Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4701 | 22.524 | md-mcpmcp · database | Exposes local markdown documentation, notes, and knowledge bases to AI tools via the Model Context Protocol without embeddings or uploading. | 1 star | No one-command install · Source | |
| 4702 | 22.524 | aruba-fatturazione-elettronica-mcpmcp · back-end | Exposes read-only Aruba Fatturazione Elettronica API operations for managing electronic invoices, notifications, and providing fiscal document… | 1 star | No one-command install · Source | |
| 4703 | 22.524 | sdcvalidatormcp · back-end | MCP server for validating SDC4 XML instances against XSD schemas, with two-tier error classification and SDC4 compliance checks. | 1 star | No one-command install · Source | |
| 4704 | 22.524 | vision-toolkitmcp · ai-agents | Provides multimodal vision MCP tools for image analysis, OCR, object detection, text-to-image generation, and image similarity, integrating OpenAI… | 1 star | No one-command install · Source | |
| 4705 | 22.524 | javascript-mcp-servermcp · front-end | Deterministic MCP server for semantic analysis of JavaScript/TypeScript codebases, including frameworks like Vue, Angular, React, and Node. It… | 1 star | No one-command install · Source | |
| 4706 | 22.524 | autochromemcp · ai-agents | MCP server enabling AI agents to perform autonomous photographic color science and screenshot annotation with deterministic computer vision, film… | 1 star | No one-command install · Source | |
| 4707 | 22.524 | jira-assets-mcp-servermcp · back-end | Provides read and write access to Atlassian Jira Assets (formerly Insight) via MCP, enabling AI clients to fetch objects, discover schemas, update… | 1 star | No one-command install · Source | |
| 4708 | 22.524 | digital-samba-embedded-api-mcp-servermcp · back-end | Enables managing video conferencing platform tasks like creating rooms, managing recordings, and controlling live sessions through natural language… | 1 star | No one-command install · Source | |
| 4709 | 22.524 | github-issue-mcpmcp · github-vcs | Enables AI-powered GitHub issue management by converting natural-language bug reports into structured issues, detecting duplicates via semantic… | 1 star | No one-command install · Source | |
| 4710 | 22.524 | trustmodel-mcp-servermcp · back-end | Enables AI agents to evaluate trust, safety, and bias of models and agentic traces using TrustModel APIs. | 1 star | No one-command install · Source | |
| 4711 | 22.524 | screen-mcpmcp · back-end | An MCP server that gives a model eyes and hands on a Linux Wayland desktop, enabling screenshot capture, mouse/keyboard control, OCR, and icon… | 1 star | No one-command install · Source | |
| 4712 | 22.524 | enterprise-agent-labmcp · observability | Enables controlled AI-agent access to enterprise-shaped tools with a deny-by-default gated write path, human approval, dry-run execution, and… | 1 star | No one-command install · Source | |
| 4713 | 22.524 | truth-social-mcpmcp · back-end | MCP server for explicitly authorized Truth Social access, offering read-only tools for profiles, timelines, search, and notifications, with optional… | 1 star | No one-command install · Source | |
| 4714 | 22.524 | tsilva-openroutermcp · database | Provides access to 300+ OpenRouter AI models for chat, image generation, embeddings, and model discovery. | 1 star | No one-command install · Source | |
| 4715 | 22.524 | mcp-openroutermcp · back-end | A Python MCP server that lets MCP hosts call OpenRouter models for chat, image generation, embeddings, and model search via FastMCP with .env support… | 1 star | No one-command install · Source | |
| 4716 | 22.524 | url-manager-mcpmcp · ai-agents | Enables AI agents to manage bookmarks (webpages, articles, videos) on behalf of users, including registration, categorization, tagging, and sharing. | 1 star | No one-command install · Source | |
| 4717 | 22.524 | autodoubaomcp · ai-agents | MCP server that lets AI agents like Codex, Hermes, and LobsterAI automatically generate images via the logged-in Doubao web UI and download the… | 1 star | No one-command install · Source | |
| 4718 | 22.524 | pow-mcp-rag-newmcp · search | A local RAG MCP server that indexes project documentation and code into ChromaDB for semantic search, supporting multiple tech stacks and deployment… | 1 star | No one-command install · Source | |
| 4719 | 22.524 | democracy-without-politicians-mcpmcp · search | Enables users to search and read verbatim passages from Terry Bouricius's book 'Democracy Without Politicians', honoring the author's request to… | 1 star | No one-command install · Source | |
| 4720 | 22.524 | nunolima-gitlab-docsmcp · github-vcs | Searchable access to GitLab documentation from multiple repositories with full-text search. | 1 star | No one-command install · Source | |
| 4721 | 22.524 | dsh-web-mcpmcp · back-end | An MCP bridge that exposes DeepSeek Harness (DSH) web UI's cordis RPC API as stdio tools, enabling any MCP client to manage workspaces, create/resume… | 1 star | No one-command install · Source | |
| 4722 | 22.524 | claude-atlas-mcpmcp · ai-agents | Self-hosted MCP server giving Claude persistent memory via entities, observations, history, and reminders, backed by a lightweight Node/SQLite… | 1 star | No one-command install · Source | |
| 4723 | 22.524 | proxmox-mcp-bridgemcp · back-end | Policy-aware MCP server for Proxmox VE that maps the official API schema to MCP tools, enabling node health, disk, network, journal, updates, guest… | 1 star | No one-command install · Source | |
| 4724 | 22.524 | booboomcp · ai-agents | Open-source operational brain that fuses an AI system's agents, memory, knowledge and automations into one rooted, privacy-walled graph, served over… | 1 star | No one-command install · Source | |
| 4725 | 22.524 | clonstmcp · ai-agents | Enables adversarial code review by connecting Claude Code to OpenAI Codex, iterating until consensus is reached between the two AI models. | 1 star | No one-command install · Source | |
| 4726 | 22.524 | jarvis-markdown-mcpmcp · ai-agents | Local-first memory server for AI coding agents that stores work sessions, tasks, and durable memories in Markdown files, exposed through MCP tools for… | 1 star | No one-command install · Source | |
| 4727 | 22.524 | pydoll-mcp-servermcp · browser | Browser automation MCP server using Pydoll, enabling agents to navigate, observe, and interact with web pages via tools like page navigation, element… | 1 star | No one-command install · Source | |
| 4728 | 22.524 | writ-mcpmcp · browser | Connects MCP clients to Writ, turning saved browser workflows into callable tools. Allows running workflows, retrieving data, scheduling, and more. | 1 star | No one-command install · Source | |
| 4729 | 22.524 | line-local-mcp-2mcp · back-end | A read-only MCP server that lets AI search and read both sides of a user's own LINE Desktop chat history on macOS using local database snapshots… | 1 star | No one-command install · Source | |
| 4730 | 22.524 | proxy-pool-mcp-servermcp · back-end | Manages an authorized proxy pool for security testing, providing MCP tools to select the best available proxy, report status, switch proxies, view… | 1 star | No one-command install · Source | |
| 4731 | 22.524 | modelmetermcp · ai-agents | Enables AI agents to query model pricing, deprecations, and cost estimates via a machine-readable changelog of the AI stack. | 1 star | No one-command install · Source | |
| 4732 | 22.524 | zaimhub-russia-loans-catalogmcp · back-end | MCP server exposing the public catalog of Russian microfinance organizations from zaimhub.com, all listed in the state registry of the Bank of Russia… | 1 star | No one-command install · Source | |
| 4733 | 22.524 | x-signalmcp · devops | Let ChatGPT or Codex research X (Twitter) through an existing account: search Top and Latest, follow threads, compare feeds, find accounts, and link… | 1 star | No one-command install · Source | |
| 4734 | 22.524 | zekebuilds-lab-captchamcp · auth | Autonomous AI agent authentication combining proof-of-work and Lightning micropayments. | 1 star | No one-command install · Source | |
| 4735 | 22.524 | runwhen-platform-mcpmcp · comms | Lets your coding agent talk to the RunWhen platform — workspace chat, issues, SLXs, run sessions, and the Tool Builder — over the Model Context… | 1 star | No one-command install · Source | |
| 4736 | 22.524 | tailscale-compute-mcpmcp · other | Runs builds, tests, and benchmarks on a remote compute node via Tailscale and SSH, syncing projects with rsync. | 1 star | No one-command install · Source | |
| 4737 | 22.524 | ausdata-mcpmcp · back-end | MCP server providing one-call access to 100+ curated Australian government datasets across 9 sources, including ABS, RBA, ATO, and more. | 1 star | No one-command install · Source | |
| 4738 | 22.524 | ausdatamcp · back-end | Unified access to 9 Australian government data sources through a single AusData API key. | 1 star | No one-command install · Source | |
| 4739 | 22.524 | finsagemcp · back-end | Enables natural language analysis, screening, reporting, and comparison of A-share stocks via MCP tools or REST API, with pluggable data… | 1 star | No one-command install · Source | |
| 4740 | 22.524 | agent-market-signalsmcp · ai-agents | An MCP server that provides tools to audit AI-agent marketplace integrity by scanning listings for deceptive patterns like fabricated engagement… | 1 star | No one-command install · Source | |
| 4741 | 22.524 | ask-google-mcp-servermcp · back-end | A stdio MCP server that provides a single tool to query Gemini with Google Search grounding for current web information, returning synthesized answers… | 1 star | No one-command install · Source | |
| 4742 | 22.524 | local-agent-sensesmcp · back-end | Provides local vision and audio perception for MCP-compatible agents, enabling them to read images, transcribe text from visual media, analyze videos… | 1 star | No one-command install · Source | |
| 4743 | 22.524 | mcp-solana-internetmcp · payments | Enables direct SOL payments for content access by integrating MCP with the Solana blockchain for decentralized, permissionless access control. | 1 star | No one-command install · Source | |
| 4744 | 22.524 | kelvia-mcp-servermcp · ai-agents | An MCP server that exposes 58 tools for boards, tasks, comments, worklogs, stages, members, invitations, tags, and a personal day planner, letting AI… | 1 star | No one-command install · Source | |
| 4745 | 22.524 | whale-data-mcpmcp · payments | Exposes Polymarket whale trades and smart-money signals as paid tools, with USDC micropayments handled under the hood via x402. | 1 star | No one-command install · Source | |
| 4746 | 22.524 | alphacam-mcp-bridgemcp · back-end | AI-driven CAM automation server that wraps AlphaCAM 2016 R1 COM API into MCP tools, enabling geometry creation, machining operations, tool management… | 1 star | No one-command install · Source | |
| 4747 | 22.524 | python-scripts-mcpmcp · ai-agents | MCP server that exposes local Python scripts as tools for AI clients (e.g. Claude Desktop), enabling directory tree generation, Excel-to-text… | 1 star | No one-command install · Source | |
| 4748 | 22.524 | pocketsmith-mcp-servermcp · back-end | An MCP server that enables Claude and other clients to manage personal finances through the PocketSmith API, including accounts, transactions… | 1 star | No one-command install · Source | |
| 4749 | 22.524 | opencode-voice-mcp-servermcp · back-end | Enables voice input for AI coding assistants by recording audio, transcribing it locally with Whisper, and optionally typing the text at the cursor… | 1 star | No one-command install · Source | |
| 4750 | 22.524 | zcode-cdpmcp · ai-agents | An MCP server that enables AI coding agents to take over a real, already-logged-in Chrome via CDP, with port lease, watchdog, and state-machine… | 1 star | No one-command install · Source | |
| 4751 | 22.524 | instantgrammcp · back-end | MCP server that enables AI agents to interact with Instagram DMs by managing sessions, sending messages, and configuring webhooks through the… | 1 star | No one-command install · Source | |
| 4752 | 22.524 | ohada-mcpmcp · search | A public MCP server for OHADA legal research, enabling search of relevant provisions, retrieval of full articles with hierarchical context, and… | 1 star | No one-command install · Source | |
| 4753 | 22.524 | mcp-ory-kratosmcp · auth | MCP server for managing Ory Kratos identities, sessions, and authentication flows, enabling AI assistants to perform identity management tasks via… | 1 star | No one-command install · Source | |
| 4754 | 22.524 | digmyname-domain-check-registrar-pricingmcp · ai-agents | Domain availability + registrar price comparison across 52 TLDs — see not just if a domain is free, but where it's cheapest (7 registrars, renewal… | 1 star | No one-command install · Source | |
| 4755 | 22.524 | faf-trinitymcp · ai-agents | MCP server that exposes project context, persistent memory, and agent identity via FAF formats, providing tools like context-aware callTool… | 1 star | No one-command install · Source | |
| 4756 | 22.524 | pc-botmcp · ai-agents | MCP server that enables AI agents to control Windows by clicking, typing, and navigating with a visible cursor overlay, using a layered approach… | 1 star | No one-command install · Source | |
| 4757 | 22.524 | personal-assistant-mcp-server-2mcp · comms | A FastMCP server that exposes tools for news aggregation, financial market data, fitness tracking, Spotify music data, and email notifications, usable… | 1 star | No one-command install · Source | |
| 4758 | 22.524 | citewiremcp · back-end | An attribution-first MCP server that provides tools to search and cite news and research metadata from free APIs and news platforms, without storing… | 1 star | No one-command install · Source | |
| 4759 | 22.524 | local-city-mcpmcp · back-end | A template and specification for building MCP servers that provide AI assistants access to official, public civic data about a metro area, including… | 1 star | No one-command install · Source | |
| 4760 | 22.524 | doxa-mcpmcp · other | Christian Bible Scripture MCP: BSB verse lookup, Christian encouragement, the Doxa Way journey map. Three tools: doxa_encourage, doxa_scripture… | 1 star | No one-command install · Source | |
| 4761 | 22.524 | doxamcp · other | Bible lookup and Christian encouragement tools from the Doxa app. | 1 star | No one-command install · Source | |
| 4762 | 22.524 | thoth-memmcp · database | Persistent memory for AI coding agents, storing learned architecture decisions, patterns, and bug fixes in a local SQLite database with full-text… | 1 star | No one-command install · Source | |
| 4763 | 22.524 | ttc-mcpmcp · back-end | A Model Context Protocol server for Toronto Transit Commission (TTC) that exposes subway, streetcar, and bus schedules, real-time arrivals, vehicle… | 1 star | No one-command install · Source | |
| 4764 | 22.524 | canvas-teacher-mcpmcp · back-end | An MCP server for Canvas LMS that enables assistants to read course content, create assignments and pages, set due dates, and post announcements via… | 1 star | No one-command install · Source | |
| 4765 | 22.524 | r2-d2mcp · ai-agents | An MCP server for Star Wars Unlimited that provides card search, deck building, format validation, meta analysis, and two-player game simulation… | 1 star | No one-command install · Source | |
| 4766 | 22.524 | stuntdouble-mcpmcp · front-end | Deploys AI user personas to validate user journeys at scale, surfacing UX friction before real users encounter it. | 1 star | No one-command install · Source | |
| 4767 | 22.524 | stunt-doublemcp · front-end | Deploy AI user personas to validate user journeys at scale and find UX friction before real users do. | 1 star | No one-command install · Source | |
| 4768 | 22.524 | enhanced-cogneemcp · ai-agents | Enterprise-grade AI memory infrastructure with multi-agent support, providing 122 MCP tools for memory management, agent coordination, and… | 1 star | No one-command install · Source | |
| 4769 | 22.524 | ai-netcafemcp · ai-agents | Hosted open-source AI apps callable by agents over MCP, enabling multi-model comparisons with real metered costs and skills like PDF translation, deep… | 1 star | No one-command install · Source | |
| 4770 | 22.524 | comind-mcpmcp · back-end | A gateway that connects MCP servers and REST APIs, allowing you to curate tools into groups and expose them as virtual MCP servers for agents. | 1 star | No one-command install · Source | |
| 4771 | 22.524 | system-command-mcpmcp · other | Enables AI to execute registered system commands across platforms using a stable program + args interface, without requiring shell-specific syntax or… | 1 star | No one-command install · Source | |
| 4772 | 22.524 | yandex-direct-managermcp · ai-agents | MCP-коннектор для Яндекс Директа: управляйте кампаниями и аналитикой из Claude и ChatGPT — поиск лишних трат, ставки, бюджеты, минус-слова, аудит… | 1 star | No one-command install · Source | |
| 4773 | 22.524 | cacheout-mcpmcp · ai-agents | MCP server for macOS disk cache management. Enables AI agents to free disk space on demand by scanning and clearing developer caches. | 1 star | No one-command install · Source | |
| 4774 | 22.524 | source-partsmcp · front-end | Enables AI assistants to search millions of electronic components, compare prices, check availability, and process bills of materials from major EDA… | 1 star | No one-command install · Source | |
| 4775 | 22.524 | inochi-creator-mcpmcp · front-end | Enables live operation of a patched Inochi Creator through MCP, providing tools for project management, node editing, parameter control, animation… | 1 star | No one-command install · Source | |
| 4776 | 22.524 | lambdacad-mcpmcp · back-end | MCP server that lets AI draw in AutoLISP-capable CAD (reference BricsCAD on Linux) via a file bridge, enabling 2D drafting, 3D solid modeling, and… | 1 star | No one-command install · Source | |
| 4777 | 22.524 | stahldavid-sensegrepmcp · search | Semantic and structural code search for AI-native development. | 1 star | No one-command install · Source | |
| 4778 | 22.524 | orbit-sentinel-mcpmcp · search | Search 419,000+ LLM-extracted space regulatory filings from the FCC, ITU, UNOOSA, and FAA. Semantic search, entity dossiers, spectrum-band holdings… | 1 star | No one-command install · Source | |
| 4779 | 22.524 | chatgpt-mac-bridgemcp · browser | Gives ChatGPT Web hands on your Mac — files, git, terminal, browser, and windows via MCP, with outbound-only tunnel and delete protection. | 1 star | No one-command install · Source | |
| 4780 | 22.524 | fpt-mcpmcp · back-end | MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assistants to query, create, update, and delete entities via the ShotGrid API… | 1 star | No one-command install · Source | |
| 4781 | 22.524 | cheaplanemcp · auth | Delegates replaceable grunt work (boilerplate, formatting, translation, long-document summarizing) from a premium agent to cheap models behind a local… | 1 star | No one-command install · Source | |
| 4782 | 22.524 | mcp-tokensagemcp · back-end | Enables token counting, usage tracking, and cost calculation for LLM APIs, with a proxy server mode to automatically intercept and monitor API… | 1 star | No one-command install · Source | |
| 4783 | 22.524 | almanac-mcp-servermcp · ai-agents | Self-hosted fitness tracking MCP server that gives AI assistants access to your nutrition, training, weight, sleep, and accomplishment data via 77… | 1 star | No one-command install · Source | |
| 4784 | 22.524 | sageread-mcpmcp · back-end | Read-only MCP server that lets AI agents query SageRead data: books, reading progress, stats, notes, AI chats, papers, and semantic vector search… | 1 star | No one-command install · Source | |
| 4785 | 22.524 | barcoding-mcpmcp · other | Enables encoding 100+ barcode symbologies and decoding common 1D/2D formats, plus terminal QR codes. | 1 star | No one-command install · Source | |
| 4786 | 22.524 | should-i-usemcp · back-end | MCP server that recommends which npm/PyPI libraries to use or avoid, with concise verdicts, alternatives, and code snippets, keeping responses under… | 1 star | No one-command install · Source | |
| 4787 | 22.524 | grok-chrome-bridgemcp · browser | Enables Grok Build to attach to the user's active Chrome profile via MCP, leveraging the profile's tabs, cookies, and logins instead of launching an… | 1 star | No one-command install · Source | |
| 4788 | 22.524 | formpilotmcp · other | Enables secure web form inspection and autofill using Excel data, Knowledge Packs, and AI, with sensitive field protection and explicit submit… | 1 star | No one-command install · Source | |
| 4789 | 22.524 | mrj-jmri-mcpmcp · comms | Control your DCC model railroad by voice or chat through any MCP client, with dynamic discovery of layout elements from JMRI. | 1 star | No one-command install · Source | |
| 4790 | 22.524 | hyeonu-cha-dotnet-coveragemcp · other | .NET test coverage: run tests, parse Cobertura reports, find uncovered branches, and append tests. | 1 star | No one-command install · Source | |
| 4791 | 22.524 | dotnet-coverage-mcpmcp · back-end | An MCP server that gives AI assistants direct access to .NET test-coverage tooling, enabling them to run tests, parse Cobertura XML, identify… | 1 star | No one-command install · Source | |
| 4792 | 22.524 | athena-diarymcp · database | Provides a SQLite-backed off-context diary for Letta agents with MCP tools for journaling and retrieval, keeping core memory uncluttered. Supports… | 1 star | No one-command install · Source | |
| 4793 | 22.524 | loxberry-mcp-servermcp · back-end | Enables AI assistants and agents to query and control a Loxone Miniserver installation via MCP, using existing room and control names without cloud… | 1 star | No one-command install · Source | |
| 4794 | 22.524 | minehut-mcpmcp · back-end | MCP server that lets AI agents fully manage Minehut Minecraft servers via Playwright browser automation and REST API tools, including server control… | 1 star | No one-command install · Source | |
| 4795 | 22.524 | onenote-mcp-pythonmcp · back-end | A standalone Model Context Protocol server for Microsoft OneNote desktop, connecting via the Windows COM API through a PowerShell bridge to enable… | 1 star | No one-command install · Source | |
| 4796 | 22.524 | win-computer-usemcp · ai-agents | MCP server that gives Claude human-like control of a Windows PC with its own virtual cursor, an emergency stop, and a manager UI. | 1 star | No one-command install · Source | |
| 4797 | 22.524 | ctxmcp · ai-agents | An MCP server that converts GitHub repositories and documentation sites into token-counted, searchable context blobs for AI agents, with tools like… | 1 star | No one-command install · Source | |
| 4798 | 22.524 | mcp-vanshul-commcp · ai-agents | A public MCP server that lets AI agents read live web pages as clean Markdown, with tools to fetch, search, extract metadata, and extract links from… | 1 star | No one-command install · Source | |
| 4799 | 22.524 | gyanlabs-agentic-hrmsmcp · ai-agents | MCP server enabling AI assistants to autonomously manage HR tasks including employee onboarding, leave tracking, IT provisioning, meeting scheduling… | 1 star | No one-command install · Source | |
| 4800 | 22.524 | vibo-mcp-servermcp · search | Provides persistent memory (L1/L2/L3 encrypted), web-search savings, and thread memory for AI agents, enabling token savings and context retention… | 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.