Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 52.498 | ragalgomcp · search | Financial data and sentiment analysis for Korean stock and cryptocurrency markets | 5 stars · 1 fork | No one-command install · Source | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 52.498 | claude-code-conversation-search-mcpmcp · searchalso listed as tonysimonovsky-claude-code-conversation-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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1101 | 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 | |
| 1113 | 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 | |
| 1113 | 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 | |
| 1113 | 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 | |
| 1113 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 52.135 | dahlia-fepmcp · search | Access and search Fediverse Enhancement Proposals standardization documents | 4 stars · 2 forks | No one-command install · Source | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1117 | 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 | |
| 1140 | 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 |
| 1141 | 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 | |
| 1141 | 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 | |
| 1141 | 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 | |
| 1141 | 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 | |
| 1141 | 51.401 | touchdesigner-manualmcp · search | MCP server that enables AI agents to search the entire TouchDesigner wiki documentation with real citations, using a local index built from the… | 7 stars | No one-command install · Source | |
| 1141 | 51.401 | arrteann-singboxmcp · search | RAG-based MCP server for querying sing-box proxy software documentation using semantic search to prevent AI hallucinations. | 7 stars | No one-command install · Source | |
| 1141 | 51.401 | velvetway-minreestrmcp · search | Search Russia's official software catalog (каталогпо.рф) to discover domestic software alternatives and FSTEC/FSB-certified products. | 7 stars | No one-command install · Source | |
| 1141 | 51.401 | tokenville-selvermcp · search | Connects AI agents to Selver.ee, Estonia's largest grocery store, for product search, cart management, and delivery scheduling. | 7 stars | No one-command install · Source | |
| 1141 | 51.401 | mrphu3074-skill-routermcp · search | Routes AI agents to specialized skills stored as markdown files using semantic search | 7 stars | No one-command install · Source | |
| 1141 | 51.401 | bettyguo-seekqmcp · search | Semantic code search tool for local codebases using BGE-Small embeddings, tree-sitter-aware chunking, and hybrid BM25 retrieval via MCP. | 7 stars | No commit datelisted | No one-command install · Source |
| 1151 | 50.895 | qsearchmcp · searchalso listed as theyahia-qsearch | Enables AI agents to perform web searches with full content retrieval and multi-engine provenance, including trust scoring and local corpus… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | guerinjeanmarc-neo4j-graphragmcp · searchalso listed as neo4j-graphrag-mcp-server | Combines vector similarity search, fulltext search, and search-augmented Cypher queries with automatic data sanitization and token-aware response… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | contextweaver-mcp-servermcp · search | ContextWeaver is a semantic retrieval engine for AI coding assistants. It combines hybrid search, intelligent context expansion, and token-aware… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | capsulecrm-mcpmcp · search | Enables natural language customer and sales management by connecting AI assistants directly to CapsuleCRM, allowing users to search, create, and… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | jagreetdg-stack-exchangemcp · search | Provides a bridge to Stack Exchange sites for searching and retrieving questions, answers, and tags with efficient caching and rate limiting for… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | debtstack-ai-debtstack-pythonmcp · search | Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | microsoft-sentinel-data-explorationmcp · search | Enables searching for relevant tables and retrieving data from Microsoft Sentinel's data lake using natural language, supporting security hunting… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | xonack-apex-twittermcp · search | Integrates with X (Twitter) through Apex's social media infrastructure to enable tweet retrieval, search operations, reply generation, content… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | mcp-odoo-freshmcp · search | Enables AI agents to interact with Odoo ERP to perform sales tasks such as searching clients and products, and creating and confirming quotations via… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | searchagoramcp · search | Connects AI systems to SearchAgora, a universal product search engine, enabling natural language interactions for discovering, viewing, and purchasing… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | yunkee-lee-naver-mapsmcp · search | Integrates with Naver Maps and Search APIs to provide accurate geocoding and local information retrieval services specifically optimized for Korean… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | johnxjp-todoistmcp · search | Integrates with Todoist to enable task management including creation, retrieval, updates, and deletion with support for due dates, priorities, and… | 2 stars · 3 forks | No one-command install · Source | |
| 1151 | 50.895 | abhishekbhakat-code-assistmcp · search | Enables code modification and generation tasks through file operations, search-and-replace, and version control integration for automated refactoring… | 2 stars · 3 forks | No one-command install · Source | |
| 1166 | 49.795 | mirabello-consultancy-investment-migration-wealth-protectionmcp · search | Authoritative, source-cited data across five layers: citizenship- & residency-by-investment (CBI/RBI/golden visa) programmes with the Mirabello… | 2,956 installs | No commit datelisted | No one-command install · Source |
| 1166 | 49.795 | mirabello-consultancy-investment-migration-wealth-protection-2mcp · search | Authoritative, source-cited data across five layers: citizenship- & residency-by-investment (CBI/RBI/golden visa) programmes with the Mirabello… | 2,956 installs | No commit datelisted | No one-command install · Source |
| 1166 | 49.795 | mirabello-consultancy-investment-migration-wealth-protection-3mcp · search | Authoritative, source-cited data across five layers: citizenship- & residency-by-investment (CBI/RBI/golden visa) programmes with the Mirabello… | 2,956 installs | No commit datelisted | No one-command install · Source |
| 1166 | 49.795 | mirabello-investment-migrationmcp · search | Authoritative citizenship- (CBI) and residency-by-investment (golden visa) programme data, cost estimates, passport mobility, and the Mirabello… | 1,889 installs | No commit datelisted | No one-command install · Source |
| 1170 | 49.325 | parallel-web-search-mcpmcp · search | 🔎 - Highest Accuracy Web Search for AI | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | lorcana-mcpmcp · search | Connects Claude to Disney Lorcana card data to enrich collections, search cards, find song synergies, and analyze decks. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | skeletongraphmcp · search | Provides function-level structural retrieval for coding agents using tree-sitter, with zero-LLM indexing and MCP serving, enabling exact function… | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | debugbundlemcp · search | DebugBundle helps AI agents investigate production incidents with deterministic debug bundles, reproductions, health checks, and diagnostics. It… | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | querit-mcp-servermcp · search | Connects AI assistants to Querit for live web search and clean webpage content retrieval, supporting both anonymous access and bring-your-own-key… | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | omophubmcp · search | Search, map, and navigate 5M+ OMOP medical vocabulary concepts including SNOMED CT, ICD-10, RxNorm, and LOINC. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | domainkitsmcp · search | Domain intelligence tools for NS reverse lookup and newly registered domain search | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | alexanderclapp-clirankmcp · search | Connects AI agents to CLIRank's directory of 210+ APIs ranked by CLI relevance for discovery, comparison, and documentation retrieval. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | kubesearch-mcpmcp · search | Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.dev, and temporarily clone repos to review actual manifests. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | lacuna-research-mcpmcp · search | Empowers coding agents for machine learning research by providing access to Lacuna's research map, including novel research proposals, research… | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | edgehopmcp · search | Stop grepping. Start knowing. EdgeHop turns a codebase into a queryable graph and serves it over MCP — find where a symbol lives, who calls a… | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | mcp-zenodomcp · search | A comprehensive MCP server for interacting with Zenodo records, enabling search, retrieval, citation generation, and file downloads. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | alexsvdk-gigaplexitymcp · search | Integrates GigaChat with web search capabilities, providing ask, research, and reason tools with file attachment support. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | isaacwars-search-citationmcp · search | Academic paper search and citation management with 9 tools spanning OpenAlex, Semantic Scholar, Crossref, arXiv, and Unpaywall. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | ryanthedev-grug-brainmcp · search | Persistent memory system that indexes markdown files into a searchable database with git synchronization across machines. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | ajwcontreras-cloudflare-docsmcp · search | Semantic search over Cloudflare developer documentation with 28,000+ indexed chunks on Cloudflare Workers. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | directorymcp · search | Directory rating websites on AI-agent-friendliness with search, lookup, and submission tools. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | goenninger-bt-teamcentermcp · search | Integrates with Siemens Teamcenter PLM for search, BOM operations, change management, and workflow automation. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | gh-roshunsunder-filesiftmcp · search | Local file search with semantic and keyword indexing over codebases. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | gh-manancoder29-berlin-servicesmcp · search | Integration with Berlin.de city services for search, form discovery, filling, and PDF management. | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | cornelcroi-bookmark-lensmcp · search | Local-first bookmark management with semantic search and AI-powered organization | 6 stars | No one-command install · Source | |
| 1170 | 49.325 | seo-review-toolsmcp · search | Integrates with SEO Review Tools API for website traffic analysis, authority scoring, backlink discovery, SERP data retrieval, keyword research, and… | 6 stars | No one-command install · Source | |
| 1192 | 49.118 | cyanheads-libofcongressmcp · search | Search LOC digital collections, Chronicling America historical newspapers with full OCR, and LC Subject Headings. | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | skill-shelfmcp · search | Enables AI agents to search, browse, install, and manage a large library of skills via only 7 MCP tools, with skills stored locally and loaded on… | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | khamel83-argusmcp · search | Multi-provider web search broker with budget-aware routing, RRF ranking, and content extraction across 11 search providers. | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | mail-indexmcp · search | Enables AI agents to query and recall your entire Gmail inbox locally, providing fast summarization and semantic search without relying on Gmail's… | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | oxidize-pdfmcp · search | Rust-powered PDF toolkit over MCP: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split/merge/rotate/reorder… | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | mcp-houndmcp · search | Enables code search across indexed repositories using regex patterns, with pagination, repository listing, and file context retrieval via Hound… | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | onplanamcp · search | Portfolio management MCP providing AI agents access to projects, tasks, and semantic search across organizational content. | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | lune-researchmcp · search | Search and retrieve academic papers from top-tier research venues including NeurIPS, ICLR, and ICML from any MCP-compatible AI client. | 4 stars · 1 fork | No one-command install · Source | |
| 1192 | 49.118 | io-github-indhar01-memographmcp · search | Enables LLM assistants and agents to query and manage a personal markdown vault as a graph-based knowledge base using hybrid retrieval, with tools for… | 4 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.