Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 38.412 | kenhendricks00-fmhymcp · search | Search and browse the FMHY free media resource dataset by keyword, section, or URL. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | usamaaa824-pakistan-real-estatemcp · search | Searches Pakistani real estate listings across Lahore, Karachi, Islamabad, and Rawalpindi with 5 tools for property search, budget filtering, and… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | pce-memorymcp · search | MCP server for context-aware memory and retrieval with hybrid search, dual-phase memory, and boundary-first security. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | gajarthan-colombo-stock-exchangemcp · search | Access Colombo Stock Exchange market data including stock quotes, market snapshots, and index performance. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | symdexmcp · search | Index and search codebases using structured schemas for deep code analysis. Audit specific domains or security-related functions to ensure code… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | fixgraphmcp · search | Search 25,000+ community-verified fixes for real-world technical errors across software, vehicles, home systems, and appliances. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | gh-dynamicdeals-gunsnationmcp · search | Search and retrieve detailed firearm information from the Gunsnation catalog including specifications, images, and pricing. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | aigroup-paper-mcpmcp · search | Academic paper search and retrieval MCP server integrating multiple scholarly platforms into a unified interface. Supports search, fetch, trend… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | tanmayrawal-rag-document-qamcp · search | RAG-powered document question-answering using FAISS vector search, Sentence Transformers, and Groq LLM for grounded answers from private documents. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | pthahnix-neocortica-scholarmcp · search | Academic paper searching, fetching, reading, and reference exploration across arXiv, Semantic Scholar, and Unpaywall with full-text markdown… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | eurostat-mcpmcp · search | Exposes the Eurostat Statistics API, enabling LLMs to discover, explore, and retrieve official EU statistical data through search, dimension… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | mfnogueira-sankhya-erp-docsmcp · search | Semantic search over Sankhya ERP documentation using local RAG with embedded vector index. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | ciaran-finnegan-cortex-xsiam-sdkmcp · search | Integrates with Cortex XSIAM SDK to provide command execution and semantic search over security automation content. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | wbopan-arxiv-papersmcp · search | Searches arXiv papers by title, author, or query terms and extracts full paper content as structured Markdown with proper handling of mathematical… | 3 stars | No one-command install · Source | |
| 1501 | 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 | |
| 1501 | 38.412 | neosh11-visa-jobsmcp · search | Searches LinkedIn for job listings and cross-references DOL disclosure data to identify employers with H-1B, E-3, and green card sponsorship history. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | zaki-goumri-nestjs-docsmcp · search | Provides access to NestJS framework documentation through web scraping, enabling search across API references, code examples, best practices, and… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | sind00-flippamcp · search | Search, analyze, and evaluate online businesses for sale on the Flippa.com marketplace. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | wlixi008-byte-local-memorymcp · search | Persistent memory with fuzzy search using local JSON storage | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | himanshumohanty-git24-mo-busmcp · search | Integrates with Odisha's Mo Bus public transportation system to provide route searching, journey planning with transfers, fare calculation, and stop… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | cosmostima-muster-moodle-mustmcp · search | Automates access to Moodle learning management systems and MUST university class schedules through web scraping, enabling retrieval of course… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | getcmd-spm-dependenciesmcp · search | Provides access to Swift Package Manager dependencies in Xcode and SPM projects with tools to search dependency source code, browse files, and list… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | promptbook-mcpmcp · search | A server that stores and semantically searches AI prompts via RAG, enabling developers to reuse prompts from AI coding assistants. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | sarahan774-obsidian-dictionarymcp · search | Manages technical glossaries in Obsidian vaults with tools for creating, reading, updating, and searching markdown-formatted definitions. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | ddguan-brain-memory-systemmcp · search | Provides persistent memory and structured reasoning capabilities through dual-layer memory systems (FIFO cache and graph-based storage) with cognitive… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | criticalline-lean-mathlib-docsmcp · search | Provides search capabilities for Lean Mathlib 4 documentation by downloading and parsing declaration data to find theorems, definitions, and… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | carlisia-factcheckmcp · search | Validates content against MCP specification using semantic search and AI-powered validation | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | remote-mcp-registrymcp · search | Search and retrieve information from the official MCP registry | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | thrownlemon-medical-apismcp · search | Integrates with FDA drug databases, WHO health indicators, RxNorm classifications, PubMed research, Google Scholar, and Australia's PBS to provide… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | petershin23-seatgeekmcp · search | Integrates with SeatGeek's event discovery platform to find events and generate personalized recommendations with performer-based searches, venue… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | tecton-aimcp · search | Integrates with Tecton clusters to enable feature store management, workspace listing, and configuration retrieval for data scientists and engineers. | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | pnda-mcpmcp · search | Enables AI agents to search and retrieve metadata and data files from Peru's National Open Data Platform, and generate Jupyter notebooks for data… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | bloodtest-mcp-servermcp · search | A comprehensive health coaching system that combines blood test analysis with evidence-based nutritional therapy recommendations, powered by… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | docnavmcp · search | Transforms long-form documents into hierarchical tree structures with navigable sections, enabling systematic reading, outline generation, content… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | haran2001-exa-searchmcp · search | Provides intelligent discovery and research of Model Context Protocol servers using Exa search with tools for finding servers based on requirements… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | sagacious-satadru-documentation-searchmcp · search | Enables searching and retrieving up-to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | scientific-paper-analyzermcp · search | Integrates with Google's Gemini API to enable searching, analyzing and exploring academic research papers with tools for citation graphs and detailed… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | goswamig-fetchmcp · search | Enables web content retrieval in multiple formats including HTML, JSON, plain text, and Markdown through four specialized fetch tools for seamless… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | pbteja1998-sourcesyncaimcp · search | Integrates with SourceSync.ai's knowledge management platform to enable namespace management, content ingestion, document retrieval, and semantic… | 3 stars | No one-command install · Source | |
| 1501 | 38.412 | processo-mcpmcp · search | MCP server for handling large PDF legal documents (PJe, SEI) on macOS, providing local OCR, hybrid BM25+dense search, visual indexing, and citation… | 3 stars | No commit datelisted | No one-command install · Source |
| 1541 | 38.095 | what-do-they-knowmcp · search | Search UK FOI requests, public authorities, and responses. Draft and submit Freedom of Information requests. | 2,223 installs | No commit datelisted | No one-command install · Source |
| 1542 | 38.066 | history-ragmcp · search | Local semantic search over Claude Code sessions and shell command history, exposed to Claude Code as an MCP tool. Everything is indexed into one… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | dir-mcpmcp · search | Enables AI assistants and IDEs to work with the AGNTCY Agent Directory, providing tools for validating, publishing, searching agent records, and… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | aegisgov-contractsmcp · search | US government contract MCP providing SAM.gov opportunity search, details, and AI bid analysis. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | gh-ciphernaut-acma-rrlmcp · search | Local mirror of Australia's ACMA Register of Radiocommunications Licences with comprehensive search tools for sites, licences, clients, and device… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | searchtsmcp · search | Enables AI agents to read any URL by using an escalating open-source unlocker to bypass common bot walls, returning clean Markdown content. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | frugalmcp · search | Intelligently routes AI tool calls (search, extract, browse) to the cheapest capable provider by default with automatic failover and audit receipts… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | medical-codes-mcp-servermcp · search | Decodes, searches, validates, and crosswalks US medical codes (ICD-10-CM, ICD-10-PCS, HCPCS Level II) using an offline bundled index via MCP. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | io-github-cdeust-prd-spec-generatormcp · search | Generates structured, validated PRDs from feature descriptions via a staged reducer pipeline. Provides MCP tools for pipeline control… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | adelaidasofia-graph-querymcp · searchalso listed as graph-query-mcp | Queries a local knowledge graph vault for semantic search and relationship traversal. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | openkash-abap-acceleratormcp · search | SAP ABAP development tools for AI agents — search objects, validate syntax, run ATC checks, and navigate SAP systems. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | kicad-mcpmcp · search | Enables natural language interaction with KiCad projects, schematics, and PCBs, supporting project management, design rule checking, netlist… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | agentready-mcpmcp · search | ake any website queryable by AI agents. Index a site then ask questions and get cited answers grounded in its content via RAG. Two tools: list_sites… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | sailorpepe-undesirablesmcp · search | TCG card grading, Monte Carlo pricing, and 370K+ product search tools for trading card games. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | adology-aimcp · search | Perplexity for social: ask what competitors are running across social and get answers grounded in real ad and creative data, not guesses. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | alexlin1234-harvard-art-museumsmcp · search | Provides access to Harvard Art Museums' collection of over 224,000 artworks and artist records through five core tools for searching objects… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | freakynit-snippetsmcp · search | Stores and searches code snippets using semantic similarity combined with keyword matching, providing automatic language detection, tag filtering, and… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | firecrawl-mcp-multiple-keysmcp · search | A Firecrawl MCP server with built-in support for multiple API key rotation, enabling web search, scraping, crawling, extraction, and more via MCP… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | typewhisper-mcpmcp · search | Connects to the TypeWhisper macOS app to let coding agents transcribe local files, inspect model status, search history, and manage dictionary terms… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | apple-mcp-calnotmcp · search | Provides MCP tools to read, search, create, append, and delete iCloud Notes by leveraging the authenticated Notes web app's internal JavaScript API… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | semantic-image-search-mcpmcp · search | Enables natural language search of local photo archives using AI-powered semantic understanding, with integration into Claude Desktop via the Model… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | qso-graph-space-weathermcp · search | Solar flux, Kp index, DSCOVR solar wind, X-ray flux, alerts, and HF band conditions. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | willhaben-mcpmcp · search | Enables searching Austria's largest classifieds marketplace (willhaben.at) for real estate, cars, jobs, and second-hand items via natural-language… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | autonomad-travelmcp · search | AI travel agent for searching and booking flights, hotels, activities, and events worldwide. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | gh-synapbus-synapbusmcp · search | Agent-to-agent messaging hub with channels, DMs, and semantic search. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | gh-gregario-onepiece-oraclemcp · search | One Piece TCG card search, deck analysis, and set browsing. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | rajpdus-shell-historymcp · search | Powerful shell command history exploration tool that allows searching, retrieving, and programmatically accessing past shell commands across different… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | swannman-arkimemcp · search | Search and analyze network packet captures using the Arkime full packet capture system. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | soundgrepmcp · search | Enables semantic search of local audio samples by describing sounds, MIDI generation, stem separation, and other music production tools from Claude… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | mh-fin-mcpmcp · search | Enables China A-share quantitative market data retrieval, including market overview, industry rotation, sector hotspots, limit-up analysis, and risk… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | morganp-macos-photosmcp · search | Provides access to macOS Photos.app libraries through Apple's PhotoKit framework for photo search, album management, asset export, and organization. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | menyoung-paperqa2mcp · search | Exposes PaperQA2 functionality for reading, searching, and synthesizing across a local PDF library of scientific papers. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | tencent-lexiangmcp · search | Integrates with Tencent Lexiang for searching knowledge bases, managing entries, and editing documents. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | kiro-total-recallmcp · search | Enables semantic search across all Kiro conversations (CLI and IDE), allowing the AI to recall past discussions, decisions, and user preferences. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | silverjava-dscore-openapimcp · search | Integrates with DS Core Open API healthcare system to provide search and retrieval of patient records, DICOM studies, digital impressions, and… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | inovexcorp-mobimcp · search | Integrates with Mobi knowledge management platform to enable semantic data operations including ontology management, SHACL shapes validation, catalog… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | pokemonmcp · search | Integrates with the PokeAPI to provide Pokemon data retrieval and turn-based battle simulation using actual stats, movesets, and type effectiveness… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | arcknowledge-custom-ragmcp · search | Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | seanmichaelmcgee-pytorch-docsmcp · search | Provides semantic search over PyTorch documentation with code-aware results, enabling developers to find relevant APIs, examples, and error messages… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | yanceyleo-obsidian-icloudmcp · search | Connects Obsidian vaults stored in iCloud Drive to enable direct interaction with markdown notes and files through comprehensive search, reading… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | rafal-wilinski-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using semantic and full-text search capabilities, leveraging… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | apridachin-kagi-searchmcp · search | Integrates Kagi search API to provide web search, news retrieval, and fast GPT-powered question answering for up-to-date information access and… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | james2037-magic-the-gathering-gatherermcp · search | Integrates Magic: The Gathering data sources to provide unified access for card searches, rules lookup, and set information retrieval. | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | tokenizin-fetchmcp · search | Provides web content retrieval capabilities through specialized tools for fetching HTML, JSON, text, and Markdown formats, enabling web scraping and… | 2 stars · 1 fork | No one-command install · Source | |
| 1542 | 38.066 | da1y-elasticsearchmcp · search | Integrates with Elasticsearch to enable index management, document indexing, and powerful search capabilities across large datasets. | 2 stars · 1 fork | No one-command install · Source | |
| 1587 | 35.555 | mcp-seekermcp · search | Search hotels by city, state, country, or geolocation and explore detailed property info. Check live availability, compare rates and room types, and… | 881 installs | No commit datelisted | No one-command install · Source |
| 1588 | 35.443 | linkup-mcpmcp · search | Provides web search and local document RAG using Ollama, enabling privacy-preserving AI assistance in Cursor IDE. | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | datawarehouse-dbd-mcpmcp · search | Enables searching and retrieving detailed information about Thai juristic persons, foreign entities, financial statements, directors, shareholders… | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | jira-aio-mcp-servermcp · search | Enables to interact with Jira AIO Test Case Management System, allowing retrieval of test cases, projects, folders, and search functionality. | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | remindersmcp · search | Enables fuzzy search, creation, and management of Apple Reminders via CLI or MCP tools. | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | tolstoymcpmcp · search | Tolstoy MCP for AI-native ecommerce brands: Studio generates marketing videos and images, Library manages your media library, shoppable widgets, and… | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | bulgarian-law-mcpmcp · search | Enables querying, searching, and validating 1,997 Bulgarian statutes and 17,103 provisions, with EU law integration and daily freshness checks. | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | x-archive-rag-mcp-servermcp · search | Enables to search, draft, and profile from your X/Twitter archive locally via MCP tools. | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | theolawrence86-perplexity-insightmcp · search | Integrates with Perplexity AI to enable real-time question answering and web search capabilities through customizable tools for direct questions and… | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | antoncoding-brianknowsmcp · search | Integrates with the BrianKnows knowledge base API to enable searches and information retrieval from specialized domain-specific databases. | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | chase-bullock-jiramcp · search | Integrates with the Jira API, enabling JQL searches and issue detail retrieval for AI-assisted project management and issue tracking workflows. | 2 forks | No one-command install · Source | |
| 1588 | 35.443 | valyu-knowledge-retrievalmcp · search | Integrates with Valyu's knowledge retrieval and feedback APIs, enabling information search across proprietary and web sources and submission of user… | 2 forks | No one-command install · Source | |
| 1599 | 34.013 | supericonsmcp · search | Supericons helps coding agents find the right SVG icon by meaning, not just by file name. Search 20,000+ free icons, filter by library, retrieve SVG… | 1,931 installs | No commit datelisted | No one-command install · Source |
| 1600 | 33.015 | context7-3mcp · search | Access up-to-date documentation and code examples for any programming library or framework. Discover the most relevant packages for your projects… | 847 installs | 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.