Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | 22.557 | opencode-exportmcp · ai-agents | Enables AI agents to list, inspect, and export OpenCode AI coding sessions as HTML/JSON archives with secret redaction and token statistics. | 1 star | No one-command install · Source | |
| 3102 | 22.557 | eleata-verify-mcpmcp · back-end | MCP server for verifying claims against evidence using natural language inference, providing verdicts like Supports, Refutes, or Not Enough Evidence. | 1 star | No one-command install · Source | |
| 3103 | 22.557 | dsvlab-mcpmcp · other | Enables AI to programmatically control DS-VLAB circuit testing environment for automated testing. | 1 star | No one-command install · Source | |
| 3104 | 22.557 | bluex-mcpmcp · search | MCP 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 star | No one-command install · Source | |
| 3105 | 22.557 | integrated-browser-mcpmcp · ai-agents | Exposes VS Code's integrated browser to external agents (Claude Code, scripts, curl) via a local HTTP API and MCP server. | 1 star | No one-command install · Source | |
| 3106 | 22.557 | paperwithcode-mcpmcp · back-end | MCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client. | 1 star | No one-command install · Source | |
| 3107 | 22.557 | hh-ru-mcp-servermcp · back-end | Enables searching for jobs in Russia and remote positions from AI assistants using multiple job platforms (hh.ru, Trudvsem, SuperJob, and remote job… | 1 star | No one-command install · Source | |
| 3108 | 22.557 | skill-context-managermcp · ai-agents | Provides context-aware skill selection for AI agents, reducing token usage by 85-98% and improving accuracy through semantic retrieval, session… | 1 star | No one-command install · Source | |
| 3109 | 22.557 | conducted-mcpmcp · ai-agents | An MCP server that helps AI agents plan and track software projects using the Conducted Development methodology, providing artifact validation… | 1 star | No one-command install · Source | |
| 3110 | 22.557 | pedra-mcp-servermcp · ai-agents | Official MCP server for the Pedra API, enabling AI real-estate photo editing (virtual staging, renovation, room emptying, enhancement, sky… | 1 star | No one-command install · Source | |
| 3111 | 22.557 | flowcastmcp · browser | Turn your AI coding agent into a producer of interactive, narrated walkthroughs — code, whiteboard, and 3D casts, each a single self-contained HTML… | 1 star | No one-command install · Source | |
| 3112 | 22.557 | hedgedoc-mcp-servermcp · back-end | Enables creating, reading, and managing HedgeDoc 1.x notes and Mermaid diagrams from AI agents via the MCP protocol. | 1 star | No one-command install · Source | |
| 3113 | 22.557 | scienceon-mcpmcp · back-end | MCP server for searching Korean scientific literature, patents, reports, and more via the KISTI ScienceON API. | 1 star | No one-command install · Source | |
| 3114 | 22.557 | studytube-mcpmcp · back-end | An MCP server that transforms YouTube educational videos into learning resources by extracting transcripts and generating summaries, notes, quizzes… | 1 star | No one-command install · Source | |
| 3115 | 22.557 | mcp-healthcare-servermcp · back-end | An MCP server for clinical workflows with tools for patient lookup, appointment booking, prescriptions, drug interactions, symptom triage, lab… | 1 star | No one-command install · Source | |
| 3116 | 22.557 | framework360-mcp-servermcp · back-end | MCP server for Framework360 REST API, exposing 141 endpoints as tools for use with MCP clients like Claude Code, or as a CLI. | 1 star | No one-command install · Source | |
| 3117 | 22.557 | dstoolsmcp · other | Augments DeepSeek-V4 with image understanding and deep research capabilities via MCP, enabling vision and web research tools. | 1 star | No one-command install · Source | |
| 3118 | 22.557 | fitmcpmcp · database | A multi-platform fitness MCP server that syncs data from Garmin, Strava, Google Fit, and Suunto into a local DuckDB database and provides analytics… | 1 star | No one-command install · Source | |
| 3119 | 22.557 | brightsitemcp · observability | Manage BrightSite websites from AI agents — pages, blog posts, components, forms, media, and analytics via MCP. | 1 star | No one-command install · Source | |
| 3120 | 22.557 | facebook-ads-library-mcpmcp · back-end | A powerful MCP server for Facebook Ads Library that provides 15+ tools for competitive intelligence, creative analysis, and performance prediction… | 1 star | No one-command install · Source | |
| 3121 | 22.557 | axe-devtools-mcpmcp · back-end | MCP server for axe-core accessibility audits. Enables scanning URLs or HTML for WCAG violations with impact levels and fix guidance. | 1 star | No one-command install · Source | |
| 3122 | 22.557 | geo-audit-mcpmcp · ai-agents | MCP server for GEO site audits, checking 31 signals across 6 pillars and returning a score, breakdowns, and actionable fix prompts. | 1 star | No one-command install · Source | |
| 3123 | 22.557 | image-studio-mcpmcp · auth | Enables image generation using Google Gemini models (flash/pro) with support for multiple sizes, reference images, and access control via Google OAuth… | 1 star | No one-command install · Source | |
| 3124 | 22.557 | codinfy-agent-monitormcp · observability | Provides real-time monitoring of AI agents, context, usage limits, workflows, files, Git, tests, builds, errors, secrets, and model-economy advice for… | 1 star | No one-command install · Source | |
| 3125 | 22.557 | hit-mcpmcp · back-end | Read-only MCP server for the HIT ticket management system that lists queues, searches/fetches ticket details, and lists ticket templates. | 1 star | No one-command install · Source | |
| 3126 | 22.557 | agnes-mcp-servermcp · back-end | Enables AI assistants to generate images and videos via the Agnes AI API, supporting text-to-image, image-to-image, and video generation. | 1 star | No one-command install · Source | |
| 3127 | 22.557 | rizerve-mcp-servermcp · back-end | MCP server for the Rizerve direct booking platform. Enables managing properties, bookings, availability, iCal sync, analytics, and webhooks through AI… | 1 star | No one-command install · Source | |
| 3128 | 22.557 | servicenow-dev-mcpmcp · comms | AI-powered ServiceNow developer toolkit for Claude Code with 116 tools covering script generation, code review, portal and catalog development… | 1 star | No one-command install · Source | |
| 3129 | 22.557 | cocoindex-mcpmcp · database | An MCP server that incrementally indexes repositories and documents into a Postgres + pgvector store using CocoIndex, and exposes semantic search over… | 1 star | No one-command install · Source | |
| 3130 | 22.557 | cocos-creator-local-mcpmcp · ai-agents | An 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 star | No one-command install · Source | |
| 3131 | 22.557 | streetlightmcp · ai-agents | Enables MCP-capable agents to control REAPER through safe, typed operations for game audio workflows such as creating variations and rendering WAV… | 1 star | No one-command install · Source | |
| 3132 | 22.557 | sanbanmcp · search | Enables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching. | 1 star | No one-command install · Source | |
| 3133 | 22.557 | amazon-mcpmcp · back-end | MCP server for Amazon Selling Partner API and Advertising API, enabling access to orders, inventory, pricing, ads, and reports via natural language. | 1 star | No one-command install · Source | |
| 3134 | 22.557 | sideshellmcp · ai-agents | AI sidecar terminal — let Claude/Cursor run commands in a visible, persistent terminal you control. | 1 star | No one-command install · Source | |
| 3135 | 22.557 | oci-mcp-servermcp · ai-agents | An MCP server that exposes Oracle Cloud Infrastructure (OCI) control plane to LLM clients, enabling management of compute, networking, storage… | 1 star | No one-command install · Source | |
| 3136 | 22.557 | ltchiptool-mcpmcp · other | Enables chip-level firmware extraction and analysis for BK7231 family IoT devices via UART, supporting flash dumping, decryption, and partition… | 1 star | No one-command install · Source | |
| 3137 | 22.557 | repo-interrogatormcp · search | A local-first MCP server that enables AI tools to safely inspect and search code repositories, providing indexing, deterministic BM25 search, code… | 1 star | No one-command install · Source | |
| 3138 | 22.557 | ratebook-mcpmcp · other | Provides electricity tariff queries and rate calculations for US utilities, enabling cost estimation and optimal charging schedules. | 1 star | No one-command install · Source | |
| 3139 | 22.557 | google-ads-mcp-2mcp · observability | Enables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets… | 1 star | No one-command install · Source | |
| 3140 | 22.557 | sentoumcp · ai-agents | Enables publishing and updating Claude artifacts or HTML to private, access-controlled links directly from Claude. | 1 star | No one-command install · Source | |
| 3141 | 22.557 | steam-review-and-forum-mcpmcp · back-end | Enables exploring Steam store reviews and community discussion threads with server-side filtering, temporal analysis, and metadata context for… | 1 star | No one-command install · Source | |
| 3142 | 22.557 | icue-steam-reviewsmcp · back-end | MCP server for analyzing Steam store reviews and community forums with tools for review and forum operations. | 1 star | No one-command install · Source | |
| 3143 | 22.557 | keti-flow-mcpmcp · other | Enables querying optimal control values (angle for blowers, control for pumps) to minimize power given a required flow rate, using machine learning… | 1 star | No one-command install · Source | |
| 3144 | 22.557 | coronium-proxy-mcpmcp · other | Enables management of 4G/5G mobile proxies from Coronium.io, allowing users to list, rotate, replace, set rotation intervals, buy, renew, and manage… | 1 star | No one-command install · Source | |
| 3145 | 22.557 | rzd-tickets-mcpmcp · back-end | Read-only MCP server that queries Russian Railways (ticket.rzd.ru) for train schedules, car types, prices, and seat availability. It provides official… | 1 star | No one-command install · Source | |
| 3146 | 22.557 | lara-marketing-connectormcp · ai-agents | A remote MCP server that provides a complete digital-marketing employee with 45 marketing skills, orchestration logic, persona, and per-client context… | 1 star | No one-command install · Source | |
| 3147 | 22.557 | daiji-sshr-redmine-mcp-statelessmcp · devops | Stateless Redmine MCP server. Credentials are passed per-request via HTTP headers and never stored on the server. Supports listing/creating/updating… | 1 star | No one-command install · Source | |
| 3148 | 22.557 | kiwi-tcms-mcpmcp · back-end | An 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 star | No one-command install · Source | |
| 3149 | 22.557 | agent-context-graphmcp · ai-agents | A 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 star | No one-command install · Source | |
| 3150 | 22.557 | n8n-mcp-local-setupmcp · ai-agents | Run the open-source n8n-mcp locally and connect your n8n instance to MCP-compatible AI agents like Codex and Claude Code. | 1 star | No one-command install · Source | |
| 3151 | 22.557 | aio-mcpmcp · back-end | Unified control plane and runtime for the Model Context Protocol ecosystem, enabling plugin management, configuration, permissions, and API gateway… | 1 star | No one-command install · Source | |
| 3152 | 22.557 | skippymcpmcp · back-end | An MCP server for controlling Rigol oscilloscopes from an AI assistant. It translates MCP tool calls into SCPI commands over PyVISA. | 1 star | No one-command install · Source | |
| 3153 | 22.557 | ynab-mcp-bridgemcp · back-end | Read-only MCP server for YNAB that provides tools for budgets, accounts, categories, transactions, and financial summaries via HTTP or stdio. | 1 star | No one-command install · Source | |
| 3154 | 22.557 | lemgen-ai-design-mcpmcp · ai-agents | Turns AI coding agents into visual creative assistants by providing a curated prompt gallery, prompt enhancement, and image/video generation via… | 1 star | No one-command install · Source | |
| 3155 | 22.557 | kongyo2-npm-info-mcp-servermcp · ai-agents | MCP server that provides npm package information for AI agents during TypeScript development. | 1 star | No one-command install · Source | |
| 3156 | 22.557 | scm-mcp-servermcp · back-end | Exposes Palo Alto Networks Strata Cloud Manager API via MCP, enabling AI assistants to manage addresses, security rules, and incidents through natural… | 1 star | No one-command install · Source | |
| 3157 | 22.557 | tronbyt-mcpmcp · other | Lets your AI assistant control and display text/images on a Tidbyt or Tronbyt LED sign via the MCP protocol. | 1 star | No one-command install · Source | |
| 3158 | 22.557 | urbankit-county-parcel-atlasmcp · back-end | Query 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 star | No one-command install · Source | |
| 3159 | 22.557 | taproot-mcpmcp · other | Enables managing SSH-managed clusters with tools for executing commands, file operations, and tmux sessions across multiple nodes. | 1 star | No one-command install · Source | |
| 3160 | 22.557 | 1aivaultmcp · ai-agents | Portable AI memory vault — save memories, skills, and configs to a local database and share them across Claude Desktop, Claude Code, Cursor, Cline… | 1 star | No one-command install · Source | |
| 3161 | 22.557 | mcp-gnu-unitsmcp · back-end | Unit converter for AI agents, powered by the GNU units database — convert 3000+ units of measurement, evaluate compound unit expressions, reduce to SI… | 1 star | No one-command install · Source | |
| 3162 | 22.557 | ferrolaser-parts-knowledge-mcp-servermcp · front-end | Provides structured knowledge about fiber laser machine parts and components, enabling AI assistants to answer questions about specifications, alarm… | 1 star | No one-command install · Source | |
| 3163 | 22.557 | selfhosted-doctormcp · devops | Read-only MCP server that scans Docker Compose, Cloudflare Tunnel, and .env files for security risks in self-hosted homelabs. | 1 star | No one-command install · Source | |
| 3164 | 22.557 | cynco-tech-accountingmcp · other | AI-native accounting tool providing 52 tools across 14 domains for financial data management. | 1 star | No one-command install · Source | |
| 3165 | 22.557 | cynco-mcpmcp · payments | Enables AI agents to read and write Cynco accounting data, including querying books, creating invoices, reconciling transactions, and generating… | 1 star | No one-command install · Source | |
| 3166 | 22.557 | mcp-code-indexer-react-tsmcp · front-end | Indexes any TypeScript / React / Next.js repo into a queryable code graph and exposes 13 MCP tools — who-renders, who-calls, find-references… | 1 star | No one-command install · Source | |
| 3167 | 22.557 | esolat-mcpmcp · back-end | MCP server providing Malaysian/global prayer times (JAKIM + Aladhan fallback), nearest mosque/surau finder, and Islamic calendar events. | 1 star | No one-command install · Source | |
| 3168 | 22.557 | pysince-mcpmcp · ai-agents | Provides tools for tracking file reads and staleness, enabling LLM agents to detect when files have changed between turns for improved context… | 1 star | No one-command install · Source | |
| 3169 | 22.557 | dbt-investigatormcp · observability | Enables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident… | 1 star | No one-command install · Source | |
| 3170 | 22.557 | presonus-studiolive-mcpmcp · ai-agents | Connects AI coding agents to PreSonus StudioLive III mixers over the local network, exposing live mixer context such as channel names, mute/solo/fader… | 1 star | No one-command install · Source | |
| 3171 | 22.557 | maqami-travelmcp · back-end | Book hotels worldwide — search, price, prebook & book across 249 countries. 65 tools for hotel search, flights, loyalty, analytics. Zero API keys… | 1 star | No one-command install · Source | |
| 3172 | 22.557 | tsetmc-mcpmcp · ai-agents | An MCP server that provides live Tehran Stock Exchange data, including quotes, order books, money flow, and custom filters, to Claude and other MCP… | 1 star | No one-command install · Source | |
| 3173 | 22.557 | icf-mcp-servermcp · back-end | Enables lookup, search, browsing, and explanation of WHO's International Classification of Functioning, Disability and Health (ICF) codes and… | 1 star | No one-command install · Source | |
| 3174 | 22.557 | icd-mcp-servermcp · back-end | Provides AI assistants instant access to WHO ICD-10 and ICD-11 classification systems for code lookup, search, autocoding, validation, and hierarchy… | 1 star | No one-command install · Source | |
| 3175 | 22.557 | gh-stayce-icdmcp · back-end | WHO ICD-10/ICD-11 diagnosis codes. Lookup, search, and browse via the official WHO API. | 1 star | No one-command install · Source | |
| 3176 | 22.557 | icf-mcp-server-cloudflare-workersmcp · devops | MCP server for the WHO International Classification of Functioning, Disability and Health (ICF) with tools for code lookup, search, and clinical… | 1 star | No one-command install · Source | |
| 3177 | 22.557 | gh-stayce-icfmcp · back-end | WHO ICF classification codes for health and disability. Lookup, search, and browse via WHO API. | 1 star | No one-command install · Source | |
| 3178 | 22.557 | kiwoom-private-mcp-servermcp · back-end | Enables querying Kiwoom Securities account information and portfolio evaluation through MCP tools, supporting account balance and holdings analysis. | 1 star | No one-command install · Source | |
| 3179 | 22.557 | ordio-mcpmcp · back-end | MCP server for the Ordio restaurant operations platform, enabling AI assistants to manage inventory, orders, recipes, team, shifts, and reports. | 1 star | No one-command install · Source | |
| 3180 | 22.557 | maru-sheets-mcpmcp · back-end | Enables AI agents to read, write, and format Google Sheets using the Google Sheets API v4. | 1 star | No one-command install · Source | |
| 3181 | 22.557 | eric-mcp-servermcp · search | An MCP server for searching the ERIC education research database, enabling keyword search, record retrieval, thesaurus lookup, author search, and… | 1 star | No one-command install · Source | |
| 3182 | 22.557 | code-cache-mcpmcp · back-end | A persistent, tree-sitter-backed code knowledge cache MCP server that reduces token usage by storing parsed structure and enabling fast symbol lookup… | 1 star | No one-command install · Source | |
| 3183 | 22.557 | pasal-idmcp · search | Enables AI assistants to search, retrieve, and verify Indonesian laws (UU, PP, Perpres, etc.) and Constitutional Court decisions from authoritative… | 1 star | No one-command install · Source | |
| 3184 | 22.557 | aturio-pasal-idmcp · back-end | MCP server for querying 40,000+ Indonesian legal regulations from authoritative government sources with article-level search. | 1 star | No one-command install · Source | |
| 3185 | 22.557 | agentic-rag-mcpmcp · ai-agents | A multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls… | 1 star | No one-command install · Source | |
| 3186 | 22.557 | openrouter-subagentsmcp · ai-agents | MCP server providing a model-agnostic subagent tool backed by OpenRouter, supporting multi-model Fusion and orchestration patterns. | 1 star | No one-command install · Source | |
| 3187 | 22.557 | leetcode-mcpmcp · back-end | A tutorial and working MCP server that connects to your LeetCode profile, enabling AI assistants to check solved problems and recommend new ones by… | 1 star | No one-command install · Source | |
| 3188 | 22.557 | mcp-routermcp · back-end | Enables AI clients to manage multiple accounts per provider (e.g., Notion workspaces, GitHub identities) through a single MCP endpoint, with sticky… | 1 star | No one-command install · Source | |
| 3189 | 22.557 | web-summer-camp-2026-schedule-servermcp · back-end | Exposes the conference schedule as tools for ChatGPT, allowing attendees to view talks and buy tickets through natural language. | 1 star | No one-command install · Source | |
| 3190 | 22.557 | kubeaid-mcpmcp · devops | Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods… | 1 star | No one-command install · Source | |
| 3191 | 22.557 | konbumcp · ai-agents | MCP server for a self-hostable personal planner — exposes memo, todo, calendar event, and cross-resource full-text search tools so Claude, Cursor, or… | 1 star | No one-command install · Source | |
| 3192 | 22.557 | rakuten-pantry-mcpmcp · back-end | An MCP server for Rakuten Ichiba that enhances product search with quantity parsing, unit price calculation, and shipping cost analysis, enabling… | 1 star | No one-command install · Source | |
| 3193 | 22.557 | tooldirectory-mcpmcp · search | Search 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 star | No one-command install · Source | |
| 3194 | 22.557 | microsmcpmcp · back-end | Standalone TypeScript MCP server for micrOS devices. Enables discovering devices, inspecting device cache, running micrOS commands, and discovering… | 1 star | No one-command install · Source | |
| 3195 | 22.557 | mcphardenmcp · back-end | Scans MCP servers for security hardening issues including capability declarations, transport, and tool descriptions. | 1 star | No one-command install · Source | |
| 3196 | 22.557 | erdlensmcp · database | MCP server that reads your database schema from SQL DDL, Prisma, Drizzle, TypeORM, or SQLAlchemy, generates a Mermaid ER diagram, and writes it into… | 1 star | No one-command install · Source | |
| 3197 | 22.557 | invgate-mcpmcp · back-end | A read-only MCP server for InvGate Asset Management, enabling natural language queries for assets, people, computers, servers, software, and API… | 1 star | No one-command install · Source | |
| 3198 | 22.557 | github-issues-mcp-servermcp · github-vcs | Enables AI assistants to discover, filter, and triage GitHub issues across repositories, with tools for fetching issue details, listing issues by… | 1 star | No one-command install · Source | |
| 3199 | 22.557 | alt250-famxplor-family-travelmcp · database | Integrates with Famxplor's curated database to provide location-based search for family-tested activities worldwide using latitude, longitude, and… | 1 star | No one-command install · Source | |
| 3200 | 22.557 | diskmcp · ai-agents | Disk is a personal cloud storage on Cloudflare with an MCP server enabling agents to perform file operations, sharing, and key management via natural… | 1 star | 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.