Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3501 | 32.180 | website-content-mcpmcp · ai-agents | MCP server that fetches and converts website pages into clean markdown for agents, with sitemap-based discovery, disk caching, and polite crawling… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | scalatticemcp · ai-agents | Sign in, create API keys, print OpenAI-compatible env vars, and check credits from the terminal. Optional MCP mode for AI coding agents with tools for… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | sametreemcp · ai-agents | Local coordination for coding agents that share a Git working tree. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | rachadele-biolitmcp · ai-agents | LLM-assisted biomedical literature screening and data extraction for PubMed, GEO, and preprints. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | cursor-mcp-bridgemcp · ai-agents | MCP server that lets any agent or MCP host delegate tasks to the Cursor CLI agent for fast, headless execution. Supports task delegation, project… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | contextforgemcp · ai-agents | Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | switchyardmcp · ai-agents | Routes coding tasks across multiple AI CLIs (Copilot, Claude Code, Gemini, etc.) with cost-aware tier routing and parallel wave orchestration. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | ada-mcpmcp · ai-agentsalso listed as ada-mcp-2 | Enables AI agents to manage Cardano wallets, check balances, send ADA and native assets, and settle atomic swaps via a built-in MCP server. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | workflow-mcpmcp · ai-agents | A standalone runtime and MCP server that executes Claude Code dynamic workflow files through interchangeable agent providers, ensuring compatibility… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | agentic-jupyter-mcpmcp · ai-agents | VS Code extension that bridges local Jupyter Notebooks with AI Agents via MCP, enabling direct control of the active notebook tab. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | moamcpmcp · ai-agents | An MCP plugin for Kimi Code CLI and omkc that provides structured multi-agent debate capabilities, enabling round-robin debates with real-time… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | yubinkim444-ai-first-scrapermcp · ai-agents | Web scraping MCP server with fetch, batch fetch, and web search tools that return clean ad-free Markdown for AI agents. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | jprofilermcp · ai-agents | Integrates JProfiler's Java profiling with AI coding agents to analyze CPU hotspots, memory allocations, JDBC queries, and HTTP calls. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | popmelymcp · ai-agents | popmely is a production-grade MCP server bridging MetaTrader 5 with LLMs. It enables AI-driven trading through real-time market data, SMC analysis… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | 0latencymcp · ai-agents | Persistent memory layer for AI agents with sub-100ms recall, semantic search, and knowledge graphs. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | open-computer-use-2mcp · ai-agents | Lets AI agents see and control desktop applications through the accessibility layer, enabling clicking, typing, scrolling, dragging, and window/app… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | inkcheckmcp · ai-agents | MCP server for AI agents to compile, playtest, and exhaustively explore ink interactive fiction stories, catching compile errors, runtime errors… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | srdcheckmcp · ai-agents | Deterministic rails for game-running agents — verifies rule legality under SRD 5.2.1 via stateless, offline, sub-millisecond verdicts with citations. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | gotify-rmcpmcp · ai-agents | MCP server and CLI for Gotify that lets agents send push notifications, check server health, list messages, and manage Gotify apps and clients over… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | hmk-tools-pilot-ai-mcpmcp · ai-agents | Drive Autodesk Revit, AutoCAD & Civil 3D from Claude over MCP — 190+ real actions, runs locally. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | inferbenchmcp · ai-agents | InferBench's MCP server lets coding agents run, serve and benchmark local LLMs (text + image, llama.cpp + Stable Diffusion) on your own hardware on… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | visual-intelligence-mcpmcp · ai-agents | Provides image recognition capabilities to Codex/Claude Code by routing 'look at screen/screenshot' requests to a multimodal model via an API relay… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | gppmcp · ai-agents | Version-control-native project memory for AI agents: an encrypted knowledge graph whose beliefs are staleness-checked deterministically against repo… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | workspacejson-codex-mcpmcp · ai-agents | Gives OpenAI Codex behavioral history from workspace.json, exposing file fragility and co-change partners as tools to enforce safer edits and block… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | fittokmcp · ai-agents | An MCP server that filters and compresses context by 80-90% before sending to an LLM, using code knowledge graphs and compression. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | abap-mcpmcp · ai-agents | An offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud readiness checks, and RAP scaffolding using abaplint, enabling AI agents… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | freeagent-mcpmcp · ai-agents | A local, read-only MCP server that exposes FreeAgent accounting data to AI clients, enabling natural language queries about balances, transactions… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | obsidian-agent-mcpmcp · ai-agents | Connects Obsidian to coding agents like Claude Code and Codex by exposing tools to access vault context (active file, selection, open editors… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | remoetmcp · ai-agents | Remoet turns job search into a curated agent workflow. Connect Claude, Cursor, or any MCP client, search companies by real tech stack data (not… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | pi-delegatemcp · ai-agents | Enables Claude Code to delegate coding implementation and testing to a local pi agent via MCP tools, including dispatching task books, monitoring… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | model-councilmcp · ai-agents | An MCP server that seats multiple LLMs as a council, letting your assistant query them in parallel or in sequence, relay answers for cross-critique… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | awesome-ios-simmcp · ai-agents | Enables AI agents to manage iOS Simulator state declaratively through MCP tools for inventory, snapshot, diff, planning, and safe apply operations. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | apartment-hunter-mcp-servermcp · ai-agents | An MCP server for rental apartment aggregation, enabling geographic polygon search, semantic vector search, and LLM-powered analysis. Integrates with… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | opm-mcpmcp · ai-agents | Provides Claude with direct access to the Open Porous Media (OPM) reservoir simulation stack, enabling running simulations, inspecting results, and… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | agentladle-mcp-secmcp · ai-agents | It enables AI assistants (Claude, Cursor, etc.) to access SEC EDGAR data through 6 structured tools — from discovering available filings to… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | ilinxa-capturemcp · ai-agents | Enables AI agents to extract video frames at configurable FPS and compose them into grid sheets for multimodal LLMs, with support for video download… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | cineplex-mcpmcp · ai-agents | An MCP server that lets Claude look up Cineplex Canada showtimes and find ones with good seats available, such as avoiding front rows or side seats. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | blazingcdn-mcpmcp · ai-agents | Official MCP server for BlazingCDN - AI agents (Claude, Cursor, Windsurf) manage CDN resources, purge cache, query metrics, domains, Cloud Storage and… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | helldivers2-mcpmcp · ai-agents | Provides live Helldivers 2 galactic war data including war status, major orders, planet details, dispatches, Steam news, and DSS status to LLMs. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | agentclaimmcp · ai-agents | Enables multiple AI coding agents to safely collaborate in the same git working tree by managing file ownership, merging writes, and preventing… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | gpt-dsh-bridgemcp · ai-agents | MCP server bridging ChatGPT to DeepSeek Harness, exposing 13 tools for task submission, status tracking, result retrieval, project/session management… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | prime-agent-stripe-mcpmcp · ai-agents | A Prime Agent skill that connects to Stripe's official remote MCP server to inspect and manage Stripe resources via OAuth. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | orbitmcpmcp · ai-agents | A lightweight, air-gapped desktop cockpit connecting local LLMs (Llama 3.2) to standard MCP tools with deterministic hardware safety, acting as an… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | moo-tasksmcp · ai-agents | MCP server for agentic task orchestration and management, enabling AI agents to create goals, plan tasks with acceptance criteria, track dependencies… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | rephonicmcp · ai-agents | Give AI agents and LLMs access to podcast data from Rephonic — covering 3+ million podcasts with listener estimates, demographics, contact details… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | theweave-memory-for-ai-agents-you-can-cat-grep-and-gitmcp · ai-agents | TheWeave is a markdown-native memory architecture for Claude and any MCP-aware agent. Your agent's memory lives as plain .md files you own: a 5-verb… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | veilmcp · ai-agents | An MCP server that lets an AI agent orchestrate credential placement without ever seeing the secret value, while a human-controlled interface… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | tempguru-event-staffingmcp · ai-agents | TempGuru is a W-2 compliant event staffing vendor for conventions, conferences, trade shows, festivals, concerts, sporting and stadium events… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | copalmcp · ai-agents | Copal is a self-hosted memory layer for LLMs, providing a persistent knowledge hub via MCP. It allows AI assistants to store and retrieve memory… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | splicedeckmcp · ai-agents | Enables AI agents to edit videos locally by inspecting media, applying templates, cutting clips, and delivering finished files, with memory of human… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | rosbridge-mcpmcp · ai-agents | Connects AI agents to ROS 2 robots via rosbridge, enabling observation, inspection, and control of robot topics, services, and actions through natural… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | livebrain-mcpmcp · ai-agents | Enables AI agents to control Ableton Live 12 for music production, including generating grooves, basslines, and percussion, and executing live set… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | ida-pro-mcp-dshmcp · ai-agents | Enables LLMs to perform binary analysis and reverse engineering via IDA Pro's headless idalib, providing 66 MCP tools like decompile, disasm, and… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | rocket-climcp · ai-agents | Rocket.Chat bridge with a local SQLite/FTS5 cache — CLI for humans, MCP server for LLM agents. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | joshdougall-memorymcp · ai-agents | Persistent, searchable, versioned memory for AI agents backed by Valkey or Redis with tag-based search and version history. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | geizhals-mcpmcp · ai-agents | An MCP server that lets an LLM search Geizhals, a leading German/DACH price-comparison site, for the cheapest offers on new products. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | tether-mdmcp · ai-agents | Enables anchored comments in Markdown files that AI agents can propose changes for, with human approval before application, all managed via an MCP… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | dsh-antibrowmcp · ai-agents | An MCP server that provides an antidetect browser with persistent profiles, proxy support, and page control tools (16 tools) for agents, enabling… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | picturereadermcp · ai-agents | Enables text-only LLMs to understand images by converting them into structured text grids (colors, textures, regions) and OCR via MCP tools. Runs… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | agentriskmcp · ai-agents | Provides risk guardrails for AI trading agents by analyzing portfolio risk, checking trades against policies, and generating risk policies. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | agentic-hec-rasmcp · ai-agents | MCP server that enables natural-language-driven, headless HEC-RAS modeling, letting agents inspect, edit, run, compare, and plot 1D/2D hydraulic… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | defold-mcpmcp · ai-agents | MCP server that gives AI agents comprehensive control over local Defold game projects, including inspecting, editing, searching, building, and running… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | dsh-safetymcp · ai-agents | An MCP server that audits DeepSeek Harness (DSH) plugins for security threats using static and dynamic analysis. It enables automatic safety reviews… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | dsh-kanban-mcpmcp · ai-agents | Exposes a filesystem-driven four-lane kanban board as a read-only MCP server, enabling agents to inspect board state, card details, and lane counts. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | repo-healthmcp · ai-agents | Provides read-only repository health scanning tools for drift detection, module reachability, prompt bloat, evidence calibration, and registration… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | leafbridgemcp · ai-agents | Connects Claude/ChatGPT to Overleaf projects via the Git integration, enabling read, edit, write, and file management through natural language… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | wa-bridgemcp · ai-agents | A self-hosted WhatsApp bridge that exposes a stdio MCP server with ~20 tools for reading conversations, sending messages, managing groups, contacts… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | claude-text-lab-mcpmcp · ai-agents | MCP server for Claude Text Lab, enabling fact-preserving regeneration of Claude-generated text through inspect, sanitize, audit, rewrite, and… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | mannamcp · ai-agents | An MCP server exposing IVOA-compliant astronomical archives (NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia, …) to LLM clients. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | cdp-browser-mcpmcp · ai-agents | MCP server that attaches to already-running Chromium browsers via CDP, enabling agents to control multiple browser sessions for navigation, input… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | deepseek-delegate-mcpmcp · ai-agents | This MCP server exposes DeepSeek V4 to Codex as a single tool, enabling GPT Sol to delegate coding subtasks to DeepSeek for cheap execution. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | localkeep-mcp-servermcp · ai-agents | Enables Claude to query user-curated, dated memory entries stored locally, giving users direct control over what the AI remembers about them. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | p2pamcp · ai-agents | Headless, peer-to-peer context synchronization for local AI agents. It enables multiple LLM agents to share structured context and resolve state… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | safeflomcp · ai-agents | Local MCP server for Claude Code providing persistent memory, task planning, and agent coordination with full transparency and no network calls. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | coherence-xrmmcp · ai-agents | MCP server that exposes Coherence XRM as tools for Claude, Cursor, Cline, and other MCP-compatible clients. The headline: chat_with_agent — send a… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | systembridge-mcpmcp · ai-agents | MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | ltd-mcpmcp · ai-agents | MCP server that lets AI agents connect to LTD project workspaces to inspect project health, search and manage tasks, assign owners, and add comments… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | codex-web-search-mcpmcp · ai-agents | Zero-dependency MCP server that wraps OpenAI Codex's standalone search endpoint into codex_web_search and codex_web_research tools for Claude Code… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | cloud-chat-assistantmcp · ai-agents | Multi-cloud MCP server that exposes cloud AI models as tools for AI CLI agents, supporting streaming, conversation history, parallel multi-model… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | ansible-flow-mcpmcp · ai-agents | MCP server that exposes Ansible modules to AI agents with a search-schema-check-execute workflow, enabling safe ad-hoc runs via check mode by default… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | tooltrimmcp · ai-agents | tooltrim reduces the tokens agents spend re-reading bloated tool results. Run it as an MCP server exposing compress and expand_tool_output, or as a… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | aletaindex-aletaindex-fin-narrativesmcp · ai-agentsalso listed as aletaindex-narrative-intelligence | Financial narrative intelligence for AI agents. Tracks how financial stories evolve across 109 tickers — clustering news into structured narratives… | 2 stars | armory install aletaindex-aletaindex-fin-narratives --cli claude | |
| 3501 | 32.180 | axiom-advanced-math-mcpmcp · ai-agents | Provides an MCP server exposing compute, verify, and plot tools backed by Giac/Xcas for exact symbolic and numerical mathematics, enabling LLMs to… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | onsensemcp · ai-agents | Gives PC AI agents real-world senses by connecting to an Android phone's camera, sensors, and files over local Wi-Fi without cloud relay or ADB. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | agent-mailmcp · ai-agents | A NATS-backed mailbox for local LLM agents. Provides a simple way for AI coding agents to message and notify each other via a hostable MCP server. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | agent-context-hubmcp · ai-agents | A reusable MCP server providing shared, versioned context across AI agents and devices via a private GitHub workspace, with tools to discover… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | kumamcp · ai-agents | Zero-setup safety toolkit for AI coding agents with 16 built-in tools for context gathering, safe file editing, validation, and session memory… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | wisepanelmcp · ai-agents | Multi-agent deliberation platform running panels across Claude, Gemini, and Perplexity with real-time streaming. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | freeplay-mcpmcp · ai-agents | Enables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | clagymcp · ai-agents | MCP server that bridges Claude Code to Google Antigravity's CLI, enabling Claude to orchestrate Gemini workers in parallel for reading, writing… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | gh-hevangel-batch-reviewmcp · ai-agents | Enables collaborative code and markdown review between human reviewers and AI agents on shared codebases. | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | chatgpt-local-agent-mcpmcp · ai-agents | This MCP server gives ChatGPT controlled access to your Windows PC, enabling it to inspect files, run commands, apply patches, and interact with the… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | repo-bridgemcp · ai-agents | MCP server that turns ChatGPT Web or any MCP client into a coding agent on your own repositories, enabling file editing, command execution, testing… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | pinescript-pluginmcp · ai-agents | Provides Pine Script v6 validation and reference lookup for coding agents, enabling them to write correct TradingView indicators with real-time… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | molpha-mcpmcp · ai-agents | MCP server for Molpha oracle data, enabling AI agents to create, fetch, verify, and publish threshold-signed oracle payloads on Solana, EVM, and… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | evidentmcp · ai-agents | An agent-agnostic web extraction and fetch layer that turns URLs into verified, typed data with confidence scores via MCP, REST, or SDK, orchestrating… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | knowledge-mastermcp · ai-agents | A local knowledge graph MCP server that provides AI agents with permanent, structured memory about codebases, enabling semantic search, blast radius… | 2 stars | No one-command install · Source | |
| 3501 | 32.180 | claude-for-agentsmcp · ai-agents | Enables MCP-compatible supervisors to delegate coding and review tasks to Claude Code CLI with persistent sessions and strict permission controls. | 2 stars | 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.