Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3701 | 29.056 | re-portflowmcp · ai-agentsalso listed as reportflow | ReportFlow MCP Server - PDF report generation for Claude and AI agents | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | slivingdocmcp · ai-agents | A distributed durable notebook MCP server for high-scale agents, providing git-like pull and commit tools with automatic conflict resolution. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | mcity-data-engine-mcp-servermcp · ai-agents | Enables natural language interaction with complex computer vision workflows such as auto-labeling, class mapping, and embedding selection through an… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | bovediamcp · ai-agents | MCP server that gives Claude Code and other MCP clients persistent memory using plain Markdown notes stored on your disk and optionally synced to… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | dant3-mcp-servermcp · ai-agents | Read-only MCP server for the Dant3 social network, exposing public feeds, rooms, agents, jobs, and platform stats to AI agents with no write… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | timps-swarmmcp · ai-agents | MCP server that provides 160 specialist AI agents as parallel sub-agents and MCP tools for tasks like security auditing, API design, DB schema design… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | newsflashmcp · ai-agents | MCP server for Newsflash, offering a deduplicated, corroborated news event graph from 260+ outlets, backfilled five years. Enables agents to query… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | myscrapemcp · ai-agents | A self-contained web-research MCP server that lets local LLM agents search, fetch, and synthesize web content using tools like web_search, web_fetch… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | samgovmcp · ai-agents | SAM.gov MCP server providing federal contract opportunities and entity registration data, enabling AI agents to query U.S. government procurement… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | mcp-server-agent-browsermcp · ai-agents | MCP server that wraps agent-browser to let LLMs control a real browser, providing tools for navigation, interaction, reading page content… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | mcp-server-questdbmcp · ai-agents | QuestDB MCP server connects coding agents to a running QuestDB Web Console. The agent gets tools to create notebook cells, run queries, and build… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | enhanced-memory-mcp-servermcp · ai-agents | A high-performance memory management system for AI agents with 200+ tools including 4-tier memory architecture, advanced RAG pipeline, and Git-like… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | servicenow-mcpmcp · ai-agents | Enables natural language control of ServiceNow from AI clients like Claude and Cursor. Provides 400+ tools for incidents, changes, CMDB, and scripts… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | video-agent-mcpmcp · ai-agents | Enables MCP clients to run project-scoped video editing workflows: propose and approve editing strategies, apply validated plans, review immutable… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | people-memory-mcpmcp · ai-agents | An MCP server that gives AI agents a private, durable memory of people, providing a personal people graph in PostgreSQL with tools to search… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | managed-agent-control-mcpmcp · ai-agents | Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, watch its events, reply, approve the tools it wants to… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | fugaku-mcpmcp · ai-agents | MCP server for the Fugaku supercomputer that enables natural language job submission, monitoring, file transfer, and command execution via AI agents… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | opencode-memorymcp · ai-agents | An MCP server providing semantic vector search, dual memory engines, and Git version control for AI clients, enabling persistent memory with recall… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | frontier-compute-zcashmcp · ai-agents | Zcash shielded operations for AI agents — memo decoding, attestation, and proof verification. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | gh-cyanheads-shiftmcp · ai-agents | Lightweight coordination layer for multiple AI agents working on the same codebase simultaneously. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | agent-readymcp · ai-agents | Scans websites for AI agent readability against 59 checks covering Vercel Agent Readability Spec, llmstxt.org, and agent-protocol manifests. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | one-agent-pluginmcp · ai-agents | Provides a remote MCP server with four tools to list, search, and execute actions across 500+ integrated apps, using OAuth and platform-specific… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | contract-guard-mcpmcp · ai-agents | MCP server for a pre-interaction risk check on any EVM contract/token, enabling agents to verify contracts before approving, swapping, or trusting an… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | alethia-mcpmcp · ai-agents | MCP bridge that lets any MCP client drive the Alethia runtime for agent-native E2E testing. It provides a per-step policy gate that blocks destructive… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | claude-codex-computer-usemcp · ai-agents | An unofficial bridge that lets Claude Code control local macOS applications through an existing OpenAI Computer Use installation by launching the… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | hydramindmcp · ai-agents | An MCP server for coding agents that stores facts in HydraDB, links them to entities, detects revisions, and propagates trust decay through… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | codex-project-contextmcp · ai-agents | Provides project-aware context for coding agents by selecting relevant AGENTS.md, docs, module paths, and decision records based on task, reducing… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | robridgemcp · ai-agents | RoBridge is a free, open-source local MCP server that lets AI agents drive Roblox Studio—DataModel, scripts, terrain, lighting, UI, and playtests—with… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | play-console-mcpmcp · ai-agents | Enables AI agents to manage Google Play Console reviews and Android app releases, including replying to reviews, promoting releases, managing staged… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | pilot-mcpmcp · ai-agents | An MCP server that gives agents access to a network of 435 specialist agents and peer-to-peer A2A messaging, enabling keyless, real-time data queries… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | san-techie21-astraciphermcp · ai-agents | Encryption and decryption tools for AI agents with multiple cipher algorithm support. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | comfypilotmcp · ai-agents | An MCP server that bridges AI agents with ComfyUI for automated workflow building, execution, monitoring, and output routing. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | ethergptmcp · ai-agents | A secure MCP server that gives ChatGPT access to local terminal, files, and background processes, and lets it discover, manage, and call any… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | occ-foragentmcp · ai-agents | MCP server for OpenChatCut, enabling AI agents to create, edit, and export fully editable video projects through a real multitrack timeline and… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | unicortexmcp · ai-agents | An MCP server that enables AI agents to control the Unity Editor externally, providing tools for scene, GameObject, component, and other editor… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | edgegate-mcpmcp · ai-agents | MCP server for EdgeGate that enables setting up edge-AI regression gates on Snapdragon devices directly from Claude Code, Cursor, or Claude Desktop. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | posternmcp · ai-agents | MCP server for the Postern personal context gateway, enabling agents to read and act on data from finance, health, mail, calendar, contacts, and home… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | bravemcpmcp · ai-agents | A local-first browser extension and MCP server that captures your browsing history, bookmarks, highlights, and notes, making them searchable by Claude… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | enterprise-ai-toolkit-mcpmcp · ai-agents | An enterprise MCP server that exposes 16 standardized tools for document intelligence, RAG, knowledge graph, SQL analysis, LLM evaluation, cost… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | mcp-redmine-2mcp · ai-agents | MCP server for Redmine that lets coding agents read and write Redmine: search issues, view histories, comment, log time, browse wiki, and download… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | agent-tools-cloudmcp · ai-agents | An MCP server providing discovery of x402 paid services, MCP servers, and A2A agents, with safety scanning capabilities. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | wigle-mcpmcp · ai-agents | An MCP server that exposes WiGLE.net wardriving lookups as tools for LLMs, enabling searches and details for WiFi networks, Bluetooth devices, and… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | opsdeskmcp · ai-agents | A remote MCP server that lets a commerce operations agent investigate and resolve stuck orders without escalating to engineering or needing database… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | bastionmcp · ai-agents | A local-first control plane for AI agent tools, providing policy enforcement, spend caps, rate limiting, and audit trails for MCP servers. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | llm-koshmcp · ai-agents | A local-first memory cartridge for MCP-compatible AI clients, providing durable, inspectable, and auditable memory storage with a read-only-by-default… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | notch-mcpmcp · ai-agents | Enables agents to display status readouts in the Mac's notch area via MCP, with multiple styles and progress indicators. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | claude-multi-peermcp · ai-agents | Lets Claude Code instances discover each other and exchange messages instantly across projects, with persistent peer IDs and automatic message… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | coreldraw-live-mcpmcp · ai-agents | Enables control of an already open CorelDRAW document via MCP, with live editing, atomic undo, and safe coordinate-based operations. Supports… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | gitcadmcp · ai-agents | Enables agents to create and manipulate 3D CAD models using natural language via MCP, with git-based versioning and manufacturing output generation. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | agentcadmcp · ai-agents | Enables engineering agents to perform parametric CAD operations through a controlled MCP gateway built on FreeCAD, with transactions, diagnostics, and… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | stackguide-mcpmcp · ai-agents | Dynamic context and active engineering workflow for AI coding assistants, enabling project-aware rules, code review, TDD, and delivery orchestration. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | curatedmcpmcp · ai-agents | A CLI agent that acts as an MCP hub, enabling discovery, auditing, and governance of MCP servers across AI tools like Claude and Cursor. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | mcp-cairn-file-systemmcp · ai-agents | A local-first, open-source harness for organizing your files with an AI agent. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | bob-rossmcp · ai-agents | Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | omni-kit-mcpmcp · ai-agents | Enables driving Omniverse Kit apps (Isaac Sim, Isaac Lab) over MCP, allowing agents to control simulations, run Python, and call namespace-scoped… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | claude-chatgpt-agent-bridgemcp · ai-agents | An MCP task broker that enables Claude and Codex/ChatGPT agents to delegate tasks to each other, with persistent queues, worker adapters, and security… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | joergmichno-clawguard-mcpmcp · ai-agents | Security scanner for AI agents that detects prompt injections using 42+ regex patterns | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | vee3mcp · ai-agents | Vee3 connects coding agents to a hosted catalog of live data and action tools through one MCP server at https://mcp.vee3.io/mcp. Use it for market… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | agentluxmcp · ai-agents | MCP toolkit for the AgentLux AI agent marketplace — access marketplace listings, avatar inventory, creator workflows, and social features across 33… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | mcp-shellcheckmcp · ai-agents | MCP server that provides shell script linting via ShellCheck. Allows AI agents to analyze shell scripts for common errors, stylistic issues, and… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | telegram-ads-mcpmcp · ai-agents | An MCP server that lets AI agents read and manage Telegram Ads campaigns, including listing accounts and ads, reading stats and budgets, and… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | ble-toy-mcpmcp · ai-agents | Enables AI agents to control MuSe/LoveSpouse/Leten Bluetooth toys via MCP by sending BLE advertisements from a Windows PC. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | chathookmcp · ai-agents | Enables AI agents to prompt users for input directly within the chat UI using MCP's elicitation capabilities, allowing for interactive multi-turn… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | pop-paymcp · ai-agents | Local MCP server for secure AI agent payments — prevents card leaks and hallucinated purchases with configurable guardrails. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | holographic-memorymcp · ai-agents | Provides AI agents with associative long-term memory using Sparse Distributed Memory, enabling recall from vague cues and interference detection. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | chrbailey-promptspeakmcp · ai-agents | Pre-execution governance for AI agents with 9-stage validation, drift detection, human approval queues, and circuit breakers. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | 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 · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | opds-mcpmcp · ai-agents | An MCP server that lets an LLM browse, search, and download books from OPDS catalogs (e.g., Project Gutenberg, Standard Ebooks) using tools for feed… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | brick-bacnet-mcpmcp · ai-agents | A read-only BACnet/IP gateway that exposes building automation point databases to LLM agents via MCP, with Brick + Project Haystack semantic tagging… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | vicon-datastream-mcp-servermcp · ai-agents | Enables AI agents and LLMs to interact with Vicon motion capture systems for real-time streaming of kinematic data, markers, force plates, eye… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | androir-mcpmcp · ai-agents | An MCP server that allows AI agents to drive real Android devices via adb, capturing screenshots, reading the live UI tree, and performing actions… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | poe2-build-mcpmcp · ai-agents | An MCP server for Path of Exile 2: a queryable game corpus plus Path-of-Building-faithful calculations, so an LLM can import your build, answer… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | alihsh0-gemini-mediamcp · ai-agents | Generates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | claude-engineering-coachmcp · ai-agents | An MCP server plugin for Claude Code that analyzes local AI session logs to provide coaching on coding patterns, tool usage, and productivity insights… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | wisdom-storemcp · ai-agents | An MCP server that gives AI coding assistants persistent memory, context control, and anti-hallucination tools via flat-file knowledge storage… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | hermes-oh-my-pi-mcpmcp · ai-agents | A tiny Hermes-friendly bridge that exposes oh-my-pi's CLI as MCP tools (prompt and doctor) for code generation and environment verification. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | chatgpt-codex-claude-bridgemcp · ai-agents | Enables ChatGPT to remotely orchestrate local Codex and Claude Code agents for file editing and command execution via a secure Cloudflare tunnel… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | camofox-browser-mcp-server-stage2mcp · ai-agents | Provides persistent browser tabs with tools to read, click, type, and interact with web pages, enabling local LLM agents to perform multi-step web… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | fastcontext-exploremcp · ai-agents | An MCP server that wraps Microsoft's FastContext as a read-only repository exploration subagent, enabling coding agents to delegate broad code… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | midi-composer-mcpmcp · ai-agents | Provides atomic music-theory and MIDI tools for composing, enabling LLMs to chain deterministic steps like scale/chord lookups, degree resolution… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | india-reg-mcpmcp · ai-agents | An MCP server that gives Claude searchable, cited access to RBI and SEBI regulatory documents — circulars, master directions, notifications, and… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | comsol-mcp-servermcp · ai-agents | MCP Server for COMSOL Multiphysics simulation automation via AI agents. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | ipykernel-mcpmcp · ai-agents | An MCP server that manages an IPython kernel, allowing LLMs to execute Python code in a project's virtual environment. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | tldraw-mcp-servermcp · ai-agents | An MCP server that gives AI agents programmatic control over a live tldraw canvas, enabling diagram creation through natural language. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | agy-mcp-servermcp · ai-agents | Enables Claude to drive the Antigravity agent by running prompts through the agy CLI non-interactively, supporting session management and optional… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | lfwin-payment-mcpmcp · ai-agents | LFWin Payment MCP Server is a payment capability service for AI Agents. Adhering to the standard MCP protocol, it exposes capabilities including… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | ahmedeid1-thothmcp · ai-agents | Run AI-assisted systematic literature reviews with per-claim citation verification over an agentic SLR workspace. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | social-fetch-mcpmcp · ai-agents | Lets coding agents fetch real social media and web data from platforms like TikTok, Instagram, YouTube, and more, directly inside editors like Cursor… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | telemetryflow-python-mcp-servermcp · ai-agents | Enterprise-grade MCP server integrating Claude AI capabilities, enabling AI-powered conversations, file operations, and system tools via the Model… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | ghidra-mcp-bridgemcp · ai-agents | A PyGhidra-based MCP server that exposes Ghidra's reverse engineering capabilities to AI agents, enabling binary analysis via tools like overview… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | redteam-mcpmcp · ai-agents | Autonomous penetration testing powered by a local LLM, automating tool chaining for recon, vulnerability scanning, exploit research, and reporting. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | claude-max-mcpmcp · ai-agents | An MCP server that enables any AI agent to call Claude using your existing Max/Pro subscription via OAuth, avoiding additional API billing. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | cartoonitunes-inlaymcp · ai-agents | Makes any website discoverable by AI agents via hosted endpoints, llms.txt generation, and structured data optimization. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | robert19001-cmyk-lintmcp · ai-agents | Lints MCP tool schemas for cross-client compatibility and agent preflight safety. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | obsidian-wiki-mcpmcp · ai-agents | MCP server that implements Karpathy's LLM Wiki pattern for Obsidian vaults, enabling persistent knowledge storage and BM25 search across AI sessions. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | swarmskillsmcp · ai-agents | A CLI and MCP server for managing skills across ~45 code CLI agents, with 18 tools for discovering, installing, enabling, and syncing skills in… | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | path402mcp · ai-agents | AI agent toolkit for discovering and acquiring tokenised web content via the $402 protocol. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | clawmemory-mcpmcp · ai-agents | Enables claude.ai to append durable memory entries to an Obsidian vault on GitHub via tools for listing, reading, and appending markdown files. | 1 star · 1 fork | No one-command install · Source | |
| 3701 | 29.056 | whipscribe-mcpmcp · ai-agents | MCP server for Whipscribe — transcribe audio and video from a URL or local file via Claude Desktop, Claude Code, Cursor, Windsurf, or any… | 1 star · 1 fork | 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.