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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
450138.438mohdhaji87-yogoshamcp · back-endIntegrates with Yogosha's bug bounty platform API to provide comprehensive program management, vulnerability tracking, asset management, user…3 starsNo one-command install · Source
450238.438docwriter-mcp-servermcp · back-endA Model Context Protocol server for programmatic creation, modification, and compilation of structured LaTeX documents.3 starsNo one-command install · Source
450338.438mcp-server-12mcp · back-endA simple, extensible MCP server implementation for local use with tools like Copilot Chat, enabling context management and protocol-compliant…3 starsNo one-command install · Source
450438.438mcp-trustedadvisor-servermcp · back-endProvides comprehensive access to AWS Trusted Advisor checks and recommendations through both legacy and modern APIs, with support for AWS…3 starsNo one-command install · Source
450538.438gzpaitch-unsplashmcp · back-endIntegrates with Unsplash's API to provide keyword-based photo search, curated collections, and random image generation with detailed metadata…3 starsNo one-command install · Source
450638.438protein-structure-mcp-servermcp · back-endSearches UniProt by protein name to find accession numbers and retrieves detailed protein structure information from AlphaFold, including direct links…3 starsNo one-command install · Source
450738.438kongyo2-eve-online-estmcp · back-endProvides EVE Online server time and daily maintenance downtime calculations to help players plan gameplay sessions and fleet operations around the…3 starsNo one-command install · Source
450838.438mateicanavra-filesystemmcp · back-endProvides secure, permission-controlled access to local filesystems with granular controls for reading, writing, moving, and searching files while…3 starsNo one-command install · Source
450938.438dragosroua-addtaskmanagermcp · back-endIntegrates with the addTaskManager iOS/macOS app through CloudKit to provide structured task and project management following the ADD…3 starsNo one-command install · Source
451038.438glassbead-tc-subspace-domainmcp · back-endmacOS-native bridge server that enables seamless communication between AI clients, providing Unix socket transport, persistent registration, and…3 starsNo one-command install · Source
451138.438mcp-server-appmcp · back-endAn MCP server with LangGraph agent integration that enables AI agents to use custom tools and external APIs for dice rolling, web search, social…3 starsNo one-command install · Source
451238.438logpiper-mcpmcp · back-endLogpiper is an MCP server and client for streaming terminal command logs with proactive error notifications.3 starsNo one-command install · Source
451338.438logeion-mcp-servermcp · back-endEnables LLMs to search and retrieve Latin word definitions and lemmas from the Logeion dictionary database, with support for automatic lemmatization…3 starsNo one-command install · Source
451438.4383commas-mcpmcp · back-endA Model Context Protocol (MCP) server that integrates AI assistants with the 3Commas cryptocurrency trading platform API, enabling management of DCA…3 starsNo one-command install · Source
451538.438lininn-gitlab-code-reviewmcp · back-endIntegrates with GitLab's REST API to provide merge request analysis, diff comparison, review comment management, and approval workflows for…3 starsNo one-command install · Source
451638.438filemanager-mcp-servermcp · back-endA file management MCP server enabling complete file and directory operations, including advanced editing, templates, and batch processing through…3 starsNo one-command install · Source
451738.438katalon-mcp-servermcp · back-endBridges Katalon Studio with Claude AI for intelligent QA automation, enabling project analysis, test case creation, execution, and object repository…3 starsNo one-command install · Source
451838.438barkme-mcp-servermcp · back-endEnables sending iOS push notifications through the Bark service directly from Claude conversations. Supports device aliases, all Bark API parameters…3 starsNo one-command install · Source
451938.438lokallost-abusechmcp · back-endIntegrates with abuse.ch threat intelligence platforms (MalwareBazaar, URLhaus, ThreatFox) to provide security reports for files, URLs, domains, and…3 starsNo one-command install · Source
452038.438memos-mcp-servermcp · back-endEnables AI assistants to create, read, update, delete, and list memos via the MCP protocol.3 starsNo one-command install · Source
452138.438odosmcp · back-endIntegrates with Odos API and Zerion platform to provide DeFi trading capabilities including swap quotes, zap operations, token price data, and…3 starsNo one-command install · Source
452238.438meetings-mcp-servermcp · back-endProvides read-only access to Google Drive meeting transcripts and Google Calendar events, enabling AI assistants to search, analyze, and retrieve…3 starsNo one-command install · Source
452338.438mcp-expmcp · back-endExperimental MCP server that integrates OpenAI and Serper APIs for news search, sentiment analysis, and email delivery.3 starsNo one-command install · Source
452438.438api-football-mcp-servermcp · back-endEnables natural language querying of football/soccer data via the API-Football service, providing access to leagues, teams, players, fixtures…3 starsNo one-command install · Source
452538.438bertron-mcpmcp · back-endMCP server providing access to the BERtron API for aggregating genomic and environmental data from multiple BER data sources, enabling geospatial…3 starsNo one-command install · Source
452638.438readme-builder-mcpmcp · back-endAn MCP server that automatically scans project directories, extracts routes and environment variables, and generates GitHub-style README files in…3 starsNo one-command install · Source
452738.438advanced-cognitive-mcp-servermcp · back-endEnables complex problem-solving through multi-modal reasoning, dynamic knowledge graphs, meta-cognitive reflection, and collaborative AI personas.3 starsNo one-command install · Source
452838.438aladin-mcpmcp · back-endEnables real-time book search, detailed information, and bestsellers from the Aladin OpenAPI, integrated with Claude Desktop via MCP.3 starsNo one-command install · Source
452938.438all-in-one-crypto-trading-mcp-servermcp · back-endEnables AI-powered cryptocurrency trading and analytics across multiple exchanges and blockchains, with integrated Telegram bot and live trading…3 starsNo one-command install · Source
453038.438mcp-server-for-claudes-toolboxmcp · back-endExposes a set of CLI tools (test generation, documentation generation, linting, test running, code search) to AI assistants via MCP, allowing them to…3 starsNo one-command install · Source
453138.438idjohnson-vikunjamcp · back-endIntegrates with Vikunja's API for task creation, retrieval, and management in self-hosted task management workflows3 starsNo one-command install · Source
453238.438clipboard-mcpmcp · back-endA simple MCP server that allows AI assistants to read from and write to the system clipboard.3 starsNo one-command install · Source
453338.438akr4-applemusicmcp · back-endIntegrates with Apple Music API to enable song searching and playback link generation for music discovery applications3 starsNo one-command install · Source
453438.438pyramid-mcpmcp · back-endExposes Pyramid web application endpoints as Model Context Protocol (MCP) tools, enabling AI assistants to interact with Pyramid apps via natural…3 starsNo one-command install · Source
453538.438tech-inspire-image-searchmcp · back-endIntegrates with the Inspire backend API to find similar images based on text descriptions, returning optimized JPEG images with pagination support for…3 starsNo one-command install · Source
453638.438containerlab-mcp-servermcp · back-endEnables network configuration, connectivity testing, and routing management for ContainerLab Linux containers through an MCP interface.3 starsNo one-command install · Source
453738.438mcp-streaming-http-proxymcp · back-endProxies STDIO-based MCP clients to streaming HTTP MCP servers, enabling local clients to connect to remote servers.3 starsNo one-command install · Source
453838.438aws-s3-mcp-servermcp · back-endEnables browsing S3 buckets and objects, and generating secure presigned URLs for downloads and uploads, through natural language commands in MCP…3 starsNo one-command install · Source
453938.438code2postman-mcpmcp · back-endAutomatically generates Postman collections from code directories by analyzing API endpoints and parameters, enabling easy testing, documentation, and…3 starsNo one-command install · Source
454038.438casper-network-mcp-servermcp · back-endEnables interaction with the Casper Network blockchain via MCP, providing tools for wallet creation, CSPR transfers, staking/delegation, and account…3 starsNo one-command install · Source
454138.438kedro-mcp-servermcp · back-endProvides AI assistants with versioned guidance for Kedro projects, including notebook conversion and project migration.3 starsNo one-command install · Source
454238.438airtrail-mcp-servermcp · back-endEnables AI assistants to manage a self-hosted AirTrail flight tracking instance, providing natural language access to flight data, travel history, and…3 starsNo one-command install · Source
454338.438mdbook-mcp-servermcp · back-endEnables MCP clients to access and read mdbook documentation, including structure, content, and search.3 starsNo one-command install · Source
454438.438snomed-ct-mcp-servermcp · back-endEnables querying and browsing SNOMED CT medical terminology concepts, including search, details, and hierarchy navigation via MCP tools.3 starsNo one-command install · Source
454538.438handsontable-mcp-servermcp · back-endMCP server providing access to Handsontable documentation for AI-powered code generation, with tools to fetch docs, search, and list categories.3 starsNo one-command install · Source
454638.438boj-mcpmcp · back-endUnofficial MCP server for searching and recommending Baekjoon (BOJ) problems using the solved.ac API.3 starsNo one-command install · Source
454738.438owen-lacey-fplmcp · back-endIntegrates with the official Fantasy Premier League API to retrieve player statistics, team information, fixture data, and league standings for…3 starsNo one-command install · Source
454838.438lizthedeveloper-terminal-command-executormcp · back-endProvides secure command-line access for executing shell commands with TypeScript validation, returning structured output and error streams through a…3 starsNo one-command install · Source
454938.438fetchv2-mcp-servermcp · back-endModel Context Protocol (MCP) server for web content fetching and extraction. Enables fetching webpages, extracting clean content using Trafilatura…3 starsNo one-command install · Source
455038.438blackkspydo-openapimcp · back-endLoads OpenAPI specifications from URLs or files to provide endpoint discovery, schema analysis, payload validation, sample data generation, and cURL…3 starsNo one-command install · Source
455138.438weibo-hot-search-mcp-servermcp · back-endMCP server that fetches Weibo hot search trends. Supports Stdio, SSE, and Streamable HTTP.3 starsNo one-command install · Source
455238.438ynab-mcpmcp · back-endA Model Context Protocol server that enables Claude to interact with YNAB budgets, including listing budgets, accounts, transactions, and category…3 starsNo one-command install · Source
455338.438godot-mcp-servermcp · back-endA Model Context Protocol server that provides AI assistants with tools to interact with Godot projects, enabling starting, stopping, capturing output…3 starsNo one-command install · Source
455438.438codesentinel-mcp-servermcp · back-endA code quality analysis server that detects security vulnerabilities, deceptive patterns, incomplete code, and highlights good practices in source…3 starsNo one-command install · Source
455538.438docx-mcp-servermcp · back-endEnables AI agents to read, edit, and create Microsoft Word documents (.docx) with support for rich text, tables, and images, deployable locally or via…3 starsNo one-command install · Source
455638.438mem-ai-mcp-servermcp · back-endEnables AI assistants to interact with mem.ai memory through a standardized interface, providing complete API coverage with tools for notes…3 starsNo one-command install · Source
455738.438wbso-mcp-servermcp · back-endEnables AI assistants to automatically detect WBSO-relevant work and log R&D time tracking entries based on configurable project criteria.3 starsNo one-command install · Source
455838.438bosh-mcp-servermcp · back-endEnables managing BOSH deployments via natural language by providing tools to login to a BOSH director and execute arbitrary BOSH commands.3 starsNo one-command install · Source
455938.438mcp-server-google-workspacemcp · back-endProvides comprehensive programmatic control over Google Workspace applications including Sheets, Docs, Drive, Gmail, Calendar, and Slides with 141…3 starsNo one-command install · Source
456038.438mcp-typescriptmcp · back-endA TypeScript backend server providing REST API tools for word counting, UUID generation, and AI prompts via Claude.3 starsNo one-command install · Source
456138.438athukarad109-ghidra-bridgemcp · back-endBridges Ghidra reverse engineering platform with HTTP server architecture for program analysis, function management, binary patching, and comment…3 starsNo one-command install · Source
456238.438voxos-ai-clink-mcp-servermcp · back-endEnables AI assistants to coordinate with teammates and agents via Clink, supporting group management, clinks, milestones, projects, and voting.3 starsNo one-command install · Source
456338.438nsw-parliament-hansard-mcp-servermcp · back-endProvides programmatic access to the New South Wales Parliament Hansard API, enabling search and retrieval of parliamentary transcripts, debates, and…3 starsNo one-command install · Source
456438.438alisaitteke-npm-registrymcp · back-endMCP server for npm package management, security analysis, and compatibility checking.3 starsNo one-command install · Source
456538.438axenodev-minemcpmcp · back-endMinecraft Paper plugin enabling AI agents to control servers through world manipulation, command execution, file operations, and player monitoring via…3 starsNo one-command install · Source
456638.438mjyoo2-hwp-korean-word-processormcp · back-endIntegrates with HWP Korean word processing documents through PowerShell COM API bridge, enabling automated document lifecycle management, text…3 starsNo one-command install · Source
456738.438hwp-mcp-servermcp · back-endEnables LLMs to read and modify HWP (한글) documents via the HWP COM API, with tools for text, tables, formatting, and file conversion.3 starsNo one-command install · Source
456838.438ocpi-sdkmcp · back-endMCP server for the OCPI SDK that enables AI-assisted communication with EV charging infrastructure via the Open Charge Point Interface protocol.3 starsNo one-command install · Source
456938.438openscad-mcp-servermcp · back-endRender STL and PNG from OpenSCAD code.3 starsNo one-command install · Source
457038.438brahim-benzarti-shopify-storemcp · back-endConnects to live Shopify stores via Admin and Storefront APIs for real-time store operations, inventory management, bulk operations, and customer…3 starsNo one-command install · Source
457138.438weskerllc-cronicorn-mcp-servermcp · back-endAdaptive cron job and HTTP endpoint scheduling.3 starsNo one-command install · Source
457238.438cronicornmcp · back-endEnables managing adaptive HTTP jobs with AI-driven scheduling, auto-recovery, and multi-endpoint coordination via MCP.3 starsNo one-command install · Source
457338.438templatedmcp · back-endIntegrates with Templated.io's API for generating images, videos, and PDFs from templates with customizable parameters, template management, and…3 starsNo one-command install · Source
457438.438semantic-dom-filter-mcp-servermcp · back-endConverts messy HTML into clean semantic markdown with integer IDs, enabling LLMs to navigate and interact with web pages efficiently using…3 starsNo one-command install · Source
457538.438kaggle-mcp-2mcp · back-endA full-featured MCP server for the Kaggle API — competitions, datasets, kernels, models, benchmarks, and discussions.3 starsNo one-command install · Source
457638.438measure-space-mcp-servermcp · back-endProvides weather, climate, air quality, agriculture, pollen, and geocoding data from measurespace.io through the Model Context Protocol.3 starsNo one-command install · Source
457738.438feng-rommel-vscode-notebookmcp · back-endEnables AI agents to operate Jupyter notebooks in VS Code through a bridge server architecture supporting cell management, code execution, and kernel…3 starsNo one-command install · Source
457838.438reflex-docs-mcp-servermcp · back-endEnables searching and retrieving Reflex documentation, including full-text search, code examples, error analysis, changelog, migration guides, API…3 starsNo one-command install · Source
457938.438koios-mcpmcp · back-endAn MCP server that provides LLMs with access to 95 tools covering the Koios Cardano blockchain REST API, enabling queries for on-chain data like…3 starsNo one-command install · Source
458038.438onecodeaps-retsinformationmcp · back-endProvides access to Danish laws, bills, parliamentary cases, actors, and legislative history through the Retsinformation API.3 starsNo one-command install · Source
458138.438tushare-mcp-servermcp · back-endProvides AI assistants with access to Chinese financial market data via the Tushare Pro API, covering stocks, indices, funds, futures, options, bonds…3 starsNo one-command install · Source
458238.438drissionpage-bettermcpmcp · back-endAn MCP server that wraps DrissionPage to provide comprehensive browser automation tools, including tab management, element interaction, network…3 starsNo one-command install · Source
458338.438emit-xhs-cover-mcp-servermcp · back-endGenerates beautiful Xiaohongshu-style cover images via AI, integrated with MCP-compatible tools.3 starsNo one-command install · Source
458438.438mcp-ispkeepermcp · back-endRead-only MCP server for ISPKeeper ISP management software, enabling querying of clients, invoices, collections, internet connections, support…3 starsNo one-command install · Source
458538.438apollo-mcp-servermcp · back-endEnables large language models to query and operate on Apollo Configuration Center. Supports managing apps, clusters, namespaces, config items, and…3 starsNo one-command install · Source
458638.438gh-attilio81-public-apis-cataloguemcp · back-endQuery a curated catalogue of 1,400 public APIs by category, authentication type, HTTPS support, and CORS.3 starsNo one-command install · Source
458738.438docat0209-openapi-to-mcpmcp · back-endConverts any OpenAPI or Swagger specification into callable tools with zero configuration.3 starsNo one-command install · Source
458838.438mcp-server-steel-scrapermcp · back-endAn MCP server that wraps the steel-dev API to enable AI agents to visit websites with browser automation, supporting both stateless scraping and…3 starsNo one-command install · Source
458938.438archetypal-ai-mcp-servermcp · back-endProvides persistent memory tools (recall, remember, checkpoint) for AI agents, enabling them to save and restore state across sessions.3 starsNo one-command install · Source
459038.438photoshop-mcp-windows-firstmcp · back-endAn MCP server for controlling Adobe Photoshop from AI assistants, with Windows-first workflow, structured state, smoke-tested action playback, and a…3 starsNo one-command install · Source
459138.438datev-mcp-servermcp · back-endA local MCP server for analyzing DATEV bookkeeping data in natural language. It reads EXTF export files locally and provides tools for balances, open…3 starsNo one-command install · Source
459238.438weibaohui-mcp2climcp · back-endCLI tool for discovering, exploring, and invoking MCP server tools from the command line.3 starsNo one-command install · Source
459338.438kiransth77-aionmcpmcp · back-endDynamic API tool generator for OpenAPI, GraphQL, and AsyncAPI specifications3 starsNo one-command install · Source
459438.438aionmcpmcp · back-endAn autonomous Go MCP server that dynamically imports OpenAPI, GraphQL, and AsyncAPI specs and exposes them as tools to agents with self-learning and…3 starsNo one-command install · Source
459538.438gomag-mcpmcp · back-endA Model Context Protocol server for the Gomag Public API that provides 48 typed MCP tools for managing products, orders, customers, shipping…3 starsNo one-command install · Source
459638.438mcp-server-systemeiomcp · back-endEnables Claude to manage Systeme.io accounts, including contacts, tags, courses, and subscriptions, through natural language.3 starsNo one-command install · Source
459738.438consciousness-mcp-servermcp · back-endA pluggable vector memory server for semantic search and long-term memory, with session-scoped and universal memory tools.3 starsNo one-command install · Source
459838.438swagger-ts-mcpmcp · back-endGenerates TypeScript types for API functions from Swagger/OpenAPI documents, enabling AI IDEs to automatically create type definitions.3 starsNo one-command install · Source
459938.438namishsaxena-mcpspecmcp · back-endDocumentation and specification generator for MCP servers with interactive HTML docs and YAML spec output.3 starsNo one-command install · Source
460038.438lookhui-ida-pro-mcpmcp · back-endExtended IDA Pro MCP server and plugin collection with 147 reverse engineering tools accessible via stdio, HTTP, and SSE transports.3 starsNo 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.

Leaderboard · Armory