Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4501 | 22.524 | paste-mcpmcp · ai-agents | Connect Paste to Claude, Codex, Cursor, and other AI tools to access your clipboard. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | just-studymcp · ai-agents | Enables AI agents to create and manage personalized 30-day study courses, including web research with source validation, daily lessons, quizzes, and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | solana-mcp-servermcp · ai-agents | Enables AI agents to read chain data, execute transactions, swap tokens, and manage wallets on Solana through 38 tools across 7 modules. Supports… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | fastmcp-python-boilerplatemcp · ai-agents | Provides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | promptshield-mcpmcp · ai-agents | A Model Context Protocol server that lets AI agents and runtime firewalls call PromptShield-style safety checks for text, chat messages, prompts, tool… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | style-memory-mcpmcp · ai-agents | A tiny local MCP server that learns a user's conversational style, catchphrases, dialect markers, emoji habits, tone preferences, and concrete… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | goetta-financemcp · ai-agents | A local-first MCP server that connects SimpleFIN bank accounts to Claude, storing data in a local DuckDB file and providing a web dashboard. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | jadx-mcp-servermcp · ai-agents | Fully automated MCP server built to communicate with JADX-AI-MCP Plugin to analyze Android APKs using LLMs like Claude — uncover vulnerabilities… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | limnermcp · ai-agents | An MCP server that orchestrates image generation across multiple pipelines (OpenAI, Recraft, Midjourney) with durable memory for project context… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | chatgpt-deepseek-bridgemcp · ai-agents | Enables ChatGPT (or any MCP client) to delegate coding tasks to a local Hermes-backed agent with async job management, supporting read-only… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | codex-gemini-delegator-v2mcp · ai-agents | An MCP server that lets OpenAI Codex delegate tasks to Google Gemini agents as isolated background workers, with Git worktree isolation, loop… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | agentaegismcp · ai-agents | Provides a high quality cybersecurity tool platform with pay as you go pricing (no subscription). | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-agent-toolkitmcp · ai-agents | Enables agents to share state via a blackboard, record and retrieve failure resolutions, and cache LLM responses to avoid redundant API calls. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | memosavermcp · ai-agents | Local-first MCP server that persists AI coding agent memory and session context, enabling seamless resume across sessions with searchable memories and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | ds-claude-haha-mcpmcp · ai-agents | Bridges a main agent (e.g., Codex) to a separate execution model in Claude Code Haha Desktop, enabling delegated coding tasks with file modifications… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | spz-mcpmcp · ai-agents | MCP server that lets an LLM agent drive StableProjectorz, a 3D modeling app, by inspecting the loaded model, app state, viewport screenshots, and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | txtcel-mcpmcp · ai-agents | Enables AI agents to interact with the Txtcel Solana program for creating channels, posting and reading messages, and managing on-chain operations via… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | buzz-mcp-bridgemcp · ai-agents | Bridges Claude Desktop/Code MCP servers into Buzz agents with a per-agent allowlist, exposing allowed tools as a namespaced stdio MCP server. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-integration-bridgemcp · ai-agents | An MCP server that connects any two systems so an agent can explore both, map between them, and run real data transfers — then shows its working in a… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | safe-fetch-mcp-servermcp · ai-agents | A secure MCP server for fetching web content for agents, with provably correct SSRF protection against edge cases, redirects, and DNS rebinding. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | studenthub-mcpmcp · ai-agents | Read-only MCP server for the StudentHub recruitment database. Enables BAWES agents to search candidates, retrieve profiles, and query hiring pipeline… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | bitslicer-mcpmcp · ai-agents | Safety-bounded MCP server bridging Codex to Bit Slicer's memory inspection engine on macOS ARM64, enabling process attach, memory reads, scans… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | bilincmcp · ai-agents | Hosted memory for coding agents, exposing commit_mem, recall, and status over stdio. Each write carries provenance, contradictions surface as… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | codepage-bridge-mcpmcp · ai-agents | Encoding-transparent file tools for Claude Code and other MCP clients, converting project files between legacy codepages and Unicode for LLM… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | lipila-mcpmcp · ai-agents | MCP server for the Lipila payment gateway, enabling AI agents to initiate mobile money and card collections, disburse funds, check transaction… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | weather-climate-intelligence-mcpmcp · ai-agents | Provides weather and climate intelligence for AI agents, including current conditions, forecasts, historical data, severe-weather alerts, agricultural… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | wbotmcp · ai-agents | MCP server providing an Agent-first, read-only interface to authorized WeChat conversations, with CLI and plugin support for Codex and Claude Code. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | excalidraw-diagram-agentmcp · ai-agents | Generates editable Excalidraw diagram files from natural language descriptions of systems and architectures. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | agentsmd-memorymcp · ai-agents | MCP server for managing project memory in AGENTS.md. Allows agents to record and remove durable facts using save/forget tools. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | ai-brain-mcpmcp · ai-agents | An MCP server that exposes an Obsidian-style markdown vault as agent-readable memory. It provides tools for search, read, graph, and guarded capture… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | secondbrainmcp · ai-agents | A local-first MCP server that provides a shared Markdown-based memory for AI coding agents, enabling cross-agent context persistence via tools like… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | qsmcpmcp · ai-agents | MCP server for developing Quickshell widgets that lets AI agents render individual widgets to PNG previews offscreen, without screen capture or… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | zotero-ima-mcpmcp · ai-agents | Local MCP server for research workflows that integrates Zotero for source management, MinerU for PDF full-text extraction, and Tencent ima as a… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | agent-reviewmcp · ai-agents | A local-first, auditable code review MCP server that freezes Git changes, creates immutable ReviewBundles, provides role-isolated contexts for… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | hmcl-mcp-servermcp · ai-agents | MCP server that lets AI agents drive HMCL (Hello Minecraft! Launcher) programmatically to install Minecraft versions, search/download/import modpacks… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | john-ceo-agentic-memorymcp · ai-agents | MCP server that gives AI agents persistent, tenant-scoped memory with semantic search and consolidation, using CockroachDB vector indexes and Amazon… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-beancountmcp · ai-agents | A read-only MCP server that gives AI agents structured access to a Beancount personal finance ledger. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | tymewear-mcpmcp · ai-agents | Connects Claude to Tyme Wear's breathing sensor platform to analyze ventilatory data, activities, thresholds, and training zones. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | tjclaude88-bling-bagmcp · ai-agents | Configure and display AI agent identity, personality traits, and platform-specific visual theming. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | codex-native-bridgemcp · ai-agents | An MCP server that lets Claude Code delegate durable background tasks, reasoning profiles, thread resumption, and native image generation to your… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | llmconcilmcp · ai-agents | Enables Claude Code to send a prompt to multiple LLMs simultaneously and get a judge model's structured comparison of their responses. This surfaces… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | chrome-dev-mcpmcp · ai-agents | An MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | rental-datamcp · ai-agents | Exposes multifamily rental data including average rent by market, occupancy anomalies, and property summaries to LLM tools via MCP. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | codex-curator-intelligence-aeternummcp · ai-agents | Persistent knowledge graph memory for AI agents with entity extraction and relationship mapping. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | fusion-toolsmith-mcpmcp · ai-agents | A safety-first Autodesk Fusion 360 MCP add-in that enables agents to inspect, plan, validate, and package CAD changes without blindly running raw… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | toolaheadmcp · ai-agents | Speeds up coding agents by predicting and pre-executing upcoming tool calls, then safely returning validated cached results to eliminate wait time. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-cheatenginemcp · ai-agents | This MCP server integrates AI assistants with Cheat Engine on Windows, providing tools for process management, memory read/write, pointer resolution… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | perfsage-jmeter-mcpmcp · ai-agents | Enables LLM agents to run self-healing JMeter performance tests via natural language, from environment setup to capacity discovery and SLO verdict… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | minimal-mcpmcp · ai-agents | A minimal MCP server that demonstrates the entire protocol using a simple in-memory todo list, including tools, resources, prompts, and elicitation. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | codex-security-cloud-mcpmcp · ai-agents | MCP server for the Codex Security Cloud service, enabling agents to list, inspect, close, reopen findings, request PRs, and apply generated patches. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | bikkymcp · ai-agents | Provides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | quiver-risk-brainmcp · ai-agents | The verifiable risk engine for autonomous agents: deterministic, self-verifying financial calculations that an agent can delegate and prove. It covers… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | shanhai-mcp-servermcp · ai-agents | An out-of-the-box multi-tenant MCP server that lets MCP clients access knowledge retrieval, task dispatch, deliverable management, and multi-agent… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | fluduromcp · ai-agents | A personality-to-flower quiz application with MCP tools for interactive widgets inside ChatGPT. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | cli-history-hubmcp · ai-agents | Provides MCP tools to search, browse, and retrieve unified read-only history from CLI agents like Codex, Claude Code, and OpenCode, with connector… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | n8n-ops-mcpmcp · ai-agents | Provides ops-focused n8n tools for MCP-compatible agents, enabling listing, inspecting, triggering, validating, managing tags, running security… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | ichimcp · ai-agents | A persistent character and memory layer for coding agents over MCP. It remembers user interactions, reinforces standards, and provides emotional… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-bento-servermcp · ai-agents | Local-first MCP server & CLI for authoring Bento decks (single-file PPT) with AI agents and live browser preview. Enables programmatic creation… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | claude-codex-mcp-bridgemcp · ai-agents | A local MCP bridge that connects Claude Code and OpenAI Codex via a durable SQLite mailbox, with support for orchestrating and resuming Codex… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | claude-graphmcp · ai-agents | A local knowledge graph of your codebase for Claude Code on macOS, exposing structural data via MCP tools for querying calls, imports, test coverage… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | red-monitoreo-chilemcp · ai-agents | A remote MCP server that centralizes the catalog of monitoring stations from three Chilean networks (DGA, DMC, Agromet) with geometry and extraction… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-data-profilermcp · ai-agents | MCP server that profiles local data files (CSV, Parquet, JSON, Excel) and returns compact structured summaries with data-quality flags, enabling AI… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | make-chatgpt-sitemcp · ai-agents | MCP server that lets MCP clients inspect, create, update, and deploy ChatGPT Sites through a local Codex installation. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | cyberrescuemcp · ai-agents | A locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | unwrittenmcp · ai-agents | MCP server that checks AI agent edits for missing companion files by learning co-change patterns from git history, preventing incomplete commits. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | humane-intelligencemcp · ai-agents | humane INTELLIGENCE IS A MEMORY AND GOVERNANCE mcp THAT KEEPS YOUR AI ACCOUNTABLE. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | humanread-mcp-servermcp · ai-agents | MCP server for the Humanread novel publishing platform, enabling AI agents to upload, format, preview, review, translate, and publish novels in… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | wharfymcp · ai-agents | MCP server for managing local dev ports on macOS. It enables AI agents to inspect listening ports, identify owning processes and parent chains, kill… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | autopsy-mcpmcp · ai-agents | Read-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | frankki-mcpmcp · ai-agents | Hosted remote MCP server that lets AI agents compose, price, send, and track real physical letters worldwide. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | nas-mcp-n8n-bridgemcp · ai-agents | Splits the live Nas.com MCP catalog into 24 product-scoped n8n workflows, enabling focused agent interactions with specific business, product, and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-cad-studiomcp · ai-agents | A parametric CAD workspace as an MCP server, enabling agents to create, edit, and manipulate 3D models through tools, with a live studio UI and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | shared-whiteboardmcp · ai-agents | Enables Claude to create, open, and edit persistent tldraw whiteboards in real-time, with live collaboration between human and AI. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | artiscenemcp · ai-agents | An agentic system for sim-ready interactive scene generation in Isaac Sim | 1 star | No one-command install · Source | |
| 4501 | 22.524 | meeteymcp · ai-agents | Local-first meeting capture and transcription for Claude Code. Records audio from meeting apps, transcribes locally with whisper.cpp, and produces… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | local-mcp-crmmcp · ai-agents | A local-first CRM that exposes customer and project management tools via the Model Context Protocol (MCP), including an analytics server. It… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | dingdawg-healthcare-agentmcp · ai-agents | HIPAA-aware healthcare AI for clinical documentation and compliance. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | linkloremcp · ai-agents | AI-native coding memory — lore/doc that AI agents read and write directly, via MCP | 1 star | No one-command install · Source | |
| 4501 | 22.524 | arabic-dict-mcpmcp · ai-agents | MCP server that provides grounded Arabic dictionary lookup, enabling AI agents to search word roots, inflections, and meanings from real dictionary… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | workforce-mcpmcp · ai-agents | Provides specialist context for AI agents, enabling them to work as different roles (UI, DE, SRE, etc.) through MCP prompts and tools. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | smallest-mcp-servermcp · ai-agents | MCP server for the Smallest AI platform that enables managing AI voice agents, debugging calls, and viewing analytics directly from your IDE. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-glm-kimi-ollamamcp · ai-agents | Provides three MCP servers for Claude Code to access free/low-cost LLM models: GLM (Zhipu), Kimi (Moonshot), and local Ollama, enabling chat, vision… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | tribunal-mcpmcp · ai-agents | Enables fact-checking claims by providing a verify_claim tool that returns a verdict (True/False/Misleading/Unverifiable) with confidence score and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | carrymcp · ai-agents | Enables syncing a context pack between Claude Code and Claude mobile via a remote MCP server, allowing users to push instructions from their repo and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | lighterpack-mcpmcp · ai-agents | An MCP server that lets AI agents create and manage LighterPack packing lists — add gear, track weights, organize categories, and share lists, all… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | tensorfiremcp · ai-agents | MCP server for security-testing AI models, exposing garak vulnerability scanning and URL/MCP-endpoint scanning as callable tools. It lets agents probe… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | repo-contractmcp · ai-agents | An MCP server that enforces repository governance rules for AI coding agents, providing tools to validate plans, diffs, and scan for architectural and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | memorised-them-allmcp · ai-agents | Imagine you could hand Claude a filing cabinet of your documents and say "remember all of this." Later you just ask questions, and Claude answers from… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | amem-2mcp · ai-agents | Enables AI assistants to persistently remember user preferences and context through client-side encrypted vaults, ensuring memory is portable and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mimir-s-vaultmcp · ai-agents | An Obsidian-compatible memory graph and context management MCP server that lets AI agents navigate project architecture and relationships via… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | wt-mcpmcp · ai-agents | MCP server for managing git worktrees per product, enabling agents to create, list, sync, and open tasks with multiple projects, reusable YAML config… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | deepseek-visionmcp · ai-agents | MCP server that gives text-only LLMs vision capabilities by using a free multimodal model to perceive images, audio, and video, returning text for the… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | foldcase-mcpmcp · ai-agents | Foldcase MCP server exposes three read-only tools over stdio that serve a coding agent the full catalog of Foldkit component Showcases — enumerating… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | w-agentmcp · ai-agents | A self-hosted WhatsApp bridge with an AI agent enabling searchable context, message drafting, and approval workflow via MCP protocol for Claude… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-student-assistancemcp · ai-agents | MCP server that provides intelligent student assistance tools for academic calculations, attendance tracking, marks analysis, and syllabus reading via… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | chatgpt-box-mcpmcp · ai-agents | A private MCP server that lets ChatGPT create, manage, and operate Box by ASCII Linux environments through secure MCP tools. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | mcp-knowledge-bridgemcp · ai-agents | MCP-compatible knowledge bridge with tools, resources, prompts, local BM25 KB, and a token-guarded HTTP companion for Cursor and custom agents. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | praxismcp · ai-agents | Gives AI assistants a reliable memory for proven, verified skills, enabling them to reuse successful solutions and avoid repeating mistakes. | 1 star | No one-command install · Source | |
| 4501 | 22.524 | agent-rackmcp · ai-agents | An MCP server that bridges CLI coding agents like Claude Code, Codex, opencode, and Antigravity into any MCP client, enabling synchronous and… | 1 star | No one-command install · Source | |
| 4501 | 22.524 | vibe-auditmcp · ai-agents | A multi-agent system that scans a JavaScript or TypeScript source file for unbalanced addEventListener calls, flags memory-leak vectors, and produces… | 1 star | No one-command install · Source |
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.