Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 32.223 | 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 | |
| 2202 | 32.223 | 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 | |
| 2203 | 32.223 | 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 | |
| 2204 | 32.223 | 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 | |
| 2205 | 32.223 | 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 | |
| 2206 | 32.223 | 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 | |
| 2207 | 32.223 | 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 | |
| 2208 | 32.223 | 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 | |
| 2209 | 32.223 | 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 | |
| 2210 | 32.223 | 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 | |
| 2211 | 32.223 | 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 | |
| 2212 | 32.223 | 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 | |
| 2213 | 32.223 | 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 | |
| 2214 | 32.223 | 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 | |
| 2215 | 32.223 | tempguru-event-staffing-2mcp · 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 | |
| 2216 | 32.223 | 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 | |
| 2217 | 32.223 | 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 | |
| 2218 | 32.223 | dsh-lab-sshmcp · ai-agents | Safety-gated SSH MCP server for DeepSeek Harness and standard MCP clients, enabling agents to use a laboratory server's GPU, runtime, and configured… | 2 stars | No one-command install · Source | |
| 2219 | 32.223 | 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 | |
| 2220 | 32.223 | 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 | |
| 2221 | 32.223 | 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 | |
| 2222 | 32.223 | 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 | |
| 2223 | 32.223 | 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 | |
| 2224 | 32.223 | 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 | |
| 2225 | 32.223 | 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 | |
| 2226 | 32.223 | 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 | |
| 2227 | 32.223 | 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 | |
| 2228 | 32.223 | 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 | |
| 2229 | 32.223 | 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 | |
| 2230 | 32.223 | 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 | |
| 2231 | 32.223 | 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 | |
| 2232 | 32.223 | velvet-ropemcp · ai-agents | An MCP server for agent authorization that tests the full effect surface and enforces control over consequential actions before dispatch, emitting… | 2 stars | No one-command install · Source | |
| 2233 | 32.223 | 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 | |
| 2234 | 32.223 | 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 | |
| 2235 | 32.223 | 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 | |
| 2236 | 32.223 | 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 | |
| 2237 | 32.223 | 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 | |
| 2238 | 32.223 | 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 | |
| 2239 | 32.223 | 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 | |
| 2240 | 32.223 | 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 | |
| 2241 | 32.223 | 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 | |
| 2242 | 32.223 | jackchuka-slack-climcp · ai-agents | CLI tool and server for full CRUD operations on Slack channels, messages, users, files, and reactions with JSON-first output optimized for LLM agents. | 2 stars | No one-command install · Source | |
| 2243 | 32.223 | 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 | |
| 2244 | 32.223 | 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 | |
| 2245 | 32.223 | 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 | |
| 2246 | 32.223 | 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 | |
| 2247 | 32.223 | 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 | |
| 2248 | 32.223 | 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 | |
| 2249 | 32.223 | 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 | |
| 2250 | 32.223 | 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 | |
| 2251 | 32.223 | 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 | |
| 2252 | 32.223 | 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 | |
| 2253 | 32.223 | 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 | |
| 2254 | 32.223 | 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 | |
| 2255 | 32.223 | 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 | |
| 2256 | 32.223 | 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 | |
| 2257 | 32.223 | 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 | |
| 2258 | 32.223 | ada-mcp-2mcp · ai-agents | 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 | |
| 2259 | 32.223 | ada-mcpmcp · ai-agents | 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 | |
| 2260 | 32.223 | 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 | |
| 2261 | 32.223 | contextforgemcp · ai-agents | Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. | 2 stars | No one-command install · Source | |
| 2262 | 32.223 | 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 | |
| 2263 | 32.223 | rachadele-biolitmcp · ai-agents | LLM-assisted biomedical literature screening and data extraction for PubMed, GEO, and preprints. | 2 stars | No one-command install · Source | |
| 2264 | 32.223 | sametreemcp · ai-agents | Local coordination for coding agents that share a Git working tree. | 2 stars | No one-command install · Source | |
| 2265 | 32.223 | kb-graphmcp · ai-agents | Provides a self-tending knowledge base for AI agents, automatically harvesting session transcripts into facts and state notes, and injecting relevant… | 2 stars | No one-command install · Source | |
| 2266 | 32.223 | 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 | |
| 2267 | 32.223 | 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 | |
| 2268 | 32.223 | ozbridgemcp · ai-agents | Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, Codex), plus native @oz in VS Code Copilot Chat. Cross-platform… | 2 stars | No one-command install · Source | |
| 2269 | 32.223 | boxpdf-htmlmcp · ai-agents | An MCP server that converts HTML to PDF with built-in fonts, CSS, and streaming, enabling AI agents to generate static PDFs from HTML strings. | 2 stars | No one-command install · Source | |
| 2270 | 32.223 | 2xapi-com-gpt-image-mcp-servermcp · ai-agents | Wraps OpenAI-compatible text-to-image APIs as MCP tools, enabling image generation directly from conversations in Claude Code, Codex, Cursor, or… | 2 stars | No one-command install · Source | |
| 2271 | 32.223 | wundervaultmcp · ai-agents | MCP server for Wundervault zero-knowledge secret management. Exposes vault secrets to AI agents via the Model Context Protocol — secrets are decrypted… | 2 stars | No one-command install · Source | |
| 2272 | 32.223 | type-atlasmcp · ai-agents | Enables coding agents to navigate TypeScript, Markdown, and JSON with editor-grade features such as definitions, references, diagnostics, and code… | 2 stars | No one-command install · Source | |
| 2273 | 32.223 | shapeitupmcp · ai-agents | Enables AI agents to write TypeScript to create, render, verify, and export parametric 3D models using Replicad/OpenCascade CAD kernel, headlessly… | 2 stars | No one-command install · Source | |
| 2274 | 32.223 | apple-health-mcpmcp · ai-agents | Local-first MCP server that reads Apple Health export files (export.xml/zip) and exposes activity, sleep, HRV, and workout data to AI agents, keeping… | 2 stars | No one-command install · Source | |
| 2275 | 32.223 | local-codex-bridge-2mcp · ai-agents | A Windows proof-of-concept MCP server that connects ChatGPT developer-mode to a local Codex CLI via Secure MCP Tunnel, exposing a small set of… | 2 stars | No one-command install · Source | |
| 2276 | 32.223 | dcc-mcp-godotmcp · ai-agents | Enables Godot 4 editor interaction through MCP, including project/scene inspection, script writing, and a 2D roguelike skill for AI agents. | 2 stars | No one-command install · Source | |
| 2277 | 32.223 | volter-tunnel-mcpmcp · ai-agents | Enables AI agents to manage account, usage, and abuse operations for the Volter tunnel relay. | 2 stars | No one-command install · Source | |
| 2278 | 32.223 | plurality-mcp-servermcp · ai-agents | Universal memory for AI agents and tools. Save, organize and search context anywhere. | 2 stars | No one-command install · Source | |
| 2279 | 32.223 | pluralitymcp · ai-agents | Universal memory for AI agents — save, organize, and semantically search context across tools and sessions. | 2 stars | No one-command install · Source | |
| 2280 | 32.223 | sdcgovernancemcp · ai-agents | MCP server for SDC governance validation, exposing tools that agents call to validate governance content in XML instances against SDC data models and… | 2 stars | No one-command install · Source | |
| 2281 | 32.223 | graphify-mcpmcp · ai-agents | A Python MCP server that exposes the Graphify knowledge graph as MCP tools, prompts, and resources, enabling AI assistants to explore codebases… | 2 stars | No one-command install · Source | |
| 2282 | 32.223 | privacyscrubber-mcpmcp · ai-agents | Sanitizes text and files by removing PII, secrets, and custom patterns locally before sending to LLMs, with optional reverse-scrubbing. | 2 stars | No one-command install · Source | |
| 2283 | 32.223 | ai-hubmcp · ai-agents | A self-hosted server providing shared memory, RAG document search, project maps, and role-based prompts for all AI agents via MCP and REST, enabling… | 2 stars | No one-command install · Source | |
| 2284 | 32.223 | sheetforge-mcpmcp · ai-agents | Local-first Excel MCP server for AI agents enabling structured reads, workbook introspection, and safer .xlsx mutation without Microsoft Excel or… | 2 stars | No one-command install · Source | |
| 2285 | 32.223 | ai-books-mcp-servermcp · ai-agents | Extends large language model context length up to 60 times using gravitational memory, designed for Claude Code and Anthropic AI models. | 2 stars | No one-command install · Source | |
| 2286 | 32.223 | memoryguardmcp · ai-agents | A local-first MCP memory layer for coding agents that automatically organizes shared memory writes and provides a governance console for inspection… | 2 stars | No one-command install · Source | |
| 2287 | 32.223 | zotiomcp · ai-agents | A Zotero MCP server built for agent safety: a capability-tagged tool registry (every command carries operation/requires/destructive annotations)… | 2 stars | No one-command install · Source | |
| 2288 | 32.223 | prompt-control-planemcp · ai-agents | The control plane for AI prompts that scores, enforces policy, locks config, and audits every prompt decision. | 2 stars | No one-command install · Source | |
| 2289 | 32.223 | gh-rishiatlan-prompt-control-planemcp · ai-agents | Scores, optimizes, and enforces policy on AI prompts with cost estimation across models. | 2 stars | No one-command install · Source | |
| 2290 | 32.223 | review-assistmcp · ai-agents | Captures a coding agent's session into an Intent Document, enabling guided and verifiable pull-request reviews on GitHub. | 2 stars | No one-command install · Source | |
| 2291 | 32.223 | sandraschi-openmanusmcp · ai-agents | Bridges OpenManus AI agent framework with editor workflows, providing prompt execution, job polling, a web dashboard, and local LLM chat integration. | 2 stars | No one-command install · Source | |
| 2292 | 32.223 | taskforgemcp · ai-agents | MCP server that enables AI agents to manage tasks, boards, lists, and comments on a Kanban-style project management system through JSON-RPC methods. | 2 stars | No one-command install · Source | |
| 2293 | 32.223 | firekeepmcp · ai-agents | Self-hosted control plane for AI coding agents, providing persistent memory, session continuity, environment awareness, coordination, and replayable… | 2 stars | No one-command install · Source | |
| 2294 | 32.223 | chronoverify-mcpmcp · ai-agents | Provides MCP-compatible AI agents with a verify_image tool to check a photo's capture time and provenance using C2PA, EXIF, XMP metadata, and pixel… | 2 stars | No one-command install · Source | |
| 2295 | 32.223 | cognigy-ai-mcp-management-servermcp · ai-agents | MCP server for Cognigy.AI - 132 tools that let Claude, Cursor & other AI assistants build, configure, test & operate conversational AI agents via the… | 2 stars | No one-command install · Source | |
| 2296 | 32.223 | fluxion-busmcp · ai-agents | Enables AI agents to delegate scoped tasks across multiple providers like Codex, Claude Code, and Antigravity through a single local MCP server, with… | 2 stars | No one-command install · Source | |
| 2297 | 32.223 | nest-protect-mcp-servermcp · ai-agents | A production-ready FastMCP server that integrates Google Nest Protect devices with MCP, enabling monitoring and control of smoke and carbon monoxide… | 2 stars | No one-command install · Source | |
| 2298 | 32.223 | vbot-mind-mcpmcp · ai-agents | Provides a runtime for autonomous virtual robot brains, sitting between game engines and LLM inference to offer perception ingestion, LLM-driven… | 2 stars | No one-command install · Source | |
| 2299 | 32.223 | signer-mcpmcp · ai-agents | Keyless CEX/DEX order signing for AI trading agents (Binance, OKX, Bybit, KuCoin, Hyperliquid, Asterdex). Exchange keys stay inside an AWS Nitro… | 2 stars | No one-command install · Source | |
| 2300 | 32.223 | daimonosmcp · ai-agents | Agent-optimized MCP server that replaces built-in file, search, exec, and git tools with compact, structured JSON equivalents. Benchmarked 20–45%… | 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.