quickly. | 8 stars | No one-command install · Source | |
| 1266 | 53.186 | fotmob-mcpmcp · search | Enables access to live FotMob football data for fixture lookup, team and player research, match details, lineups, league discovery, and search-based… | 8 stars | No one-command install · Source | |
| 1267 | 53.186 | openarxmcp · search | Open scientific knowledge MCP for AI agents with three access profiles: search, publish, and govern. | 8 stars | No one-command install · Source | |
| 1268 | 53.186 | aiwiki-mcpmcp · search | Search and read AiWiki — an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective. 120+… | 8 stars | No one-command install · Source | |
| 1269 | 53.186 | apple-reminders-for-claudemcp · search | Enables Claude to manage Apple Reminders on macOS, providing full CRUD operations such as listing, searching, creating, updating, and deleting… | 8 stars | No one-command install · Source | |
| 1270 | 53.186 | dida-hotel-mcpmcp · search | Enables AI agents to search, compare, and book hotels with real-time pricing and availability, supporting multiple location types, star ratings, and… | 8 stars | No one-command install · Source | |
| 1271 | 53.186 | dsh-web-search-freemcp · search | A dual-transport MCP server enabling anonymous free web search via Parallel (default) or Exa (backup), with no API keys or DSH dependency, for Claude… | 8 stars | No one-command install · Source | |
| 1272 | 53.186 | archillesmcp · search | Enables semantic search over local Calibre libraries via MCP, allowing AI assistants to query books, annotations, and export bibliographies while… | 8 stars | No one-command install · Source | |
| 1273 | 53.790 | screaming-frog-mcp-servermcp · search | Enables AI assistants to analyze Screaming Frog SEO Spider crawl data through tool calls, supporting audits for broken links, redirects, indexability… | 1 star · 4 forks | No one-command install · Source | |
| 1274 | 53.790 | m4s1t4-websearch-toolsmcp · search | Integrates with web search APIs and crawling tools to enable internet-wide information retrieval, content extraction, and data mining capabilities for… | 1 star · 4 forks | No one-command install · Source | |
| 1275 | 53.968 | canadian-building-codemcp · search | Access and search comprehensive Canadian building regulations for construction and compliance reference. Navigate complex code hierarchies to find… | 2,646 installs | No commit datelisted | No one-command install · Source |
| 1276 | 53.985 | mcp2everything-tavilymcp · search | Integrates the Tavily search API to enable web searches and information retrieval for fact-checking and research tasks. | 4 stars · 3 forks | No one-command install · Source | |
| 1277 | 53.985 | ashdevfr-duckduckgomcp · search | Integrates with DuckDuckGo search engine to provide real-time web information retrieval for research, fact-checking, and current events updates. | 4 stars · 3 forks | No one-command install · Source | |
| 1278 | 53.985 | bro3886-memory-custommcp · search | Provides a knowledge graph-based memory system for creating, managing, and querying structured information with features like custom file paths… | 4 stars · 3 forks | No one-command install · Source | |
| 1279 | 53.985 | knowflow-mcpmcp · search | A unified knowledge retrieval tool for MCP-compatible LLMs, enabling structured external knowledge access from local files and future integrations. | 4 stars · 3 forks | No one-command install · Source | |
| 1280 | 53.985 | taewoong1378-notion-readonlymcp · search | Provides an optimized read-only interface to Notion content with parallel processing and intelligent caching for faster document analysis and… | 4 stars · 3 forks | No one-command install · Source | |
| 1281 | 53.985 | deepsuthar496-alpha-vantagemcp · search | Provides real-time financial data retrieval from Alpha Vantage, enabling developers and analysts to access comprehensive stock prices, market… | 4 stars · 3 forks | No one-command install · Source | |
| 1282 | 53.985 | joelgombin-wikidatamcp · search | Integrates with Wikidata to search entities, retrieve detailed information, execute SPARQL queries, and explore knowledge graph relationships for… | 4 stars · 3 forks | No one-command install · Source | |
| 1283 | 53.985 | augmented-nature-string-dbmcp · search | Integrates with STRING protein interaction database to enable protein network analysis, functional enrichment, GO/KEGG pathway analysis, cross-species… | 4 stars · 3 forks | No one-command install · Source | |
| 1284 | 53.985 | memoreeimcp · search | An open-source MCP server that gives AI assistants a searchable memory of your entire personal communication history by ingesting messages from… | 4 stars · 3 forks | No one-command install · Source | |
| 1285 | 53.985 | kimdonghwi94-web-analyzer-mcpmcp · search | Extracts clean web content for RAG and provides Q&A about web pages. | 4 stars · 3 forks | No one-command install · Source | |
| 1286 | 53.985 | iceener-firecrawlmcp · search | Firecrawl web scraping with streamable HTTP transport, batch support for up to 100 URLs, and automatic rate limit handling. | 4 stars · 3 forks | No one-command install · Source | |
| 1287 | 54.603 | tulugar-real-estatemcp · search | Search real estate listings, development projects, agents, and market data in Paraguay. Get pricing, Airbnb/STR stats, and neighborhood-level insights… | 2,649 installs | No commit datelisted | No one-command install · Source |
| 1288 | 54.833 | nucleo-mcpmcp · search | Enables AI assistants to search, retrieve, and save Nucleo icons from the user's local library directly into projects. | 9 stars | No one-command install · Source | |
| 1289 | 54.833 | gpt-plus-plusmcp · search | Enables AI clients to control local Windows development tools by exposing project files, code search, file editing, test execution, Git operations… | 9 stars | No one-command install · Source | |
| 1290 | 54.833 | open-kiokumcp · search | Open Kioku is the local-first code intelligence and evidence layer for AI coding agents (Claude, Cursor, Codex, Zed, and other MCP clients). Instead… | 9 stars | No one-command install · Source | |
| 1291 | 54.833 | seatablemcp · search | Read, write, search, link, and query data in SeaTable bases. | 9 stars | No one-command install · Source | |
| 1292 | 55.168 | appleinmusic-baidu-searchmcp · search | Integrates with Baidu Search to enable web searches, result retrieval, and information extraction from China's largest search engine, providing access… | 6 stars · 1 fork | No one-command install · Source | |
| 1293 | 55.168 | bocha-ai-searchmcp · search | Enables web search on Chinese internet content using Bocha AI, returning results as Markdown or JSON with configurable freshness and summary options. | 6 stars · 1 fork | No one-command install · Source | |
| 1294 | 55.168 | nathanonn-url-fetchermcp · search | Enables fetching and processing content from URLs in various formats including HTML, JSON, Markdown, and plain text, with specialized tools for each… | 6 stars · 1 fork | No one-command install · Source | |
| 1295 | 55.168 | pinzonjulian-stimulus-docsmcp · search | Provides direct access to Stimulus JavaScript framework documentation, fetching content from GitHub with fallback mechanisms for reliable retrieval of… | 6 stars · 1 fork | No one-command install · Source | |
| 1296 | 55.168 | silbaram-elasticsearchmcp · search | Integrates with Elasticsearch to enable cluster health checks, index mapping retrieval, alias management, and document searches using Elasticsearch's… | 6 stars · 1 fork | No one-command install · Source | |
| 1297 | 55.168 | icon-mcp-servermcp · search | Provides unified search across multiple icon libraries with fuzzy search, caching, and comprehensive filtering for easy icon discovery and retrieval… | 6 stars · 1 fork | No one-command install · Source | |
| 1298 | 55.168 | financenews-mcpmcp · search | Enables AI assistants to search and retrieve real-time financial news from Finnhub via natural language queries. | 6 stars · 1 fork | No one-command install · Source | |
| 1299 | 55.168 | identitymonk-standards-findermcp · search | Provides access to IETF RFCs, Internet Drafts, and OpenID Foundation specifications with tools for document fetching, keyword searching, section… | 6 stars · 1 fork | No one-command install · Source | |
| 1300 | 55.168 | bugg1n-cortexmcp · search | Scans and indexes software portfolios to build searchable knowledge graphs of technology choices, development decisions, and developer expertise. | 6 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.