Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | Unranked | ai-office-assistantmcp · search | An AI-powered office assistant using LLM, RAG, and MCP tools to answer weather queries, retrieve information from documents, and automatically… | No signals yet | No one-command install · Source | |
| 3302 | Unranked | screpy-seo-mcpmcp · search | SEO MCP connects AI assistants to Search Console, technical SEO audits, crawl insights, Core Web Vitals, and uptime data. | No signals yet | No one-command install · Source | |
| 3303 | Unranked | google-flights-mcp-2mcp · search | Search Google Flights for one-way, round-trip and multi-city fares, with offline airport lookup and nearby-airport resolution. | No signals yet | No one-command install · Source | |
| 3304 | 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 | |
| 3305 | Unranked | icepak-mcpmcp · search | Enables AI assistants to interact with ANSYS Icepak through natural language commands, supporting geometry import, material assignment, thermal loads… | No signals yet | No one-command install · Source | |
| 3306 | Unranked | yliyun-mcp-servermcp · search | Exposes cloud drive file search, read/write, sharing, tagging, and more via the standardized MCP protocol, enabling AI clients like Claude Desktop and… | No signals yet | No one-command install · Source | |
| 3307 | Unranked | obsidian-knowledge-mcpmcp · search | Enables hybrid vector-BM25 search and retrieval of Obsidian vault knowledge notes, allowing AI assistants like Claude to efficiently access relevant… | No signals yet | No one-command install · Source | |
| 3308 | Unranked | travel-agentmcp · search | Enables travel-related queries and planning including weather, train and flight information, itinerary generation, and travel knowledge retrieval via… | No signals yet | No one-command install · Source | |
| 3309 | Unranked | pikasimmcp · search | Browse, compare, and purchase eSIMs for 190+ countries via AI agents. 12 tools for searching 2,300+ data plans, checking coverage, and buying eSIMs… | No signals yet | No one-command install · Source | |
| 3310 | Unranked | creative-assets-mcpmcp · search | Enforces consistent, governed asset selection for Claude by providing tools for search, retrieval, transformation, and governance of icons and brand… | No signals yet | No one-command install · Source | |
| 3311 | Unranked | aistoragedepotmcp · search | Your team's prompt, rules, skills & docs library exposed over MCP (search_library + get_item); mark items "/" and they become slash commands. Free for… | No signals yet | No one-command install · Source | |
| 3312 | Unranked | computer-indexmcp · search | A personal file-indexing MCP server that provides semantic and keyword search over a file index, plus file content lookup and browsing. It enables… | No signals yet | No one-command install · Source | |
| 3313 | Unranked | mmwragmcp · search | Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers. | No signals yet | No one-command install · Source | |
| 3314 | Unranked | it-glue-mcp-servermcp · search | Provides Claude with access to IT Glue documentation and asset management, enabling searching and retrieval of organizations, configurations… | No signals yet | No one-command install · Source | |
| 3315 | Unranked | neyvia-pdf-studiomcp · search | Interactive PDF workspace shared by a human operator and an AI agent, enabling navigation, search, text extraction, annotations, form filling, and… | No signals yet | No one-command install · Source | |
| 3316 | Unranked | ragvaultmcp · search | MCP server for local-first RAG over Obsidian vaults, enabling AI agents to search and ask questions about notes with grounded citations. | No signals yet | No one-command install · Source | |
| 3317 | Unranked | hypertxt-mcpmcp · search | Provides MCP-compatible agents with a deliberately scoped content-operations toolset for managing Hypertxt projects, articles, and Google Search… | No signals yet | No one-command install · Source | |
| 3318 | Unranked | mcp-code-shrinkermcp · search | A semantic context compiler MCP server that provides stratified L0-L3 code context with exact-source escalation, enabling project analysis, symbol… | No signals yet | No one-command install · Source | |
| 3319 | Unranked | zotero-fulltext-mcpmcp · search | Enables searching and reading full text of papers in a Zotero library by converting PDF attachments to Markdown and exposing a full-text search index… | No signals yet | No one-command install · Source | |
| 3320 | Unranked | american-default-research-mcp-servermcp · search | Exposes 96 economic distress indicators, the American Distress Index (ADI), and county-level distress scores for all 3,144 U.S. counties to… | No signals yet | No one-command install · Source | |
| 3321 | Unranked | c-lectures-mcpmcp · search | Enables semantic search over transcribed C++ lecture fragments with clickable YouTube timestamps, allowing users to retrieve and cite specific moments… | No signals yet | No one-command install · Source | |
| 3322 | Unranked | shortlist-price-index-mcpmcp · search | Provides AI agents with verified, monthly software pricing data for categories like VPNs and cloud backup, enabling price comparisons and identifying… | No signals yet | No one-command install · Source | |
| 3323 | Unranked | creativescope-mcpmcp · search | Mobile-game ad creative intelligence for MCP-enabled agents, providing live access to creative search, rankings, advertiser profiles, and AI analysis… | No signals yet | No one-command install · Source | |
| 3324 | Unranked | rag-knowledge-mcpmcp · search | Connects RAG knowledge bases to Claude Desktop and Claude Code, allowing retrieval-augmented generation from ingested documents. | No signals yet | No one-command install · Source | |
| 3325 | Unranked | ecommerce-promptsmcp · search | Provides AI assistants with access to a library of 924 free ecommerce marketing prompts across 43 categories, enabling tools to list collections… | No signals yet | No one-command install · Source | |
| 3326 | Unranked | karstmcp · search | MCP server for local codebase analysis, enabling semantic code search, impact analysis, and pack-scoped retrieval with cited file:line results. | No signals yet | No one-command install · Source | |
| 3327 | Unranked | keytomic-mcpmcp · search | Enables AI clients to perform bounded website Quick Audits via MCP tools, covering crawlability, indexability, and metadata. | No signals yet | No one-command install · Source | |
| 3328 | Unranked | reddit-mcp-2mcp · search | Enables reading subreddit posts, comments, user profiles, searching Reddit, and submitting posts, comments, or votes via natural language commands. | No signals yet | No one-command install · Source | |
| 3329 | Unranked | grepnotesmcp · search | Enables coding agents to search local notes via BM25 keyword ranking, returning relevant passages with file paths and line numbers, fully offline with… | No signals yet | No one-command install · Source | |
| 3330 | Unranked | recipe-shoplist-mcpmcp · search | Turns a natural language meal request into a structured recipe and a categorized shopping list with optional search links for grocery stores. | No signals yet | No one-command install · Source | |
| 3331 | Unranked | project-lore-mcpmcp · search | Routes coding agents to the most relevant project documentation (decisions, intent, constraints) with provenance and freshness, providing tools for… | No signals yet | No one-command install · Source | |
| 3332 | Unranked | memsearch-mcpmcp · search | Provides hybrid vector+BM25+reranker search and index-refresh tools over agent memory stored in markdown files, enabling forge agents to query memory… | No signals yet | No one-command install · Source | |
| 3333 | Unranked | joshuasundance-paper-chasermcp · search | Academic research toolkit for paper discovery, citation graph traversal, reference repair, and regulatory document retrieval. | No signals yet | No one-command install · Source | |
| 3334 | Unranked | paper-chaser-mcpmcp · search | Enables AI assistants to conduct academic research workflows such as paper discovery, literature mapping, citation chasing, author pivots, citation… | No signals yet | No one-command install · Source | |
| 3335 | Unranked | ragmcp · search | A CLI tool and MCP server that turns markdown documentation into a searchable, queryable knowledge base. | No signals yet | No one-command install · Source | |
| 3336 | Unranked | synchronitymcp · search | Enables AI assistants to search, compare, and buy products across connected WooCommerce stores with human-in-the-loop approval. | No signals yet | No one-command install · Source | |
| 3337 | Unranked | appdexmcp · search | Query iOS App Store revenue and download estimates for any app directly from your agent. Two tools: estimate_app returns monthly revenue and downloads… | No signals yet | No one-command install · Source | |
| 3338 | Unranked | dap-bellwethermcp · search | MCP server that aggregates and serves regulatory changes from Canadian, US, UK, and EU financial regulators via read-only tools for search, recent… | No signals yet | No one-command install · Source | |
| 3339 | Unranked | serpdivemcp · search | Real-time web search with answer-ready results for Claude, Cursor and any MCP client. A Tavily alternative: same speed, 20.2% fewer tokens, higher… | No signals yet | armory install serpdive --cli claude | |
| 3340 | Unranked | hf-papers-mcpmcp · search | Enables assistants to search, fetch daily curated lists, retrieve metadata, and generate citations for Hugging Face papers. | No signals yet | No one-command install · Source | |
| 3341 | Unranked | githunt-mcpmcp · search | GitHunt MCP gives AI assistants access to developer talent-discovery engine. Search a pool of millions of GitHub developers by location, role, and… | No signals yet | No one-command install · Source | |
| 3342 | Unranked | fred-economic-intelligence-mcpmcp · search | An MCP server that provides economic intelligence using FRED data, including series search, metadata, observations, comparisons, and a curated… | No signals yet | No one-command install · Source | |
| 3343 | Unranked | contextslivermcp · search | An MCP server that indexes codebases into a local graph and provides on-demand context retrieval for AI coding agents, reducing token usage by… | No signals yet | No one-command install · Source | |
| 3344 | Unranked | healthcare-document-intelligence-mcp-servermcp · search | Enables document search, grounded question answering, summarization, patient timeline extraction, and PHI redaction for healthcare documents using… | No signals yet | No one-command install · Source | |
| 3345 | Unranked | ask-saminmcp · search | Enables users to search Samin Yasar's video library and receive full-video recommendations grounded in transcript evidence with links to exact matched… | No signals yet | No one-command install · Source | |
| 3346 | Unranked | mcp-knowledge-servicemcp · search | Provides hybrid retrieval (dense + BM25 + RRF) with collection-based isolation and document ingestion for private knowledge access via MCP. | No signals yet | No one-command install · Source | |
| 3347 | Unranked | kosis-mcpmcp · search | Enables querying Korean official statistics from KOSIS via natural language in MCP clients like Claude Desktop, wrapping the KOSIS OpenAPI for search… | No signals yet | No one-command install · Source | |
| 3348 | Unranked | grok-searxng-adapter-mcpmcp · search | MCP server that enables web search via Grok's web_search tool and web page fetching via Firecrawl, with configurable options for search mode and… | No signals yet | No one-command install · Source | |
| 3349 | Unranked | gingsisi-agentshivemcp · search | DescriptiShared knowledge cache for AI agents — cache-first search saves tokens and avoids redundant web searches. Cross-agent deduplication with… | No signals yet | No one-command install · Source | |
| 3350 | Unranked | mcp-rule-enginemcp · search | Captures code modifications via AST analysis, generates reusable rules, and injects them into AI agent context with version audit and token-budgeted… | No signals yet | No one-command install · Source | |
| 3351 | Unranked | singleops-mcpmcp · search | Enables reading operations, searching clients, and creating leads in SingleOps, the US green-industry field-service platform, through natural language… | No signals yet | No one-command install · Source | |
| 3352 | Unranked | job-source-mcpmcp · search | Searches job listings from Taiwanese job boards (104 and Yourator) and returns normalized results. | No signals yet | No one-command install · Source | |
| 3353 | Unranked | iconify-mcpmcp · search | Enables searching, fetching SVG, and discovering icons from Iconify's 200,000+ icon library across 150+ sets. | No signals yet | No one-command install · Source | |
| 3354 | Unranked | repozip-aimcp · search | MCP server providing an AI repository index for codebase reasoning, with tools for search and change prediction via a compact AST-based index. | No signals yet | No one-command install · Source | |
| 3355 | Unranked | authoring-mcpmcp · search | Enables drafting investment reports with inline citations from search sources, refining sections, and exporting drafts. | No signals yet | No one-command install · Source | |
| 3356 | Unranked | docagentmcp · search | Enables document retrieval, OCR, web search, and calculator tools via a RAG pipeline and LangGraph agent, all running locally with Ollama. | No signals yet | No one-command install · Source | |
| 3357 | 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 | |
| 3358 | Unranked | slovenian-law-mcp-servermcp · search | Enables querying 40 Slovenian statutes with full-text search, provision retrieval, and EU law integration, providing verified references from official… | No signals yet | No one-command install · Source | |
| 3359 | Unranked | maltese-law-mcpmcp · search | Provides AI-readable access to over 5,000 Maltese statutes and 56,000 provisions from legislation.mt, enabling natural language search and… | No signals yet | No one-command install · Source | |
| 3360 | Unranked | cypriot-law-mcpmcp · search | Provides search and retrieval of Cypriot legal compliance sources from primary government and EU portals, enabling access to legislation, EU… | No signals yet | No one-command install · Source | |
| 3361 | Unranked | liechtenstein-law-mcp-servermcp · search | Enables natural language search and retrieval of Liechtenstein statutes and provisions, with citation validation, cross-referencing, and EU/EEA law… | No signals yet | No one-command install · Source | |
| 3362 | Unranked | nfl-data-mcpmcp · search | A factual NFL data server that provides player search, profiles, statistics, schedules, rosters, and more via MCP tools, with automatic on-demand… | No signals yet | No one-command install · Source | |
| 3363 | Unranked | bazhuayu-mcpmcp · search | Converts natural language collection requests into cloud scraping tasks by searching templates, validating parameters, executing tasks, and exporting… | No signals yet | No one-command install · Source | |
| 3364 | Unranked | mcp-doe-pimcp · search | Allows querying the Diário Oficial do Estado do Piauí (DOE-PI) in natural language: list editions, search content, and read full texts without… | No signals yet | No one-command install · Source | |
| 3365 | Unranked | odoo-mcp-skeletonmcp · search | A Python-based MCP server for interacting with Odoo ERP, offering example tools such as health checks, customer search, customer details, and listing… | No signals yet | No one-command install · Source | |
| 3366 | Unranked | omp-mcpmcp · search | Wraps Oh My Pi built-in tools (read, write, edit, bash, grep, etc.) as MCP tools, enabling file operations, shell commands, web search, and agent… | No signals yet | No one-command install · Source | |
| 3367 | Unranked | stardew-mcpmcp · search | Exposes the Stardew Valley Wiki as structured data via MCP tools for keyword/semantic search, page retrieval, and entity listings. | No signals yet | No one-command install · Source | |
| 3368 | Unranked | earsay-mcpmcp · search | Provides voice transcription control and polling for MCP-compatible agents, enabling start/stop/pause/resume and retrieval of new text via tools. | No signals yet | No one-command install · Source | |
| 3369 | Unranked | things3-mcpmcp · search | Connects Claude to Things 3 on macOS, allowing to add to-dos and projects, search, open lists, and read Today/Upcoming/Inbox via natural language. | No signals yet | No one-command install · Source | |
| 3370 | Unranked | pingrep-mcp-servermcp · search | Connects AI tools to PingRep AI Representatives, enabling profile retrieval, directory search, Q&A, and contact management. | No signals yet | No one-command install · Source | |
| 3371 | Unranked | veezeemcp · search | Real-time LinkedIn, X (Twitter) and Reddit data for AI agents: profiles, companies, people search, tweets, subreddits, and search. Free start… | No signals yet | No one-command install · Source | |
| 3372 | Unranked | atcoder-mcp-servermcp · search | Read-only MCP server for accessing AtCoder problem statements and samples, enabling problem retrieval and search without contest interference. | No signals yet | No one-command install · Source | |
| 3373 | Unranked | ripper-mcpmcp · search | Exposes Ripper CRM tools (contacts, listings, tasks, notes, timeline, search) to any MCP client via a dynamic tool catalog. | No signals yet | No one-command install · Source | |
| 3374 | Unranked | lilygo-doc-mcpmcp · search | Provides tools to search and retrieve LILYGO hardware documentation, including product listings, full specs, and sectioned guides, with live fetching… | No signals yet | No one-command install · Source | |
| 3375 | Unranked | mcp-documentacaomcp · search | MCP server that indexes technical documents and provides hybrid search (vector + BM25) for retrieval only, without generation. | No signals yet | No one-command install · Source | |
| 3376 | Unranked | bioevidence-mcpmcp · search | Evidence-grounded biomedical retrieval and summarization through the Model Context Protocol, enabling queries for biomedical evidence with… | No signals yet | No one-command install · Source | |
| 3377 | Unranked | og-memory-rag-mcpmcp · search | A thin MCP client that provides a search_kb tool for querying a remote oG-Memory knowledge base, enabling any agent to retrieve relevant information… | No signals yet | No one-command install · Source | |
| 3378 | Unranked | docsonarmcp · search | A local document search MCP server that indexes folders and provides hybrid keyword+semantic search, enabling users to chat with their documents via… | No signals yet | No one-command install · Source | |
| 3379 | Unranked | mcp-docqa-servermcp · search | An MCP server that provides semantic search over a document corpus, enabling AI clients to retrieve and cite relevant chunks from indexed documents… | No signals yet | No one-command install · Source | |
| 3380 | Unranked | work-memo-mcpmcp · search | Enables natural language search over business knowledge notes (Markdown files) via the Model Context Protocol, using Cloudflare AI Search for… | No signals yet | No one-command install · Source | |
| 3381 | Unranked | snifa-mcp-servermcp · search | Connects Claude to public environmental enforcement data from Chile's Superintendencia del Medio Ambiente (SNIFA), enabling search and retrieval of… | No signals yet | No one-command install · Source | |
| 3382 | Unranked | ai-research-paper-assistantmcp · search | Enables asking questions about foundational AI/ML research papers, with retrieval-augmented generation and an agentic layer for complex queries, via… | No signals yet | No one-command install · Source | |
| 3383 | Unranked | furunavi-mcp-communitymcp · search | An unofficial MCP server for the Furusato Nozei site 'Furunavi', enabling product search, detail retrieval, browser login, and favorite management. | No signals yet | No one-command install · Source | |
| 3384 | Unranked | rag-factorymcp · search | Automated RAG pipeline optimization and serving. It interviews users, builds and evaluates candidate configurations on their data, and registers the… | No signals yet | No one-command install · Source | |
| 3385 | Unranked | quick-kg-mcp-servermcp · search | Enables AI agents to automatically crawl online documentation, build local knowledge graphs, and semantic indexes to quickly establish a project… | No signals yet | No one-command install · Source | |
| 3386 | Unranked | local-image-search-japanese-mcp-servermcp · search | Enables searching local images using natural Japanese queries, leveraging a Japanese-specific CLIP model for similarity search and providing efficient… | No signals yet | No one-command install · Source | |
| 3387 | Unranked | kernelee-mcp-toolsmcp · search | Architecture-index MCP tools for kernelee apps that combine static analysis and runtime wiring into a JSON index, enabling coding agents to query… | No signals yet | No one-command install · Source | |
| 3388 | Unranked | cindexmcp · search | Provides a search_code tool for coding agents to perform local, offline semantic code search on a tree-sitter AST indexed codebase using GGUF… | No signals yet | No one-command install · Source | |
| 3389 | Unranked | tf2-wiki-mcpmcp · search | Gives LLMs live, accurate access to Team Fortress Wiki content, enabling search, page retrieval, structured weapon stats, patch notes, and other… | No signals yet | No one-command install · Source | |
| 3390 | Unranked | personal-intelligence-systemmcp · search | Captures AI-assisted work into a searchable ledger and exposes it via MCP for querying past conversations and decisions. | No signals yet | No one-command install · Source | |
| 3391 | Unranked | wikipedia-mcp-agentmcp · search | Enables searching and reading Wikipedia articles through tools like search, section listing, and content retrieval. Supports prompt templates and… | No signals yet | No one-command install · Source | |
| 3392 | Unranked | mcp-movie-assistantmcp · search | Enables searching, discovering, and reading movie information from TMDB through MCP tools. | No signals yet | No one-command install · Source | |
| 3393 | Unranked | bedrock-kb-mcp-servermcp · search | Enables AI assistants to query documents in a Bedrock Knowledge Base through the MCP protocol, with tools for semantic search and agentic retrieval. | No signals yet | No one-command install · Source | |
| 3394 | Unranked | carechronicle-mcpmcp · search | Enables LLMs to interact with clinical patient records using tools for document ingestion, structured conversion, patient profiling, record listing… | No signals yet | No one-command install · Source | |
| 3395 | Unranked | casda-mcp-servermcp · search | Enables controlled, auditable search and retrieval of data from the CSIRO ASKAP Science Data Archive via structured tools, with optional authenticated… | No signals yet | No one-command install · Source | |
| 3396 | Unranked | okfmcp · search | Builds a keyword-searchable index from markdown documentation bundles and serves it to LLM agents via MCP, with retrieval logging and reporting for… | No signals yet | No one-command install · Source | |
| 3397 | Unranked | multsearch-mcpmcp · search | A dual-path web search MCP server for Claude Code that cross-validates results via Tavily/Firecrawl and Google, explicitly returning sources to reduce… | No signals yet | No one-command install · Source | |
| 3398 | Unranked | mcp-web-search-servermcp · search | MCP server for web search with LLM-optimized results and anti-detection mechanisms. | No signals yet | No one-command install · Source | |
| 3399 | Unranked | tu-lugar-mcp-servermcp · search | Search real estate listings, development projects, companies, and market data in Paraguay and Latin America directly from any MCP client. | No signals yet | No one-command install · Source | |
| 3400 | Unranked | owasp-pentest-guide-knowledge-basemcp · search | Read-only MCP server for precise lookup, search, and versioned retrieval of OWASP testing guides (WSTG, MASTG, ISTG, AITG) with full provenance on… | 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.