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

RankScoreComponentDescriptionEvidenceLast commitInstall
310122.557opencode-exportmcp · ai-agentsEnables AI agents to list, inspect, and export OpenCode AI coding sessions as HTML/JSON archives with secret redaction and token statistics.1 starNo one-command install · Source
310222.557eleata-verify-mcpmcp · back-endMCP server for verifying claims against evidence using natural language inference, providing verdicts like Supports, Refutes, or Not Enough Evidence.1 starNo one-command install · Source
310322.557dsvlab-mcpmcp · otherEnables AI to programmatically control DS-VLAB circuit testing environment for automated testing.1 starNo one-command install · Source
310422.557bluex-mcpmcp · searchMCP server for live X/Twitter and web search, driven by your locally logged-in Grok CLI and leveraging your X Premium or SuperGrok subscription quota.1 starNo one-command install · Source
310522.557integrated-browser-mcpmcp · ai-agentsExposes VS Code's integrated browser to external agents (Claude Code, scripts, curl) via a local HTTP API and MCP server.1 starNo one-command install · Source
310622.557paperwithcode-mcpmcp · back-endMCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client.1 starNo one-command install · Source
310722.557hh-ru-mcp-servermcp · back-endEnables searching for jobs in Russia and remote positions from AI assistants using multiple job platforms (hh.ru, Trudvsem, SuperJob, and remote job…1 starNo one-command install · Source
310822.557skill-context-managermcp · ai-agentsProvides context-aware skill selection for AI agents, reducing token usage by 85-98% and improving accuracy through semantic retrieval, session…1 starNo one-command install · Source
310922.557conducted-mcpmcp · ai-agentsAn MCP server that helps AI agents plan and track software projects using the Conducted Development methodology, providing artifact validation…1 starNo one-command install · Source
311022.557pedra-mcp-servermcp · ai-agentsOfficial MCP server for the Pedra API, enabling AI real-estate photo editing (virtual staging, renovation, room emptying, enhancement, sky…1 starNo one-command install · Source
311122.557flowcastmcp · browserTurn your AI coding agent into a producer of interactive, narrated walkthroughs — code, whiteboard, and 3D casts, each a single self-contained HTML…1 starNo one-command install · Source
311222.557hedgedoc-mcp-servermcp · back-endEnables creating, reading, and managing HedgeDoc 1.x notes and Mermaid diagrams from AI agents via the MCP protocol.1 starNo one-command install · Source
311322.557scienceon-mcpmcp · back-endMCP server for searching Korean scientific literature, patents, reports, and more via the KISTI ScienceON API.1 starNo one-command install · Source
311422.557studytube-mcpmcp · back-endAn MCP server that transforms YouTube educational videos into learning resources by extracting transcripts and generating summaries, notes, quizzes…1 starNo one-command install · Source
311522.557mcp-healthcare-servermcp · back-endAn MCP server for clinical workflows with tools for patient lookup, appointment booking, prescriptions, drug interactions, symptom triage, lab…1 starNo one-command install · Source
311622.557framework360-mcp-servermcp · back-endMCP server for Framework360 REST API, exposing 141 endpoints as tools for use with MCP clients like Claude Code, or as a CLI.1 starNo one-command install · Source
311722.557dstoolsmcp · otherAugments DeepSeek-V4 with image understanding and deep research capabilities via MCP, enabling vision and web research tools.1 starNo one-command install · Source
311822.557fitmcpmcp · databaseA multi-platform fitness MCP server that syncs data from Garmin, Strava, Google Fit, and Suunto into a local DuckDB database and provides analytics…1 starNo one-command install · Source
311922.557brightsitemcp · observabilityManage BrightSite websites from AI agents — pages, blog posts, components, forms, media, and analytics via MCP.1 starNo one-command install · Source
312022.557facebook-ads-library-mcpmcp · back-endA powerful MCP server for Facebook Ads Library that provides 15+ tools for competitive intelligence, creative analysis, and performance prediction…1 starNo one-command install · Source
312122.557axe-devtools-mcpmcp · back-endMCP server for axe-core accessibility audits. Enables scanning URLs or HTML for WCAG violations with impact levels and fix guidance.1 starNo one-command install · Source
312222.557geo-audit-mcpmcp · ai-agentsMCP server for GEO site audits, checking 31 signals across 6 pillars and returning a score, breakdowns, and actionable fix prompts.1 starNo one-command install · Source
312322.557image-studio-mcpmcp · authEnables image generation using Google Gemini models (flash/pro) with support for multiple sizes, reference images, and access control via Google OAuth…1 starNo one-command install · Source
312422.557codinfy-agent-monitormcp · observabilityProvides real-time monitoring of AI agents, context, usage limits, workflows, files, Git, tests, builds, errors, secrets, and model-economy advice for…1 starNo one-command install · Source
312522.557hit-mcpmcp · back-endRead-only MCP server for the HIT ticket management system that lists queues, searches/fetches ticket details, and lists ticket templates.1 starNo one-command install · Source
312622.557agnes-mcp-servermcp · back-endEnables AI assistants to generate images and videos via the Agnes AI API, supporting text-to-image, image-to-image, and video generation.1 starNo one-command install · Source
312722.557rizerve-mcp-servermcp · back-endMCP server for the Rizerve direct booking platform. Enables managing properties, bookings, availability, iCal sync, analytics, and webhooks through AI…1 starNo one-command install · Source
312822.557servicenow-dev-mcpmcp · commsAI-powered ServiceNow developer toolkit for Claude Code with 116 tools covering script generation, code review, portal and catalog development…1 starNo one-command install · Source
312922.557cocoindex-mcpmcp · databaseAn MCP server that incrementally indexes repositories and documents into a Postgres + pgvector store using CocoIndex, and exposes semantic search over…1 starNo one-command install · Source
313022.557cocos-creator-local-mcpmcp · ai-agentsAn MCP server for local Cocos Creator 3.8 automation, enabling coding agents to create projects, edit scenes, and build WeChat Mini Games directly on…1 starNo one-command install · Source
313122.557streetlightmcp · ai-agentsEnables MCP-capable agents to control REAPER through safe, typed operations for game audio workflows such as creating variations and rendering WAV…1 starNo one-command install · Source
313222.557sanbanmcp · searchEnables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching.1 starNo one-command install · Source
313322.557amazon-mcpmcp · back-endMCP server for Amazon Selling Partner API and Advertising API, enabling access to orders, inventory, pricing, ads, and reports via natural language.1 starNo one-command install · Source
313422.557sideshellmcp · ai-agentsAI sidecar terminal — let Claude/Cursor run commands in a visible, persistent terminal you control.1 starNo one-command install · Source
313522.557oci-mcp-servermcp · ai-agentsAn MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage…1 starNo one-command install · Source
313622.557ltchiptool-mcpmcp · otherEnables chip-level firmware extraction and analysis for BK7231 family IoT devices via UART, supporting flash dumping, decryption, and partition…1 starNo one-command install · Source
313722.557repo-interrogatormcp · searchA local-first MCP server that enables AI tools to safely inspect and search code repositories, providing indexing, deterministic BM25 search, code…1 starNo one-command install · Source
313822.557ratebook-mcpmcp · otherProvides electricity tariff queries and rate calculations for US utilities, enabling cost estimation and optimal charging schedules.1 starNo one-command install · Source
313922.557google-ads-mcp-2mcp · observabilityEnables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets…1 starNo one-command install · Source
314022.557sentoumcp · ai-agentsEnables publishing and updating Claude artifacts or HTML to private, access-controlled links directly from Claude.1 starNo one-command install · Source
314122.557steam-review-and-forum-mcpmcp · back-endEnables exploring Steam store reviews and community discussion threads with server-side filtering, temporal analysis, and metadata context for…1 starNo one-command install · Source
314222.557icue-steam-reviewsmcp · back-endMCP server for analyzing Steam store reviews and community forums with tools for review and forum operations.1 starNo one-command install · Source
314322.557keti-flow-mcpmcp · otherEnables querying optimal control values (angle for blowers, control for pumps) to minimize power given a required flow rate, using machine learning…1 starNo one-command install · Source
314422.557coronium-proxy-mcpmcp · otherEnables management of 4G/5G mobile proxies from Coronium.io, allowing users to list, rotate, replace, set rotation intervals, buy, renew, and manage…1 starNo one-command install · Source
314522.557rzd-tickets-mcpmcp · back-endRead-only MCP server that queries Russian Railways (ticket.rzd.ru) for train schedules, car types, prices, and seat availability. It provides official…1 starNo one-command install · Source
314622.557lara-marketing-connectormcp · ai-agentsA remote MCP server that provides a complete digital-marketing employee with 45 marketing skills, orchestration logic, persona, and per-client context…1 starNo one-command install · Source
314722.557daiji-sshr-redmine-mcp-statelessmcp · devopsStateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating…1 starNo one-command install · Source
314822.557kiwi-tcms-mcpmcp · back-endAn MCP server that exposes Kiwi TCMS as a set of AI-callable tools, enabling assistants to create and manage test plans, test cases, test runs, and…1 starNo one-command install · Source
314922.557agent-context-graphmcp · ai-agentsA local MCP server for AI coding agents that builds a queryable knowledge graph of files and symbols, enforces edit scope before file writes, and…1 starNo one-command install · Source
315022.557n8n-mcp-local-setupmcp · ai-agentsRun the open-source n8n-mcp locally and connect your n8n instance to MCP-compatible AI agents like Codex and Claude Code.1 starNo one-command install · Source
315122.557aio-mcpmcp · back-endUnified control plane and runtime for the Model Context Protocol ecosystem, enabling plugin management, configuration, permissions, and API gateway…1 starNo one-command install · Source
315222.557skippymcpmcp · back-endAn MCP server for controlling Rigol oscilloscopes from an AI assistant. It translates MCP tool calls into SCPI commands over PyVISA.1 starNo one-command install · Source
315322.557ynab-mcp-bridgemcp · back-endRead-only MCP server for YNAB that provides tools for budgets, accounts, categories, transactions, and financial summaries via HTTP or stdio.1 starNo one-command install · Source
315422.557lemgen-ai-design-mcpmcp · ai-agentsTurns AI coding agents into visual creative assistants by providing a curated prompt gallery, prompt enhancement, and image/video generation via…1 starNo one-command install · Source
315522.557kongyo2-npm-info-mcp-servermcp · ai-agentsMCP server that provides npm package information for AI agents during TypeScript development.1 starNo one-command install · Source
315622.557scm-mcp-servermcp · back-endExposes Palo Alto Networks Strata Cloud Manager API via MCP, enabling AI assistants to manage addresses, security rules, and incidents through natural…1 starNo one-command install · Source
315722.557tronbyt-mcpmcp · otherLets your AI assistant control and display text/images on a Tidbyt or Tronbyt LED sign via the MCP protocol.1 starNo one-command install · Source
315822.557urbankit-county-parcel-atlasmcp · back-endQuery verified parcel ArcGIS REST endpoints for 150+ US counties across all 50 states — search by owner name, APN, or address. No API key; built on…1 starNo one-command install · Source
315922.557taproot-mcpmcp · otherEnables managing SSH-managed clusters with tools for executing commands, file operations, and tmux sessions across multiple nodes.1 starNo one-command install · Source
316022.5571aivaultmcp · ai-agentsPortable AI memory vault — save memories, skills, and configs to a local database and share them across Claude Desktop, Claude Code, Cursor, Cline…1 starNo one-command install · Source
316122.557mcp-gnu-unitsmcp · back-endUnit converter for AI agents, powered by the GNU units database — convert 3000+ units of measurement, evaluate compound unit expressions, reduce to SI…1 starNo one-command install · Source
316222.557ferrolaser-parts-knowledge-mcp-servermcp · front-endProvides structured knowledge about fiber laser machine parts and components, enabling AI assistants to answer questions about specifications, alarm…1 starNo one-command install · Source
316322.557selfhosted-doctormcp · devopsRead-only MCP server that scans Docker Compose, Cloudflare Tunnel, and .env files for security risks in self-hosted homelabs.1 starNo one-command install · Source
316422.557cynco-tech-accountingmcp · otherAI-native accounting tool providing 52 tools across 14 domains for financial data management.1 starNo one-command install · Source
316522.557cynco-mcpmcp · paymentsEnables AI agents to read and write Cynco accounting data, including querying books, creating invoices, reconciling transactions, and generating…1 starNo one-command install · Source
316622.557mcp-code-indexer-react-tsmcp · front-endIndexes any TypeScript / React / Next.js repo into a queryable code graph and exposes 13 MCP tools — who-renders, who-calls, find-references…1 starNo one-command install · Source
316722.557esolat-mcpmcp · back-endMCP server providing Malaysian/global prayer times (JAKIM + Aladhan fallback), nearest mosque/surau finder, and Islamic calendar events.1 starNo one-command install · Source
316822.557pysince-mcpmcp · ai-agentsProvides tools for tracking file reads and staleness, enabling LLM agents to detect when files have changed between turns for improved context…1 starNo one-command install · Source
316922.557dbt-investigatormcp · observabilityEnables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident…1 starNo one-command install · Source
317022.557presonus-studiolive-mcpmcp · ai-agentsConnects AI coding agents to PreSonus StudioLive III mixers over the local network, exposing live mixer context such as channel names, mute/solo/fader…1 starNo one-command install · Source
317122.557maqami-travelmcp · back-endBook hotels worldwide — search, price, prebook & book across 249 countries. 65 tools for hotel search, flights, loyalty, analytics. Zero API keys…1 starNo one-command install · Source
317222.557tsetmc-mcpmcp · ai-agentsAn MCP server that provides live Tehran Stock Exchange data, including quotes, order books, money flow, and custom filters, to Claude and other MCP…1 starNo one-command install · Source
317322.557icf-mcp-servermcp · back-endEnables lookup, search, browsing, and explanation of WHO's International Classification of Functioning, Disability and Health (ICF) codes and…1 starNo one-command install · Source
317422.557icd-mcp-servermcp · back-endProvides AI assistants instant access to WHO ICD-10 and ICD-11 classification systems for code lookup, search, autocoding, validation, and hierarchy…1 starNo one-command install · Source
317522.557gh-stayce-icdmcp · back-endWHO ICD-10/ICD-11 diagnosis codes. Lookup, search, and browse via the official WHO API.1 starNo one-command install · Source
317622.557icf-mcp-server-cloudflare-workersmcp · devopsMCP server for the WHO International Classification of Functioning, Disability and Health (ICF) with tools for code lookup, search, and clinical…1 starNo one-command install · Source
317722.557gh-stayce-icfmcp · back-endWHO ICF classification codes for health and disability. Lookup, search, and browse via WHO API.1 starNo one-command install · Source
317822.557kiwoom-private-mcp-servermcp · back-endEnables querying Kiwoom Securities account information and portfolio evaluation through MCP tools, supporting account balance and holdings analysis.1 starNo one-command install · Source
317922.557ordio-mcpmcp · back-endMCP server for the Ordio restaurant operations platform, enabling AI assistants to manage inventory, orders, recipes, team, shifts, and reports.1 starNo one-command install · Source
318022.557maru-sheets-mcpmcp · back-endEnables AI agents to read, write, and format Google Sheets using the Google Sheets API v4.1 starNo one-command install · Source
318122.557eric-mcp-servermcp · searchAn MCP server for searching the ERIC education research database, enabling keyword search, record retrieval, thesaurus lookup, author search, and…1 starNo one-command install · Source
318222.557code-cache-mcpmcp · back-endA persistent, tree-sitter-backed code knowledge cache MCP server that reduces token usage by storing parsed structure and enabling fast symbol lookup…1 starNo one-command install · Source
318322.557pasal-idmcp · searchEnables AI assistants to search, retrieve, and verify Indonesian laws (UU, PP, Perpres, etc.) and Constitutional Court decisions from authoritative…1 starNo one-command install · Source
318422.557aturio-pasal-idmcp · back-endMCP server for querying 40,000+ Indonesian legal regulations from authoritative government sources with article-level search.1 starNo one-command install · Source
318522.557agentic-rag-mcpmcp · ai-agentsA multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls…1 starNo one-command install · Source
318622.557openrouter-subagentsmcp · ai-agentsMCP server providing a model-agnostic subagent tool backed by OpenRouter, supporting multi-model Fusion and orchestration patterns.1 starNo one-command install · Source
318722.557leetcode-mcpmcp · back-endA tutorial and working MCP server that connects to your LeetCode profile, enabling AI assistants to check solved problems and recommend new ones by…1 starNo one-command install · Source
318822.557mcp-routermcp · back-endEnables AI clients to manage multiple accounts per provider (e.g., Notion workspaces, GitHub identities) through a single MCP endpoint, with sticky…1 starNo one-command install · Source
318922.557web-summer-camp-2026-schedule-servermcp · back-endExposes the conference schedule as tools for ChatGPT, allowing attendees to view talks and buy tickets through natural language.1 starNo one-command install · Source
319022.557kubeaid-mcpmcp · devopsExposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods…1 starNo one-command install · Source
319122.557konbumcp · ai-agentsMCP server for a self-hostable personal planner — exposes memo, todo, calendar event, and cross-resource full-text search tools so Claude, Cursor, or…1 starNo one-command install · Source
319222.557rakuten-pantry-mcpmcp · back-endAn MCP server for Rakuten Ichiba that enhances product search with quantity parsing, unit price calculation, and shipping cost analysis, enabling…1 starNo one-command install · Source
319322.557tooldirectory-mcpmcp · searchSearch the AI Tool Directory catalog of 2,000+ AI tools — compare tools, find curated alternatives, and check whether a tool is still active, defunct…1 starNo one-command install · Source
319422.557microsmcpmcp · back-endStandalone TypeScript MCP server for micrOS devices. Enables discovering devices, inspecting device cache, running micrOS commands, and discovering…1 starNo one-command install · Source
319522.557mcphardenmcp · back-endScans MCP servers for security hardening issues including capability declarations, transport, and tool descriptions.1 starNo one-command install · Source
319622.557erdlensmcp · databaseMCP server that reads your database schema from SQL DDL, Prisma, Drizzle, TypeORM, or SQLAlchemy, generates a Mermaid ER diagram, and writes it into…1 starNo one-command install · Source
319722.557invgate-mcpmcp · back-endA read-only MCP server for InvGate Asset Management, enabling natural language queries for assets, people, computers, servers, software, and API…1 starNo one-command install · Source
319822.557github-issues-mcp-servermcp · github-vcsEnables AI assistants to discover, filter, and triage GitHub issues across repositories, with tools for fetching issue details, listing issues by…1 starNo one-command install · Source
319922.557alt250-famxplor-family-travelmcp · databaseIntegrates with Famxplor's curated database to provide location-based search for family-tested activities worldwide using latitude, longitude, and…1 starNo one-command install · Source
320022.557diskmcp · ai-agentsDisk is a personal cloud storage on Cloudflare with an MCP server enabling agents to perform file operations, sharing, and key management via natural…1 starNo 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