Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4201 | Unranked | brave-search-mcp-ssemcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4202 | Unranked | brightdata-local-searchskill · search | Set up and run local web searches using Bright Data SERP API with the unfancy-search pipeline (query expansion, SERP retrieval, RRF reranking). | No signals yet | No commit datelisted | armory install brightdata-local-search --cli claude |
| 4203 | Unranked | cairo-context-mcpmcp · search | Enables semantic search across Cairo and Starknet documentation, providing AI assistants with precise code examples and documentation chunks via… | No signals yet | No commit datelisted | No one-command install · Source |
| 4204 | Unranked | calclavia-mcp-obsidianmcp · search | This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian… | No signals yet | No commit datelisted | No one-command install · Source |
| 4205 | Unranked | canadian-grantsmcp · search | Searches 1,600+ Canadian grants, accelerators, and pitch competitions for AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4206 | Unranked | carvoxmcp · search | Portuguese used car catalogue searchable by make, model, price, mileage, fuel, and district. | No signals yet | No commit datelisted | No one-command install · Source |
| 4207 | Unranked | cccmemory-mcpmcp · search | Provides Claude with long-term memory by indexing conversation history, enabling semantic search, decision tracking, and cross-project search. | No signals yet | No commit datelisted | No one-command install · Source |
| 4208 | Unranked | cigarfindermcp · search | Search and compare cigar prices across online retailers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4209 | Unranked | citation-managementskill · search | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations… | No signals yet | No commit datelisted | armory install citation-management --cli claude |
| 4210 | Unranked | city24mcp · search | Estonia's real estate portal providing live property listings with search and geographic filters via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4211 | Unranked | city24-lvmcp · search | Search live Latvia real estate listings with location, property type, price range, area, and floor filters. | No signals yet | No commit datelisted | No one-command install · Source |
| 4212 | Unranked | ckg-agentforcemcp · search | Salesforce AgentForce as a traversable MCP knowledge graph. 40 nodes covering Einstein Trust Layer, Agent Topics, Actions, Data Cloud, and Resolution… | No signals yet | No commit datelisted | armory install ckg-agentforce --cli claude |
| 4213 | Unranked | claude-code-sessionsskill · search | Search, analyze, and manage Claude Code session history. Use when the user wants to find past sessions, check token usage, review tool breakdowns… | No signals yet | No commit datelisted | armory install claude-code-sessions --cli claude |
| 4214 | Unranked | claude-power-bi-mcpmcp · search | Enables Claude Code to read and modify Power BI data models locally, including searching DAX formulas and editing measures through a direct SSAS… | No signals yet | No commit datelisted | No one-command install · Source |
| 4215 | Unranked | claw-recallmcp · search | Persistent, searchable memory for AI agents. Enables agents to recover context after compaction by searching indexed conversations, emails, and files… | No signals yet | No commit datelisted | No one-command install · Source |
| 4216 | Unranked | clinical-mcpmcp · search | Enables clinical workflows including search and summarization of synthetic FHIR patient records, PubMed literature search, and HIPAA Safe Harbor… | No signals yet | No commit datelisted | No one-command install · Source |
| 4217 | Unranked | clipskill · search | OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M… | No signals yet | No commit datelisted | armory install clip --cli claude |
| 4218 | Unranked | cloudflare-docsmcp · search | Connects AI systems to Cloudflare's documentation through Vectorize, enabling semantic search and retrieval of relevant content about Cloudflare… | No signals yet | No commit datelisted | No one-command install · Source |
| 4219 | Unranked | cocktail-glassmcp · search | Searches 500 cocktail recipes, retrieves full recipes, finds drinks by ingredient, and suggests random picks. | No signals yet | No commit datelisted | No one-command install · Source |
| 4220 | Unranked | code-context-v2mcp · search | Enables semantic code search across indexed codebases using natural language queries, with support for CLI and MCP interfaces. | No signals yet | No commit datelisted | No one-command install · Source |
| 4221 | Unranked | code-index-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4222 | Unranked | code-ragmcp · search | A semantic code search MCP server that enables natural language queries against your codebase, supporting features like related file discovery and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4223 | Unranked | codex-context-enginemcp · search | Indexes a workspace and exposes code-navigation tools to Codex, enabling symbol lookup, reference finding, dependency analysis, and security audit for… | No signals yet | No commit datelisted | No one-command install · Source |
| 4224 | Unranked | codex-memory-mcpmcp · search | Local-first, durable knowledge-card RAG for Codex, enabling search, retrieval, and maintenance of reusable experience cards. | No signals yet | No commit datelisted | No one-command install · Source |
| 4225 | Unranked | coinapi-indexesmcp · search | Provides access to comprehensive cryptocurrency market data including real-time prices, historical data, and exchange information. | No signals yet | No commit datelisted | No one-command install · Source |
| 4226 | Unranked | contentflowmcp · search | Search and analyze business podcast transcripts, entities, and speakers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4227 | Unranked | context-gatewaymcp · search | A tiny always-loaded gateway that lets any MCP-capable client discover all context assets on demand via progressive search, avoiding token cost. | No signals yet | No commit datelisted | No one-command install · Source |
| 4228 | Unranked | contextual-aimcp · search | Bridges AI interfaces with Contextual AI's specialized agents to provide RAG capabilities, enabling query processing, intelligent retrieval, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4229 | Unranked | continue-docsmcp · search | Search the Continue knowledge base for documentation, code examples, and API references | No signals yet | No commit datelisted | No one-command install · Source |
| 4230 | Unranked | cooneycw-second-opinionmcp · search | Provides code review and analysis using Google Gemini models with streaming responses, context caching, multi-turn sessions, and web search… | No signals yet | No commit datelisted | No one-command install · Source |
| 4231 | Unranked | copusmcp · search | Search human-curated content recommendations from Copus - The Internet Treasure Map. | No signals yet | No commit datelisted | No one-command install · Source |
| 4232 | Unranked | core-web-vitalsskill · search | Optimize Core Web Vitals (LCP, INP, CLS) for better page experience and search ranking. Use when asked to "improve Core Web Vitals", "fix LCP"… | No signals yet | No commit datelisted | armory install core-web-vitals --cli claude |
| 4233 | Unranked | crossbeammcp · search | Connects to Crossbeam's B2B partnerships platform to query ecosystem data, find partners, analyze account overlaps, surface partner-aware sales… | No signals yet | No commit datelisted | No one-command install · Source |
| 4234 | Unranked | curiopromptmcp · search | Searches Curioprompt to get new, useful and interesting prompts. | No signals yet | No commit datelisted | No one-command install · Source |
| 4235 | Unranked | currenttimeutcmcp · search | Provides UTC time retrieval, timezone conversion, and timezone listing capabilities for accurate time handling and scheduling across multiple… | No signals yet | No commit datelisted | No one-command install · Source |
| 4236 | Unranked | cursidianmcp · search | Enables Cursor agents to read, write, search, and manage local Obsidian vaults via 13 tools with safe writes and direct filesystem access. | No signals yet | No commit datelisted | No one-command install · Source |
| 4237 | Unranked | cursor-local-indexingmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4238 | Unranked | cve-search-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4239 | Unranked | danielenricocahall-lorcanamcp · search | Search, explore, and aggregate Disney Lorcana trading card data. | No signals yet | No commit datelisted | No one-command install · Source |
| 4240 | Unranked | database-schema-designersubagent · search | PROACTIVELY USE this agent when you need to design database schemas, create migration files, optimize database queries, or ensure data integrity. This… | No signals yet | No commit datelisted | armory install database-schema-designer --cli claude |
| 4241 | Unranked | deep-researchskill · search | Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited reports with source attribution… | No signals yet | No commit datelisted | armory install deep-research --cli claude |
| 4242 | Unranked | devflowinc-trievemcp · search | Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai) | No signals yet | No commit datelisted | No one-command install · Source |
| 4243 | Unranked | dicemcp · search | Search for tech jobs on Dice.com, a leading technology career platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 4244 | Unranked | dmayboroda-minimamcp · search | Search and retrieve context from local files for RAG. | No signals yet | No commit datelisted | No one-command install · Source |
| 4245 | Unranked | docimprintmcp · search | Verifiable document intelligence for AI agents. Extract, summarize, claim-check, and notarize PDFs & URLs with cryptographic proofs, cross-document… | No signals yet | No commit datelisted | No one-command install · Source |
| 4246 | Unranked | docrag-mcpmcp · search | Enables Claude to query a local, persistent RAG index over markdown folder trees, exposing the same index used by the docrag CLI for on-device… | No signals yet | No commit datelisted | No one-command install · Source |
| 4247 | Unranked | docscan-mcp-servermcp · search | MCP server that scans, indexes, and semantically searches local documents (PDF, DOCX, images, etc.) using Docling and local vector search. | No signals yet | No commit datelisted | No one-command install · Source |
| 4248 | Unranked | dpesch-mantisbtmcp · search | Manage MantisBT issues, notes, files, tags, and relationships with optional semantic search. | No signals yet | No commit datelisted | No one-command install · Source |
| 4249 | Unranked | el-salvador-docsmcp · search | El Salvador government document search with hybrid semantic and keyword querying. | No signals yet | No commit datelisted | No one-command install · Source |
| 4250 | Unranked | elasticsearch-observabilitysubagent · search | Our expert AI assistant for debugging code (O11y), optimizing vector search (RAG), and remediating security threats using live Elastic data. | No signals yet | No commit datelisted | armory install elasticsearch-observability --cli claude |
| 4251 | Unranked | embassy-of-the-free-mind-sourcelibrary-v2mcp · search | Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source… | No signals yet | No commit datelisted | No one-command install · Source |
| 4252 | Unranked | emile-winemcp · search | Manage your wine cellar — search 100k+ wines, track bottles, and get pairing recommendations. | No signals yet | No commit datelisted | No one-command install · Source |
| 4253 | Unranked | es-hub-signals-mcpmcp · search | Enables AI agents to search and retrieve market signals, revenue ideas, and growth tactics from 2,000+ curated entries across 18 sources. | No signals yet | No commit datelisted | No one-command install · Source |
| 4254 | Unranked | evlekmcp · search | Live Northern Cyprus (KKTC/TRNC) property data — search listings, track price indices, and get market overviews. | No signals yet | No commit datelisted | No one-command install · Source |
| 4255 | Unranked | exa-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4256 | Unranked | exa-searchskill · search | Neural search via Exa MCP for web, code, and company research. Use when the user needs web search, code examples, company intel, people lookup, or… | No signals yet | No commit datelisted | armory install exa-search --cli claude |
| 4257 | Unranked | exa-web-searchmcp · search | MCP server — Web search, research, and data ingestion via Exa API — prefer task-scoped use for broader research after GitHub search and primary docs. | No signals yet | No commit datelisted | No one-command install · Source |
| 4258 | Unranked | faissskill · search | Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index… | No signals yet | No commit datelisted | armory install faiss --cli claude |
| 4259 | Unranked | fellowmcp · search | Connects to Fellow's AI meeting management platform to retrieve meeting summaries, transcripts, action items, participants, and search across past… | No signals yet | No commit datelisted | No one-command install · Source |
| 4260 | Unranked | file-indexer-mcpmcp · search | An HTTP MCP server that indexes large documents into exact-line-numbered sections, enabling AI models to locate, read, summarize, and edit parts of a… | No signals yet | No commit datelisted | No one-command install · Source |
| 4261 | Unranked | findworkflow · search | Search and locate tasks across all orchestrations using various criteria. | No signals yet | No commit datelisted | armory install find --cli claude |
| 4262 | Unranked | firecrawlmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4263 | Unranked | firecrawl-firecrawlmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4264 | Unranked | firecrawl-mcp-servermcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4265 | Unranked | firecrawl-mcp-server-firecrawlmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4266 | Unranked | fsastore-mcpmcp · search | Enables AI agents to search FSA-eligible products on fsastore.com, add them to cart, and place orders only after user confirmation. | No signals yet | No commit datelisted | No one-command install · Source |
| 4267 | Unranked | g-search-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4268 | Unranked | gaokao-helper-worker-mcpmcp · search | Provides read-only access to Guangdong gaokao data, enabling searches for schools, scores, and data files via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4269 | Unranked | gcc-docs-mcp-servermcp · search | An MCP server that indexes Singapore Government GCC documentation and exposes search tools for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 4270 | Unranked | genkit-movie-agentmcp · search | Movie information agent built with Genkit (demonstrates search/data extraction) | No signals yet | No commit datelisted | No one-command install · Source |
| 4271 | Unranked | geo-fundamentalsskill · search | Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity). | No signals yet | No commit datelisted | armory install geo-fundamentals --cli claude |
| 4272 | Unranked | gettreatmenthelpmcp · search | Search SAMHSA-verified addiction and mental health treatment facilities across the U.S. by location, insurance, and treatment type. | No signals yet | No commit datelisted | No one-command install · Source |
| 4273 | Unranked | gh-c5huracan-mcp-findermcp · search | Search and discover 4,500+ MCP servers indexed from npm, PyPI, and the MCP registry. | No signals yet | No commit datelisted | No one-command install · Source |
| 4274 | Unranked | gh-elgorro-aiquilamcp · search | Nextcloud integration for file management, search, calendar, contacts, and system status. | No signals yet | No commit datelisted | No one-command install · Source |
| 4275 | Unranked | gh-fouomene-geodata-placefindermcp · search | Search places, reverse geocode, and find nearby locations via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4276 | Unranked | github-file-search-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4277 | Unranked | gitsimmcp · search | Search, order, and manage eSIM data packages for 190+ countries at wholesale prices. | No signals yet | No commit datelisted | No one-command install · Source |
| 4278 | Unranked | gleanmarkmcp · search | USPTO trademark search with clearance analysis, phonetic matching, and TTAB statistics. | No signals yet | No commit datelisted | No one-command install · Source |
| 4279 | Unranked | glm-coding-planrules · search | GLM Coding Plan - Top-tier open-source coding performance powered by GLM-4.6, the top-ranked model on Code Arena leaderboard. Starting at $3/month… | No signals yet | No commit datelisted | armory install glm-coding-plan --cli claude |
| 4280 | Unranked | google-ads-mcp-3mcp · search | A private, read-only MCP server that enables retrieval and analysis of Google Ads reporting data (campaigns, ad groups, keywords, search terms, cost… | No signals yet | No commit datelisted | No one-command install · Source |
| 4281 | Unranked | google-search-console-mcp-metehan777mcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4282 | Unranked | google-search-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4283 | Unranked | google-workspace-developer-toolsmcp · search | Search and access Google Workspace API documentation and code examples | No signals yet | No commit datelisted | No one-command install · Source |
| 4284 | Unranked | google-workspace-drivemcp · search | Provides access to Google Drive for creating files, reading content, retrieving metadata, and searching. | No signals yet | No commit datelisted | No one-command install · Source |
| 4285 | Unranked | gov-notice-mcpmcp · search | Enables searching, summarizing, and recommending government and public institution notices based on a user profile, with tools for collection and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4286 | Unranked | goveda-patent-searchmcp · search | AI-powered patent intelligence for search and analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 4287 | Unranked | govtribemcp · search | Search U.S. federal, state, and local government procurement data and intelligence. | No signals yet | No commit datelisted | No one-command install · Source |
| 4288 | Unranked | graphrag-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4289 | Unranked | grebmcp · search | Intelligent code search for AI coding assistants | No signals yet | No commit datelisted | No one-command install · Source |
| 4290 | Unranked | gzmo-pimcp · search | Enables Pi to use GZMO's curated memory system, providing tools for memory status, search, recall, and chain operations via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4291 | Unranked | hangang-code-graphmcp · search | MCP server for indexing source code from repositories into a Neo4j graph database and enabling Graph RAG-based search and traversal of functions via… | No signals yet | No commit datelisted | No one-command install · Source |
| 4292 | Unranked | helpdentalmcp · search | Search 10,000+ UK dental practices, compare treatment prices, and find emergency dentists. | No signals yet | No commit datelisted | No one-command install · Source |
| 4293 | Unranked | hubdocsmcp · search | Indexes and validates architecture documentation hubs, enabling agents to query IDs, dependencies, orphans, and broken links without loading the full… | No signals yet | No commit datelisted | No one-command install · Source |
| 4294 | Unranked | hydra-bridgemcp · search | Enables AI agents to control Hydra Launcher programmatically — search games, manage downloads, configure Proton, organize library, and more via 46 MCP… | No signals yet | No commit datelisted | No one-command install · Source |
| 4295 | Unranked | inthreadmcp · search | Agent-to-agent async inbox within a GitHub org, with threaded messages and semantic search over MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4296 | Unranked | iterative-retrievalskill · search | Pattern for progressively refining context retrieval to solve the subagent context problem | No signals yet | No commit datelisted | armory install iterative-retrieval --cli claude |
| 4297 | Unranked | jackkuo666-biorxiv86d7mcp · search | Enables searching and retrieving scientific articles from bioRxiv through keyword-based queries, advanced parameter filtering, and DOI metadata access… | No signals yet | No commit datelisted | No one-command install · Source |
| 4298 | Unranked | jbeshir-amazon-productsmcp · search | Search and retrieve detailed product information from Amazon across 20+ regional sites. | No signals yet | No commit datelisted | No one-command install · Source |
| 4299 | Unranked | jbeshir-uk-supermarketsmcp · search | Search and compare grocery prices across nine UK supermarkets including Tesco, Sainsbury's, Ocado, and Morrisons. | No signals yet | No commit datelisted | No one-command install · Source |
| 4300 | Unranked | jinko-gojinkomcp · search | Travel booking assistant with flights and hotel search capabilities | No signals yet | No commit datelisted | 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.