Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 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 | |
| 2 | 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 | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 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 | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | 99.127 | search-1mcp · search | Search Airweave collections with natural language queries. | 6,563 stars · 818 forks | No one-command install · Source | |
| 11 | 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 | |
| 12 | 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 | |
| 13 | 98.777 | giancarloerra-socraticodemcp · search | Local codebase indexing, semantic search, and code dependency graphs. | 3,278 stars · 417 forks | No one-command install · Source | |
| 14 | 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 | |
| 15 | 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 | |
| 16 | 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 | |
| 17 | 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 | |
| 18 | 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 | |
| 19 | 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 | |
| 20 | 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 | |
| 21 | 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 | |
| 22 | 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 | |
| 23 | 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 | |
| 24 | 98.210 | boostedtravelmcp · search | Flight search and booking for AI agents across 400+ airlines. | 1,965 stars · 132 forks | No one-command install · Source | |
| 25 | 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 | |
| 26 | 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 | |
| 27 | 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… | 1,674 stars · 128 forks | No one-command install · Source | |
| 28 | 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 | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 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 | |
| 34 | 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 | |
| 35 | 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 | |
| 36 | 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 | |
| 37 | 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 | |
| 38 | 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 | |
| 39 | 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 | |
| 40 | 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 | |
| 41 | 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 | |
| 42 | 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 | |
| 43 | 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 | |
| 44 | 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 | |
| 45 | 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 | |
| 46 | 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 | |
| 47 | 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 | |
| 48 | 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 | |
| 49 | 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 | |
| 50 | 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 | |
| 51 | 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 | |
| 52 | 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 | |
| 53 | 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 | |
| 54 | 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 | |
| 55 | 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 | |
| 56 | 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 | |
| 57 | 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 | |
| 58 | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | 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 | |
| 62 | 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 | |
| 63 | 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 | |
| 64 | 96.288 | daniel-steigman-software-planning-toolmcp · search | Guides developers through a structured, question-based approach to break down software goals into actionable implementation plans with detailed task… | 396 stars · 61 forks | No one-command install · Source | |
| 65 | 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 | |
| 66 | 96.199 | muvon-octocodemcp · search | AI-powered code indexer with semantic search and knowledge graphs. | 462 stars · 44 forks | No one-command install · Source | |
| 67 | 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 | |
| 68 | 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 | |
| 69 | 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 | |
| 70 | 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 | |
| 71 | 96.003 | pageindexmcp · search | Reasoning-based RAG system for analyzing long PDF documents | 383 stars · 47 forks | No one-command install · Source | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 95.935 | mzxrai-web-researchmcp · search | Research topics using Google search and web scraping. | 298 stars · 72 forks | No one-command install · Source | |
| 77 | 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 | |
| 78 | 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 | |
| 79 | 95.756 | mapboxmcp · search | Geospatial intelligence with geocoding, POI search, routing, and isochrones | 353 stars · 41 forks | No one-command install · Source | |
| 80 | 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 | |
| 81 | 95.733 | mamertofabian-mcp-everything-searchmcp · search | Fast Windows file search using Everything SDK | 364 stars · 39 forks | No one-command install · Source | |
| 82 | 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 | |
| 83 | 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 | |
| 84 | 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 | |
| 85 | 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 | |
| 86 | 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 | |
| 87 | 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 | |
| 88 | 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 | |
| 89 | 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 | |
| 90 | 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 | |
| 91 | 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 | |
| 92 | 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 | |
| 93 | 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 | |
| 94 | 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 | |
| 95 | 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 | |
| 96 | 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 | |
| 97 | 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 | |
| 98 | 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 | |
| 99 | 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 | |
| 100 | 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 |
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.