Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | Unranked | modbus-copilotmcp · search | Ask a Modbus device questions by tag name instead of register number. Provides read-only tools to list devices, search tags, and read values with… | No signals yet | No one-command install · Source | |
| 3202 | Unranked | rag-mcp-server-with-streamable-httpmcp · search | Enables hybrid search (BM25 + semantic with RRF) over documentation, with Thai language support. It exposes MCP tools for adding documents and… | No signals yet | No one-command install · Source | |
| 3203 | Unranked | agentdocketmcp · search | A shared, append-only docket for coordinating coding agents with total order, full-text search, and enforced independence claims via SSH-based remote… | No signals yet | No one-command install · Source | |
| 3204 | Unranked | elasticsearch-logsmcp · search | Read-only MCP server for Elasticsearch log querying. Enables natural language search, filtering, context retrieval, and aggregation of logs. | No signals yet | No one-command install · Source | |
| 3205 | Unranked | code-atlasmcp · search | Multi-language code intelligence MCP server providing structured code analysis including symbol search, references, hierarchies, and change impact… | No signals yet | No one-command install · Source | |
| 3206 | Unranked | lmstudio-agent-mcpmcp · search | Provides local agent capabilities for LM Studio including file I/O, terminal execution, and web search. | No signals yet | No one-command install · Source | |
| 3207 | Unranked | opencode-web-audit-mcpmcp · search | A read-only Python MCP server for authorized website research, structured data extraction, downloadable-document analysis, and content auditing inside… | No signals yet | No one-command install · Source | |
| 3208 | Unranked | fetchmuxmcp · search | Self-hosted retrieval router for AI agents: one MCP/REST endpoint that routes web search across Brave, Tavily, Exa, Firecrawl, and Crossref (BYOK)… | No signals yet | No one-command install · Source | |
| 3209 | Unranked | harpyjamcp · search | A precision code-retrieval MCP server for coding agents working in large, legacy, and air-gapped codebases. It returns exact file and line range… | No signals yet | No one-command install · Source | |
| 3210 | Unranked | opencritic-mcpmcp · search | Enables AI assistants to search for games and retrieve aggregated critic scores, review tiers, and individual reviews from OpenCritic. Provides tools… | No signals yet | No one-command install · Source | |
| 3211 | Unranked | openzim-mcp-server-2mcp · search | OpenZIM MCP Server provides AI models structured, offline access to ZIM format knowledge archives (Wikipedia, Wiktionary, Stack Exchange, Kiwix… | No signals yet | No one-command install · Source | |
| 3212 | Unranked | doorprofit-crime-neighborhood-datamcp · search | US crime safety scores, recent incidents, neighborhood demographics, rent data, and registered-offender search by address. Free tier available. | No signals yet | No one-command install · Source | |
| 3213 | Unranked | business-operations-mcp-servermcp · search | An MCP server exposing internal business operations as tools — task management (create, list, update status) and RAG-style semantic search over an… | No signals yet | No one-command install · Source | |
| 3214 | Unranked | uml-search-mcpmcp · search | Enables searching across UMass Lowell domain for people, website content, places, news, and parsing URLs into markdown. | No signals yet | No one-command install · Source | |
| 3215 | Unranked | library-of-babel-mcpmcp · search | An MCP server that provides access to the Library of Babel, allowing users to retrieve exact page contents by address, search for text to find its… | No signals yet | No one-command install · Source | |
| 3216 | Unranked | music-mcpmcp · search | A local music retrieval MCP server that lets users search, download, and organize songs via natural language, with lyrics matching from NetEase Cloud… | No signals yet | No one-command install · Source | |
| 3217 | Unranked | seosiri-search-governance-mcpmcp · search | MCP server for AI search crawler governance, brand safety, and search infrastructure auditing. Provides tools to audit robots.txt, canonical links… | No signals yet | No one-command install · Source | |
| 3218 | Unranked | web-archive-mcpmcp · search | Persists web fetch and search results as timestamped JSONL files, indexed for full-text search, enabling users to retrieve and search across archived… | No signals yet | No one-command install · Source | |
| 3219 | Unranked | seosiri-keyword-cluster-mcpmcp · search | Enables semantic keyword clustering, search intent classification, cannibalization detection, and topical authority mapping for SEO workflows. | No signals yet | No one-command install · Source | |
| 3220 | Unranked | personal-mcp-bridgemcp · search | Enables safe, read-only browsing of allowlisted local directories through MCP, providing tools to list roots, read files, and search text. | No signals yet | No one-command install · Source | |
| 3221 | Unranked | mailindex-mcpmcp · search | A self-hosted mail client MCP server that indexes email in PostgreSQL, enabling AI agents to search, move, mark, delete, and draft messages with bulk… | No signals yet | No one-command install · Source | |
| 3222 | Unranked | graph-mcpmcp · search | Exposes a Neo4j knowledge-graph index over personal markdown notes to LLM agents via MCP, enabling semantic search, tag navigation, and relationship… | No signals yet | No one-command install · Source | |
| 3223 | Unranked | terminus-mcpmcp · search | Enables agents to create and publish content to a Terminus instance, including screen and playlist management, discovery, and documentation search. | No signals yet | No one-command install · Source | |
| 3224 | Unranked | knowledge-assistant-mcpmcp · search | Enables AI assistants to interact with local documents (PDF, Markdown, TXT) through tools for discovery, reading, extraction, summarization… | No signals yet | No one-command install · Source | |
| 3225 | Unranked | surveyhub-mcpmcp · search | Aggregates multiple cyberspace search engines (FOFA, Quake, Hunter, ZoomEye) into a unified MCP server, enabling asset search, pagination, statistics… | No signals yet | No one-command install · Source | |
| 3226 | Unranked | provespec-mcpmcp · search | Enables agents to fetch specifications from the public ProveSpec catalog, search and retrieve specs, and grade their own implementations against… | No signals yet | No one-command install · Source | |
| 3227 | Unranked | provespec-mcp-2mcp · search | Enables agents to fetch specifications from the public ProveSpec catalog, search and retrieve specs, and grade their own implementations against… | No signals yet | No one-command install · Source | |
| 3228 | Unranked | corpuskitmcp · search | Enables AI coding agents to search documentation and query constraints via MCP tools kr_search and kr_constraints. | No signals yet | No one-command install · Source | |
| 3229 | Unranked | medical-ai-assistant-mcpmcp · search | Enables querying medical documents stored in Qdrant using semantic retrieval, allowing users to search PubMed articles through the Model Context… | No signals yet | No one-command install · Source | |
| 3230 | Unranked | agent-skillsmcp · search | Retrieval-only MCP server that turns any knowledge source (Obsidian vault, notes, reference sets) into searchable Qdrant-backed skills, exposing… | No signals yet | No one-command install · Source | |
| 3231 | Unranked | sacred-texts-mcpmcp · search | Semantic search and comparative retrieval over a multi-tradition corpus of sacred and foundational texts, exposed as an MCP server. | No signals yet | No one-command install · Source | |
| 3232 | Unranked | jobfinder-mcpmcp · search | Enables searching job listings, tracking applications, managing resumes, and tailoring resumes to job posts, all locally via MCP. | No signals yet | No one-command install · Source | |
| 3233 | Unranked | pixelrag-mcp-servermcp · search | A visual Retrieval-Augmented Generation MCP server that renders web pages, PDFs, and design screenshots into visual tiles and enables natural language… | No signals yet | No one-command install · Source | |
| 3234 | Unranked | search-boxmcp · search | Provides keyless, privacy-focused web search through DuckDuckGo and SearxNG via MCP, with token-efficient tool discovery and caching. | No signals yet | No one-command install · Source | |
| 3235 | Unranked | eight-mcp-communitymcp · search | Provides tools to search for people using registered business cards and the public Eight network. Enables LLMs to query person information while… | No signals yet | No one-command install · Source | |
| 3236 | Unranked | local-realtime-searchmcp · search | Local-first realtime web research MCP for LM Studio with keyless SearXNG, clickable citations, adaptive deep research, provider health, and one-click… | No signals yet | No one-command install · Source | |
| 3237 | Unranked | slugline-mcpmcp · search | Enables screenwriters to search for similar scenes, fetch scene details, list indexed movies, find mood reference scenes, and get analysis style… | No signals yet | No one-command install · Source | |
| 3238 | Unranked | x402-codesearch-mcpmcp · search | Enables free indexing of repository files into a live semantic code search Worker via the index_code tool, while semantic search requires calling the… | No signals yet | No one-command install · Source | |
| 3239 | Unranked | tavily-cloud-mcpmcp · search | A cloud MCP server providing Tavily-powered tools for web search, extraction, crawling, mapping, and research, with multi-key load balancing… | No signals yet | No one-command install · Source | |
| 3240 | Unranked | documind-mcpmcp · search | A citation-grounded RAG server for internal documentation that exposes retrieval tools and resources via the Model Context Protocol, enabling any MCP… | No signals yet | No one-command install · Source | |
| 3241 | Unranked | arr-mcpmcp · search | MCP server to manage your *ARR media stack (Radarr, Sonarr, Lidarr, Readarr, Prowlarr) for searching, adding, and managing movies, TV shows, music… | No signals yet | No one-command install · Source | |
| 3242 | Unranked | repo-ragmcp · search | Enables conversational queries about a GitHub user's profile, using lazy indexing and tool calls to retrieve repository info and file contents, with… | No signals yet | No one-command install · Source | |
| 3243 | Unranked | l402-search-mcpmcp · search | Provides a pay-per-query web search tool for AI agents via Lightning Network sats, enabling no-KYC, account-free searches through the MCP protocol. | No signals yet | No one-command install · Source | |
| 3244 | Unranked | agentos-knowledge-mcp-servermcp · search | Provides document search, context retrieval, and indexing tools for AgentOS agents to query pharma documents with grounded citations. | No signals yet | No one-command install · Source | |
| 3245 | Unranked | priorart-triage-agentmcp · search | Enables prior-art searches on granted US patent claims. Given an invention description, it returns a grounded memo with citations, verifying each… | No signals yet | No one-command install · Source | |
| 3246 | Unranked | greatnxy-web-search-mcpmcp · search | A focused MCP server that provides a single web_search tool for web searches, integrating Tavily and Brave with automatic fallback and key rotation. | No signals yet | No one-command install · Source | |
| 3247 | Unranked | agent-web-search-mcpmcp · search | Enables MCP-compatible agents to perform web searches via the agent-web-search engine, returning ranked results with sources. | No signals yet | No one-command install · Source | |
| 3248 | Unranked | confluent-support-rag-mcp-servermcp · search | An MCP server that provides hybrid search over Confluent support articles and lets AI assistants save solved problems back into the knowledge base. | No signals yet | No one-command install · Source | |
| 3249 | Unranked | paperpilot-aimcp · search | MCP server for semantic research: search arXiv, fetch papers, and answer questions grounded in the actual paper text via RAG tools, resources, and… | No signals yet | No one-command install · Source | |
| 3250 | Unranked | cruxmcp · search | Provides a local-first code indexing and search engine for coding agents via MCP, enabling precise codebase queries, symbol lookup, and… | No signals yet | No one-command install · Source | |
| 3251 | Unranked | lorcana-mcp-playtest-platformmcp · search | Enables AI agents to play Disney Lorcana TCG matches over MCP, with tools for card search, deck validation, match creation, state observation, legal… | No signals yet | No one-command install · Source | |
| 3252 | Unranked | journal-search-mcpmcp · search | MCP server for searching and verifying academic journal PDFs. It uses Tavily search and Gemini Flash Lite to analyze PDF content and return structured… | No signals yet | No one-command install · Source | |
| 3253 | Unranked | real-time-youtube-script-generator-mcp-servermcp · search | Generates production-ready short video scripts from real-time web search data using Tavily and Gemini, exposed as MCP tools. | No signals yet | No one-command install · Source | |
| 3254 | Unranked | l4d2-workshop-mirror-mcpmcp · search | Enables one-click download of L4D2 workshop campaigns via MCP, including search, campaign detection, dependency resolution, and dead map blocking… | No signals yet | No one-command install · Source | |
| 3255 | Unranked | ai-model-catalog-mcp-servermcp · search | Provides a live, audited catalog of AI models from NVIDIA NIM, OpenRouter, Nous Portal, and other providers, enabling search, retrieval, and usage… | No signals yet | No one-command install · Source | |
| 3256 | Unranked | agentsearch-mcpmcp · search | Remote MCP connector for AgentSearch API that exposes web search, instant answers, and URL-to-clean-text fetching as typed MCP tools for agents and… | No signals yet | No one-command install · Source | |
| 3257 | Unranked | storebridge-mcpmcp · search | Provides MCP tools to search and retrieve Apple App Store and Google Play app data, including app details, reviews, charts, developer info, and ASO… | No signals yet | No one-command install · Source | |
| 3258 | Unranked | mundane-mcpmcp · search | Exposes the Mundane agent-to-human marketplace as MCP tools, enabling agents to post tasks, search workers, and make offers. | No signals yet | No one-command install · Source | |
| 3259 | Unranked | internet-archive-mcpmcp · search | Full-coverage MCP server for Internet Archive, enabling search, metadata lookup, collection browsing, and Wayback Machine snapshot retrieval via 13… | No signals yet | No one-command install · Source | |
| 3260 | Unranked | hpr-knowledge-base-mcp-servermcp · search | Provides search and retrieval of Hacker Public Radio episodes, transcripts, hosts, and series via MCP tools and resources, with fuzzy matching and… | No signals yet | No one-command install · Source | |
| 3261 | Unranked | hirejackmcp · search | Tech job market intelligence platform providing job search, company profiles, salary benchmarking, and hiring trend analysis. | No signals yet | No one-command install · Source | |
| 3262 | Unranked | run-it-on-aimcp · search | Read-only MCP connector that serves the Run It on AI book. The index and Implementation Blocks are free; full chapters and playbooks unlock with a… | No signals yet | No one-command install · Source | |
| 3263 | Unranked | secondbrainbridgemcp · search | Lets ChatGPT search and reason over your local Obsidian Markdown vault through natural language, with tools for search, Q&A, note retrieval… | No signals yet | No one-command install · Source | |
| 3264 | Unranked | colyseus-docs-mcpmcp · search | Provides AI agents with access to the Colyseus documentation, enabling searching, reading, and listing of documentation pages. | No signals yet | No one-command install · Source | |
| 3265 | Unranked | rag-chatbot-mcp-servermcp · search | Exposes a local RAG document index as MCP tools (ask, search, rebuild_index, status) for MCP clients like Claude Desktop and Claude Code to query your… | No signals yet | No one-command install · Source | |
| 3266 | Unranked | ai-tool-hunter-mcpmcp · search | Exposes AI Tool Hunter's search as an MCP tool, enabling users to find AI tools by use case and list categories through their IDE or AI assistant. | No signals yet | No one-command install · Source | |
| 3267 | Unranked | obsidianconnectormcp · search | Provides local MCP access to registered Obsidian vaults, enabling Markdown note operations like reading, writing, searching, and managing notes via… | No signals yet | No one-command install · Source | |
| 3268 | Unranked | yandex-cloud-docs-mcpmcp · search | Provides offline, read-only full-text search over a local Yandex Cloud documentation checkout via MCP, with ranked search, line-numbered excerpts, and… | No signals yet | No one-command install · Source | |
| 3269 | Unranked | impresso-mcpmcp · search | Provides access to the impresso corpus of digitized historical newspapers, enabling article search with keyword-in-context snippets, filtering… | No signals yet | No one-command install · Source | |
| 3270 | Unranked | akd-vaultpdf-mcpmcp · search | Provides tools to analyze local PDFs and CSVs (page count, text search, scoring, column stats) with strict refusal to guess ambiguous data. Requires a… | No signals yet | No one-command install · Source | |
| 3271 | Unranked | nexla-document-qa-mcpmcp · search | A local MCP server that answers natural language questions over a collection of research PDFs, using semantic retrieval and Gemini for grounded… | No signals yet | No one-command install · Source | |
| 3272 | Unranked | agentic-log-search-platformmcp · search | Enables ingestion and full-text search of Windows application logs via MCP tools. Supports dual-backend indexing with Elasticsearch and SQLite for… | No signals yet | No one-command install · Source | |
| 3273 | Unranked | calibremcpmcp · search | FastMCP 3.2 MCP server for Calibre e-book library management — AI-assisted search, RAG, and agentic workflows. | No signals yet | No one-command install · Source | |
| 3274 | Unranked | meet-memorymcp · search | Turns Google Calendar history into a searchable people CRM, enabling queries about meeting patterns, relationships, and contacts through natural… | No signals yet | No one-command install · Source | |
| 3275 | Unranked | ai-papers-mcpmcp · search | Enables searching and reading of AI/ML papers from conference proceedings and arxiv, with tools for full-text search, table of contents, and content… | No signals yet | No one-command install · Source | |
| 3276 | Unranked | gemini-enterprise-mcp-toolsmcp · search | An Omni Agent MCP server that provides AI models with 8 external tools for real-time data retrieval, Wikipedia search, and arithmetic operations… | No signals yet | No one-command install · Source | |
| 3277 | Unranked | douyin-transcript-mcpmcp · search | Enables transcribing public Douyin videos to text using a local AI model, providing read-only tools for transcription, search, and listing. | No signals yet | No one-command install · Source | |
| 3278 | Unranked | policy-corpusmcp · search | Read-only MCP server providing 5 tools for hybrid search, clause retrieval, policy versioning, code lookup, and plan rider override queries over a… | No signals yet | No one-command install · Source | |
| 3279 | Unranked | second-brain-control-plane-mcp-servermcp · search | Provides semantic search, note retrieval, source explanation, daily digests, and health checks for a local Obsidian vault, enabling MCP clients like… | No signals yet | No one-command install · Source | |
| 3280 | Unranked | uk-rail-mcpmcp · search | Provides live UK rail data including station search, departures, arrivals, service details, and pre-filled Trainline booking links. | No signals yet | No one-command install · Source | |
| 3281 | Unranked | kb-rag-mcpmcp · search | Standalone MCP server exposing agentic-RAG tools (hybrid search, article retrieval, category listing) over a pgvector-backed knowledge base with… | No signals yet | No one-command install · Source | |
| 3282 | Unranked | mcp-rag-integrationsmcp · search | Enables modular retrieval-augmented generation with multiple data sources (documents, FAQ, status) and dynamic routing using Gemini or fallback. | No signals yet | No one-command install · Source | |
| 3283 | Unranked | chroniclemcp · search | A local-first personal archive with a read-only MCP gateway that preserves files and AI conversations, derives evidence-linked memory candidates using… | No signals yet | No one-command install · Source | |
| 3284 | Unranked | element-plus-docs-mcpmcp · search | A local MCP server that provides tools to query Element Plus component documentation, enabling listing, retrieval, and search of component docs. | No signals yet | No one-command install · Source | |
| 3285 | Unranked | mandarake-surugaya-mcpmcp · search | Enables AI agents to search Mandarake auctions and Suruga-ya for used hobby items, and compare prices between the two platforms in real time. | No signals yet | No one-command install · Source | |
| 3286 | Unranked | mdctxmcp · search | A zero-ML-dependency keyword index MCP server for markdown context files, enabling fast search and retrieval of relevant files using RAKE and BM25… | No signals yet | No one-command install · Source | |
| 3287 | Unranked | opslens-ai-mcp-servermcp · search | Provides MCP tools to search engineering runbooks and historical incidents using semantic retrieval, supporting evidence-grounded incident… | No signals yet | No one-command install · Source | |
| 3288 | Unranked | xilinx-ragmcp · search | An MCP server for AI-driven hybrid search over Xilinx/AMD FPGA documentation, enabling assistants to retrieve datasheets, user guides, and application… | No signals yet | No one-command install · Source | |
| 3289 | Unranked | google-forms-mcp-extendedmcp · search | Enables creating, editing, publishing, and inspecting Google Forms from Codex, with 22 tools for question authoring, quizzes, media, item management… | No signals yet | No one-command install · Source | |
| 3290 | Unranked | site-knowledgemcp · search | Crawls a website, indexes its content, and answers questions with cited sources over MCP. | No signals yet | No one-command install · Source | |
| 3291 | Unranked | hybris-log-mcpmcp · search | MCP server for reading and searching SAP Commerce Cloud (CCV2) logs stored in Azure Blob Storage, enabling log listing, retrieval, and regex search… | No signals yet | No one-command install · Source | |
| 3292 | Unranked | worcester-gis-mcpmcp · search | Enables querying and exploring the City of Worcester's open data portal (ArcGIS Hub) through natural language, including dataset search, type… | No signals yet | No one-command install · Source | |
| 3293 | Unranked | vault-graph-mcpmcp · search | Enables AI agents to explore and analyze a markdown vault as a traversable knowledge graph, with tools for searching, traversing, and finding implicit… | No signals yet | No one-command install · Source | |
| 3294 | Unranked | chronicle-2mcp · search | Aggregates personal events from multiple sources into a unified timeline and exposes them via MCP for AI assistant retrieval. | No signals yet | No one-command install · Source | |
| 3295 | Unranked | yeosugaja-travel-mcpmcp · search | Enables search and retrieval of verified Yeosu travel itineraries, points of interest, and transport schedules via a read-only MCP server backed by… | No signals yet | No one-command install · Source | |
| 3296 | Unranked | pilotmcp · search | Delivers rutter — organizational, team, and personal knowledge bundles — to AI coding agents via CLI and stdio MCP, providing context and search… | No signals yet | No one-command install · Source | |
| 3297 | Unranked | bharatnetmcp · search | MCP server for internet access across Western and Indian platforms, enabling reading, searching, and hot content retrieval from stocks, news… | No signals yet | No one-command install · Source | |
| 3298 | Unranked | cubesugar-musicmcp · search | A NAS music library downloader shell that aggregates multiple sources, writes ID3 tags, and exposes MCP tools for AI agents to search, download, and… | No signals yet | No one-command install · Source | |
| 3299 | Unranked | mol-open-data-mcpmcp · search | Enables querying Taiwan's Ministry of Labor open data, including lists of companies violating labor laws with fuzzy search, and searching/querying… | No signals yet | No one-command install · Source | |
| 3300 | Unranked | repopilot-mcp-servermcp · search | Enables interaction with indexed Python repositories through MCP tools for repository map, symbol search, file reading, and reference lookup. | 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.