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 | 85.201 | tencent-cloud-object-storagemcp · search | Bridges AI assistants with Tencent Cloud Object Storage services, enabling file management, metadata retrieval, and storage analytics operations | 38 stars · 14 forks | No one-command install · Source | |
| 2 | 77.488 | prajwalnayak7-redismcp · search | Integrates with Redis and AWS MemoryDB for fast, in-memory data storage and retrieval, enabling caching, session management, and real-time analytics. | 25 stars · 4 forks | No one-command install · Source | |
| 3 | 76.996 | scarletlabs-votarsmcp · search | Integrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of voice recordings through transcript… | 28 stars · 3 forks | No one-command install · Source | |
| 4 | 74.779 | youtube-mcp-server-5mcp · search | Integrates YouTube with Claude Code, enabling video transcript retrieval, search, metadata extraction, channel info, playlists, comments, trending… | 8 stars · 9 forks | No one-command install · Source | |
| 5 | 70.210 | lniosy-coolapkmcp · search | Enables AI tools to search and browse the Coolapk Android community with tools for posts, users, topics, applications, and interactive features. | 16 stars · 2 forks | No one-command install · Source | |
| 6 | 68.921 | jakeyshakey-umami-analyticsmcp · search | Integrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic… | 9 stars · 6 forks | No one-command install · Source | |
| 7 | 65.223 | oil-gas-ragmcp · search | Provides oil and gas industry data access through MySQL storage with drilling events, production data, purchase orders, timeseries analytics, work… | 8 stars · 4 forks | No one-command install · Source | |
| 8 | 63.694 | reexpress-sdm-verificationmcp · search | Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows. | 9 stars · 2 forks | No one-command install · Source | |
| 9 | 57.245 | mikusnuz-gscmcp · search | Query search analytics, inspect URLs, manage sitemaps, and submit pages for indexing via Google Search Console and Indexing APIs. | 7 stars · 1 fork | No one-command install · Source | |
| 10 | 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 | |
| 11 | 49.118 | msaltnet-excel-searchmcp · search | Searches and reads Excel files from local directories with tools for discovering spreadsheet files, converting worksheets to JSON format, and finding… | 4 stars · 1 fork | No one-command install · Source | |
| 12 | 48.479 | hosakakeigo-spreadsheetmcp · search | Integrates with Google Spreadsheets to enable retrieval and manipulation of spreadsheet data for analysis, reporting, and automated information… | 1 star · 3 forks | No one-command install · Source | |
| 13 | 46.654 | google-search-consolemcp · search | Enables querying Google Search Console data, including search analytics, indexing status, and sitemap management, through natural language… | 5 stars | No one-command install · Source | |
| 14 | 43.275 | business-analytics-ragmcp · search | Combines business analytics capabilities for statistical operations on CSV data with RAG-powered knowledge retrieval from business documents… | 4 stars | No one-command install · Source | |
| 15 | 41.082 | javier-orraca-tidymodelsmcp · search | Provides access to the tidymodels R ecosystem, enabling function search, package exploration, template code generation, and GitHub issue tracking for… | 1 star · 2 forks | No one-command install · Source | |
| 16 | 38.412 | galaxy-dawn-kagglemcp · search | Integrates with Kaggle platform for searching competitions, downloading datasets, submitting predictions, managing notebooks, and engaging with the… | 3 stars | No one-command install · Source | |
| 17 | 32.223 | knowflowmcp · search | Connects documentation, GA4 search analytics, Jenkins CI pipeline, and RAGAS-style evaluation to Claude for content gap analysis and documentation… | 2 stars | No one-command install · Source | |
| 18 | 23.374 | crunchtools-google-search-consolemcp · search | Query search analytics, manage sitemaps, and inspect URL indexing status via Google Search Console API. | 1 fork | No one-command install · Source | |
| 19 | 22.557 | setlist-mcpmcp · search | Search concert setlists, artists, venues, tours, and cities from setlist.fm via natural language. Provides 16 read-only tools for exploring live music… | 1 star | No one-command install · Source | |
| 19 | 22.557 | mcp-google-gscmcp · search | Enables querying Google Search Console search analytics (clicks, impressions, CTR, position) with flexible dimensions, inspecting URL indexing and… | 1 star | No one-command install · Source | |
| 19 | 22.557 | sheetrender-mcpmcp · search | Renders PDFs from HTML templates or saved templates and spreadsheet data, with batch job support and document retrieval. | 1 star | No one-command install · Source | |
| 19 | 22.557 | eyupcanakman-gsc-rsmcp · search | Fast single-binary Google Search Console integration with 21 tools for analytics, inspection, sitemaps, and indexing. | 1 star | No one-command install · Source | |
| 23 | Unranked | jobfindermcp · search | Enables AI-powered job searching across multiple platforms using natural language or CV uploads, ranking results by shortlisting likelihood and… | No signals yet | No one-command install · Source | |
| 24 | Unranked | setlistmcpmcp · search | Enables AI assistants to search for and retrieve concert setlists from setlist.fm by artist, city, and date, and to view full setlists with songs… | No signals yet | No one-command install · Source | |
| 25 | Unranked | mcp-setlist-fmmcp · search | Enables searching artists, venues, and setlists from setlist.fm through natural language. | No signals yet | No one-command install · Source | |
| 26 | Unranked | mcp-google-search-consolemcp · search | Provides Google Search Console tools for listing sites, querying search analytics, managing sitemaps, and inspecting URL index status via MCP. | No signals yet | No one-command install · Source | |
| 27 | Unranked | citlyzemcp · search | Read-only access to your Citlyze AI search visibility workspace: visibility scores, tracked prompts, citations, competitor comparison… | No signals yet | No one-command install · Source | |
| 28 | Unranked | db-tools-mcpmcp · search | Exposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata… | No signals yet | No one-command install · Source | |
| 29 | Unranked | bigquery-rag-mcp-servermcp · search | A private MCP server that converts natural-language questions into embeddings and performs semantic retrieval over document chunks stored in BigQuery… | No signals yet | No one-command install · Source | |
| 30 | Unranked | google-sheets-and-drive-mcpmcp · search | Provides tools for reading, modifying, and analyzing Google Sheets, as well as searching and managing Google Drive spreadsheets with access control. | No signals yet | No one-command install · Source | |
| 31 | Unranked | crypto-insight-mcpmcp · search | MCP server for accessing crypto market data (prices, portfolio analytics) from CoinGecko and performing RAG-based search over internal documents with… | No signals yet | No one-command install · Source | |
| 32 | Unranked | feishu-memory-mcpmcp · search | Enables AI agents to use Feishu (Lark) spreadsheets as long-term memory and personal knowledge base with retrieval-augmented generation (RAG) via the… | No signals yet | No one-command install · Source | |
| 33 | Unranked | jagilber-index-servermcp · search | Knowledge base for AI agents with 40+ MCP tools for semantic search, cross-repository knowledge promotion, versioned CRUD, governance workflows, and… | No signals yet | No one-command install · Source | |
| 34 | Unranked | rekordbox-mcpmcp · search | A comprehensive MCP server for rekordbox database management with real-time database access, enabling track search, playlist operations, library… | No signals yet | No one-command install · Source | |
| 35 | Unranked | wellington-transport-assistantmcp · search | Provides tools to search stops, get next departures, and retrieve service alerts from Metlink's real-time public transport data, enabling natural… | 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.