Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | 32.180 | imageforge-mcpmcp · ai-agents | Enables image generation and editing through OpenAI's gpt-image-2 model, supporting text-to-image, reference-guided generation, and editing with local… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | memscope-mcpmcp · ai-agents | Enables AI agents to perform low-level Windows process memory research, including process attachment, memory scanning, reading/writing, pointer… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | social-search-mcpmcp · ai-agents | MCP server providing X/Twitter and Reddit search tools for AI agents, returning raw social media data with cleaning and re-ranking, including full… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | browser-migratemcp · ai-agents | MCP server to drive browser-migrate operations from Claude, enabling exporting, importing, and migrating browser profiles (bookmarks, history, tabs)… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | jambavanmcp · ai-agents | An MCP server that provides coding models with a live code index, inferred code graph, durable memory, and surgical tools to help them leverage their… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | bhoonidhi-mcpmcp · ai-agents | An MCP server that lets AI agents search, save, preview, download, and cart satellite scenes from ISRO's Bhoonidhi portal in natural language, with… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | nebulamindmcp · ai-agents | AI-powered astronomy wiki with open agent peer-review, evidence voting, and reputation tracking. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | pinnedai-mcpmcp · ai-agents | Stops your AI from re-introducing bugs, leaking provider keys, or weakening tests. Bug fixes become permanent regression guards; blocked mistakes… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | codesamplexmcp · ai-agents | MCP server that helps coding LLMs avoid re-solving common problems by serving verified minimal code samples and compatibility evidence, with tools to… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | create-startermcp · ai-agents | Scaffold and audit Starter Series projects — MCP server, Claude Code skill, and CLI in one package. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | cogmemmcp · ai-agents | Self-improving, verifiable memory for AI coding agents. Learns how you work, stops repeating mistakes, models each project, recalls the right lesson… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | openmemorymcp · ai-agents | AI memory engine exposed as an MCP server with structured knowledge capture, entity extraction, and hybrid search for persistent, portable memory… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | agent2agentmcp · ai-agents | Implementation of the Agent-to-Agent protocol | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | affine-earth-math-court-remotemcp · ai-agents | Enables agent builders to run deterministic, integer-only mathematical operations while refusing floats, with sealed and verifiable integer-based… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | hashloommcp · ai-agents | Treats software units as content-addressed contracts, enabling efficient agent regeneration loops with cached verification and tiny context packets. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | orgx-mcpmcp · ai-agents | Provides organizational memory for AI agents, enabling shared company memory, decision recall, artifact management, approval review, task delegation… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | mcp-semclonemcp · ai-agents | Enables LLMs to perform software composition analysis including license detection, vulnerability assessment, SBOM generation, and policy validation… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | yadirect-mcpmcp · ai-agents | A local MCP server that connects Yandex Direct advertising reports and safe campaign creation to AI agents, enabling natural-language analytics and… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | chat-recallmcp · ai-agents | A memory layer for AI coding tools that indexes transcripts from Claude Code, Gemini CLI, Codex, OpenCode, and Antigravity into a unified searchable… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | agentic-mcpmcp · ai-agents | Enables ChatGPT Web Developer Mode to interact with local repositories through MCP, providing tools for file editing, shell execution, Git worktrees… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | mainwp-mcp-bridgemcp · ai-agents | Exposes MainWP Dashboard site-management operations as an MCP server for AI agents, with policy-controlled tools, safe-mode destructive protections… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | nexus-memorymcp · ai-agents | Nexus Memory gives every MCP-compatible agent one persistent, self-hosted shared memory with hybrid retrieval, drift detection, and anti-poisoning… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | blowsh-mcpmcp · ai-agents | Enables AI agents to browse and extract content from JavaScript-rendered web pages via the Model Context Protocol, returning plain text, HTML, or… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | kairanmcp · ai-agents | A local MCP server that lets AI agents publish markdown/HTML to a browser viewer with session management, revision diffs, and live updates via a… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | leadacemcp · ai-agents | Outbound sales agent for Claude Code. MCP server handles prospect list building, dedup, quotas, and structured rejection feedback, while the plugin… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | agent-standupmcp · ai-agents | An MCP server enabling AI coding agents to interact with a task tracker that enforces rules server-side, replacing markdown files and hooks with a… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | set-agent-commmcp · ai-agents | Enables local agent-to-agent messaging between Claude Code sessions via file-based channels, with a registry, MCP tools and CLI for sending, reading… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | scrcpy-agentmcp · ai-agents | Local MCP server for observing and controlling an authorized Android device over USB using ADB and scrcpy, providing screen capture, UI automation… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | owd-platformmcp · ai-agents | Owner-controlled continuity layer for Obsidian and AI agents, enabling cited handoffs and owner decisions across independent agents. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | fastmcp-gatewaymcp · ai-agents | Aggregates tools from multiple upstream MCP servers and exposes them through 4 meta-tools, enabling LLMs to discover and use hundreds of tools without… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | harness-femcp · ai-agents | A source-aware MCP server that connects AI agents to browser and server runtimes, enabling real-time debugging, monitoring, and automatic fixes via… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | pucp-mcpmcp · ai-agents | An MCP server kit that connects AI assistants to PUCP's Paideia and Campus Virtual portals, allowing students to query courses, materials, grades… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | amicusmcp · ai-agents | Enables multi-model LLM council reviews and parallel sidecar conversations within Claude, allowing Claude to orchestrate structured reviews from… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | mame-mcpmcp · ai-agents | Enables MAME reverse engineering tasks including memory access tracing, input injection, ROM auditing, and IO-port discovery for arcade-to-SNES… | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | mnememcp · ai-agents | Vault-native, accountable memory for Claude Code and MCP clients. Markdown is the source of truth, no LLM on the Stop path. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | beardfaceguy-daimonosmcp · ai-agentsalso listed as daimonos | Agent-optimized OS layer replacing verbose tool outputs with compact JSON to reduce token consumption by up to 45%. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | gh-rishiatlan-prompt-control-planemcp · ai-agentsalso listed as prompt-control-plane | Scores, optimizes, and enforces policy on AI prompts with cost estimation across models. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | pluralitymcp · ai-agentsalso listed as plurality-mcp-server | Universal memory for AI agents — save, organize, and semantically search context across tools and sessions. | 2 stars | No one-command install · Source | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 32.180 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 32.180 | sametreemcp · ai-agents | Local coordination for coding agents that share a Git working tree. | 2 stars | No one-command install · Source | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 32.180 | contextforgemcp · ai-agents | Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. | 2 stars | No one-command install · Source | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 | |
| 3201 | 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 |
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.