Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4801 | 22.524 | wharfymcp · ai-agents | MCP server for managing local dev ports on macOS. It enables AI agents to inspect listening ports, identify owning processes and parent chains, kill… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | autopsy-mcpmcp · ai-agents | Read-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | frankki-mcpmcp · ai-agents | Hosted remote MCP server that lets AI agents compose, price, send, and track real physical letters worldwide. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | nas-mcp-n8n-bridgemcp · ai-agents | Splits the live Nas.com MCP catalog into 24 product-scoped n8n workflows, enabling focused agent interactions with specific business, product, and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mcp-cad-studiomcp · ai-agents | A parametric CAD workspace as an MCP server, enabling agents to create, edit, and manipulate 3D models through tools, with a live studio UI and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | shared-whiteboardmcp · ai-agents | Enables Claude to create, open, and edit persistent tldraw whiteboards in real-time, with live collaboration between human and AI. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | artiscenemcp · ai-agents | An agentic system for sim-ready interactive scene generation in Isaac Sim | 1 star | No one-command install · Source | |
| 4801 | 22.524 | meeteymcp · ai-agents | Local-first meeting capture and transcription for Claude Code. Records audio from meeting apps, transcribes locally with whisper.cpp, and produces… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | local-mcp-crmmcp · ai-agents | A local-first CRM that exposes customer and project management tools via the Model Context Protocol (MCP), including an analytics server. It… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | dingdawg-healthcare-agentmcp · ai-agents | HIPAA-aware healthcare AI for clinical documentation and compliance. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | linkloremcp · ai-agents | AI-native coding memory — lore/doc that AI agents read and write directly, via MCP | 1 star | No one-command install · Source | |
| 4801 | 22.524 | arabic-dict-mcpmcp · ai-agents | MCP server that provides grounded Arabic dictionary lookup, enabling AI agents to search word roots, inflections, and meanings from real dictionary… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | workforce-mcpmcp · ai-agents | Provides specialist context for AI agents, enabling them to work as different roles (UI, DE, SRE, etc.) through MCP prompts and tools. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | smallest-mcp-servermcp · ai-agents | MCP server for the Smallest AI platform that enables managing AI voice agents, debugging calls, and viewing analytics directly from your IDE. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mcp-glm-kimi-ollamamcp · ai-agents | Provides three MCP servers for Claude Code to access free/low-cost LLM models: GLM (Zhipu), Kimi (Moonshot), and local Ollama, enabling chat, vision… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | tribunal-mcpmcp · ai-agents | Enables fact-checking claims by providing a verify_claim tool that returns a verdict (True/False/Misleading/Unverifiable) with confidence score and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | carrymcp · ai-agents | Enables syncing a context pack between Claude Code and Claude mobile via a remote MCP server, allowing users to push instructions from their repo and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | lighterpack-mcpmcp · ai-agents | An MCP server that lets AI agents create and manage LighterPack packing lists — add gear, track weights, organize categories, and share lists, all… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | tensorfiremcp · ai-agents | MCP server for security-testing AI models, exposing garak vulnerability scanning and URL/MCP-endpoint scanning as callable tools. It lets agents probe… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | repo-contractmcp · ai-agents | An MCP server that enforces repository governance rules for AI coding agents, providing tools to validate plans, diffs, and scan for architectural and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | memorised-them-allmcp · ai-agents | Imagine you could hand Claude a filing cabinet of your documents and say "remember all of this." Later you just ask questions, and Claude answers from… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | amem-2mcp · ai-agents | Enables AI assistants to persistently remember user preferences and context through client-side encrypted vaults, ensuring memory is portable and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mimir-s-vaultmcp · ai-agents | An Obsidian-compatible memory graph and context management MCP server that lets AI agents navigate project architecture and relationships via… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | wt-mcpmcp · ai-agents | MCP server for managing git worktrees per product, enabling agents to create, list, sync, and open tasks with multiple projects, reusable YAML config… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | deepseek-visionmcp · ai-agents | MCP server that gives text-only LLMs vision capabilities by using a free multimodal model to perceive images, audio, and video, returning text for the… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | foldcase-mcpmcp · ai-agents | Foldcase MCP server exposes three read-only tools over stdio that serve a coding agent the full catalog of Foldkit component Showcases — enumerating… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | w-agentmcp · ai-agents | A self-hosted WhatsApp bridge with an AI agent enabling searchable context, message drafting, and approval workflow via MCP protocol for Claude… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mcp-student-assistancemcp · ai-agents | MCP server that provides intelligent student assistance tools for academic calculations, attendance tracking, marks analysis, and syllabus reading via… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | chatgpt-box-mcpmcp · ai-agents | A private MCP server that lets ChatGPT create, manage, and operate Box by ASCII Linux environments through secure MCP tools. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mcp-knowledge-bridgemcp · ai-agents | MCP-compatible knowledge bridge with tools, resources, prompts, local BM25 KB, and a token-guarded HTTP companion for Cursor and custom agents. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | praxismcp · ai-agents | Gives AI assistants a reliable memory for proven, verified skills, enabling them to reuse successful solutions and avoid repeating mistakes. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | agent-rackmcp · ai-agents | An MCP server that bridges CLI coding agents like Claude Code, Codex, opencode, and Antigravity into any MCP client, enabling synchronous and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | vibe-auditmcp · ai-agents | A multi-agent system that scans a JavaScript or TypeScript source file for unbalanced addEventListener calls, flags memory-leak vectors, and produces… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | multichain-mcp-servermcp · ai-agents | The only MCP server that gives AI agents native access to Stacks, Celo, and Base — from a single npm package. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | ableton12-mcpmcp · ai-agents | MCP server for Ableton Live 12 enabling full DAW control (tracks, devices, mixer, clips, transport) and audio analysis via loopback capture, allowing… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | dagsmithmcp · ai-agents | MCP server providing read-only Snowflake metadata tools (schemas, tables, queries, lineage) for agentic data pipeline generation, enabling… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | instacodeio-icloud-drive-mcp-servermcp · ai-agents | MCP server for iCloud Drive on macOS, enabling Claude to browse, read, search, tag, write, and trash files with safe defaults and automatic handling… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | vision-router-mcpmcp · ai-agents | Enables AI agents to analyze images via user-configured cloud vision APIs (Gemini or OpenAI-compatible), returning structured results such as… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | kitty-hivemcp · ai-agents | MCP server for multi-agent collaboration enabling AI agents to communicate, delegate tasks, and share artifacts across clients and machines with… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | zynx-supabase-mcp-servermcp · ai-agents | Real TypeScript MCP server for connecting Zynx agents to Supabase through safe, allowlisted tools. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | claude-sessionmcp · ai-agents | MCP server for programmatic lifecycle management of Claude Code sessions, supporting list, create, read, send, fork, wait, and interrupt operations. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mini-agent-mcpmcp · ai-agents | An MCP server that integrates a ReAct agent with built-in tools (calculator, text, unit conversion, etc.) and the AnySearch search service, enabling… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | kinqimen-mcpmcp · ai-agentsalso listed as qimen-mcp | A deterministic MCP facts engine for Qimen Dunjia (奇門遁甲), providing 時家, 刻家, and 金函玉鏡 chart computation tools for AI agents. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mcp-vcrmcp · ai-agents | VCR for MCP servers: a zero-dependency stdio proxy that records and replays MCP JSON-RPC tool calls to local cassette files, enabling deterministic… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | ensemble-mcpmcp · ai-agents | An MCP server providing intelligence infrastructure for AI agent pipelines, including vector memory, drift detection, model routing, skills discovery… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | meertrack-mcpmcp · ai-agents | An MCP server for Meertrack that enables users to ask their AI agent about competitors' recent activities, digests, and product changes via natural… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | ownership-provenance-protocolmcp · ai-agents | An MCP server that enforces explicit task ownership acceptance and requires a provenance tag (observed, reviewed, or reported) on every completion… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | hermes-cowork-bridgemcp · ai-agents | Bridges Claude Cowork/Desktop to a local Hermes Agent, exposing hermes_delegate, hermes_check_run, and hermes_health tools for task delegation, status… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | powerbi-agentmcp · ai-agents | MCP server enabling AI agents to directly query and manage Power BI datasets, reports, and workspaces via DAX, with built-in data security policies… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | stickiesmcp · ai-agents | Persistent sticky notes for Claude Code. You pin a note — a decision, a blocker, a todo — and it survives session resets, /clear, and closing the… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | commerce-mcpmcp · ai-agents | An MCP control plane for SAP Commerce Cloud that exposes safe, read-only tools to LLM agents for inspecting types, running FlexibleSearch, and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mcp-local-erpmcp · ai-agents | Enables local file reading and writing for your project via Claude Desktop, with tools to read, write, and list files in a specified root path. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | port-sentrymcp · ai-agents | An MCP server that gives AI coding agents structured port intelligence — finding free ports, identifying port hogs, and killing zombie processes… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | aas-core-agentic-awesome-skills-mcpmcp · ai-agents | A local, read-only MCP server that lets coding agents search the complete AAS skill catalog, compose and validate agent-chosen skill stacks, and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | lowlevel-computer-use-mcpmcp · ai-agents | A low-level computer-use MCP server that exposes raw desktop control (mouse, keyboard, shell, windows, processes, screenshots, etc.) to MCP clients… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | revit-mcp-hardenedmcp · ai-agents | Hardened MCP server for Autodesk Revit enabling LLMs to inspect and manipulate Revit models via pyRevit, with token authentication and capability… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | shell-sievemcp · ai-agents | An MCP server that executes shell commands and intelligently compresses, filters, and extracts errors from verbose output to save AI agent context… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | supermemmcp · ai-agents | Enables storing and querying a personal knowledge graph as a shared memory, allowing agents and tools to remember facts, entities, relations, and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | claude-mailboxmcp · ai-agents | An MCP server that enables concurrently-running Claude Code sessions to cross-talk via channels, DMs, and leader coordination, all backed by a shared… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | tuxnewsmcp · ai-agents | Enables AI agents to discover and curate news through an MCP server, with features like active preference learning, anti-clickbait rewriting, and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | roblox-studio-mcp-2mcp · ai-agents | A production MCP integration that lets AI agents control Roblox Studio to autonomously build, test, and debug Roblox games. Provides 39 tools for… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | shaddai-mcpmcp · ai-agents | MCP server that provides 7 specialized agents with RAG knowledge bases, allowing Claude to search and ask domain-specific questions and route tasks to… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mem0-mcp-selfhostedmcp · ai-agents | Self-hosted mem0 MCP server for Claude Code that adds durable async ingestion, document support, and reranking, enabling persistent memory management… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | stock-image-mcpmcp · ai-agents | An MCP server for searching and downloading stock images from Unsplash, Pexels, Pixabay, Freepik, StockVault, and Burst, enabling AI agents to source… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | rodey-mcpmcp · ai-agents | Unofficial MCP server for RØDECaster Pro II, providing tools to read and write audio processing parameters like noise gate, compressor, and routing… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | codebaseagent-mcpmcp · ai-agents | CodebaseAgent-MCP is an MCP server that uses a lightweight RAG pipeline to delegate repository analysis to a dedicated OpenAI-compatible LLM, reducing… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | pdf-inspector-mcpmcp · ai-agents | Enables AI agents to process and inspect PDFs by detecting document type, extracting text, and generating Markdown with layout information. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | pengstrike-ai-mcpmcp · ai-agents | Turns any MCP-capable AI agent into a professional penetration testing platform with 150+ security tools, adaptive async tasks, and crash-proof… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | legal-research-agentmcp · ai-agents | MCP server for legal research that enables searching US case law via CourtListener, retrieving full opinion text, and looking up legal definitions… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | espn-ff-managermcp · ai-agents | Manages ESPN fantasy football teams post-draft, enabling lineup optimization, waiver/free agent recommendations, injury tracking, trade analysis, and… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | epiphanymcp · ai-agents | A local MCP server that provides a shared, private memory for multiple AI tools, enabling cross-model recall and automatic session ingestion. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mukundakatta-agentcastmcp · ai-agents | Extracts and validates JSON from LLM text output with structured retry feedback generation. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | 6ducklearn-mcpmcp · ai-agents | Hosted MCP server for the 6DuckLearn learning platform, enabling integration with AI agents like Codex and Claude Code. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | nitrostack-starter-templatemcp · ai-agents | This template enables learning NitroStack fundamentals with a calculator-focused MCP server that supports tools, resources, and prompts. It includes… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | tpu-devopsmcp · ai-agents | MCP server for managing Google Cloud TPU capacity and serving Gemma 4 with vLLM, including provisioning, debugging, benchmarking, and teardown. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | leadmind-mcpmcp · ai-agents | An MCP server that turns an AI lead management system into a conversational tool any MCP-compatible AI client can control directly, with tools… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | octane-mcpmcp · ai-agents | A local MCP server that lets Hermes Agent use Octane X as a shared visual canvas for geometry, data, math, and concept visualization. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | borg-mcpmcp · ai-agents | A read-only MCP server for BorgBackup that lets AI agents query backup status, repository info, archive listings, and prune previews without modifying… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | pico-mcpmcp · ai-agents | Enables LLMs to control a PicoScope 5000A USB oscilloscope for signal generation, block capture, measurements, and frequency response sweeps. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | agentfit-mcpmcp · ai-agentsalso listed as mukundakatta-agentfit | Lets Claude Desktop, Cursor, Cline, Windsurf, Zed, or any other MCP client estimate token counts and fit a chat history into a model's context budget… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | robosimtools-mcpmcp · ai-agents | Exposes 12 robotics/simulation tools from robosimtools.com as MCP tools, enabling AI agents to perform conversions (quaternion, URDF, MJCF)… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | agentguard-mcpmcp · ai-agentsalso listed as mukundakatta-agentguard, mukundakatta-agentvet | Check whether a URL is allowed under a network-egress policy before any fetch, with tools for single URL, batch checks, and policy validation. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | flopsindex-mcpmcp · ai-agents | Provides public price indices for GPU rentals (spot, on-demand, DePIN) with verify URLs, enabling agents and users to query and verify compute… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | unified-history-mcpmcp · ai-agents | Config-driven MCP server for cross-domain full-text search across agent session logs, meeting transcripts, and notification files. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | continuous-code-guardianmcp · ai-agents | AI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | kernora-agent-securitymcp · ai-agents | Provides a zero-install security baseline for AI coding agents, with tools to retrieve curated security rules and check actions against them for… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | midasmcp · ai-agents | Local-first AI agent for approval-gated automation and verifiable LLM workflows. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | linkedin-outreach-agentmcp · ai-agents | An MCP server that enables agent-driven LinkedIn outreach across multiple accounts, with a safety gate for human approval and LLM-powered… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | docshub-mcp-servermcp · ai-agents | An MCP server that provides AI clients with access to developer documentation via llms.txt files. Exposes tools, resources, and prompts. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | npu-vision-fallbackmcp · ai-agents | Provides an MCP server for local low-power screen vision, enabling AI agents to perform OCR and UI detection on inaccessible screens (games, remote… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | hyperpanes-mcpmcp · ai-agents | MCP server for hyperpanes terminal workspace app, enabling AI agents to compose and launch workspace layouts, inspect and drive terminal panes, stream… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | rpcedge-mcpmcp · ai-agents | Provides Solana RPC tools for agents to check health, estimate priority fees, sample Yellowstone gRPC, and submit signed transactions via the rpc edge… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | discord-mcp-4mcp · ai-agents | An MCP server that exposes Discord bot actions as tools for LLM clients. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | ichnus2mcp · ai-agents | Enables bug localization by analyzing a repo and bug report with an ant-swarm LLM, returning a HOT/WARM/COLD heatmap and JSON audit trail via MCP. | 1 star | No one-command install · Source | |
| 4801 | 22.524 | mcp-obsidianmcp · ai-agents | A filesystem-based MCP server for Obsidian vaults that enables LLMs to browse, search, read, write, and edit Markdown notes directly on disk without… | 1 star | No one-command install · Source | |
| 4801 | 22.524 | codex-mcp-opencodemcp · ai-agents | A project-local MCP bridge that allows Codex Desktop to plan tasks and OpenCode to execute them within the current project directory, with session… | 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.