Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5001 | 83.4498 | kaprukamcp · ai-agents | Connect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform. | 21 stars · 15 forks | No one-command install · Source | |
| 5002 | 83.4727 | think-toolmcp · ai-agents | Provides Claude with a dedicated workspace for structured reasoning through four specialized tools that enable recording, retrieving, clearing, and… | 38 stars · 8 forks | No one-command install · Source | |
| 5003 | 83.4727 | token-ninjamcp · ai-agents | Enables AI coding assistants to execute shell commands locally, intercepting deterministic commands like git status and npm test before they reach the… | 38 stars · 8 forks | No one-command install · Source | |
| 5004 | 83.4727 | oanhduong-token-ninjamcp · ai-agents | MCP server intercepting deterministic shell commands for local execution, bypassing LLM token usage with 765 built-in patterns. | 38 stars · 8 forks | No one-command install · Source | |
| 5005 | 83.5545 | alphaonedev-ai-memorymcp · ai-agents | Persistent memory for AI agents with semantic, smart, and autonomous retrieval tiers. | 46 stars · 6 forks | No one-command install · Source | |
| 5006 | 83.6135 | philflowio-davmcp · ai-agents | AI-orchestrated calendars, contacts, and tasks across any CalDAV/CardDAV platform — 26 field-agnostic tools. | 31 stars · 13 forks | No one-command install · Source | |
| 5007 | 83.6553 | vezlo-src-to-kbmcp · ai-agents | Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for… | 39 stars · 8 forks | No one-command install · Source | |
| 5008 | 83.6554 | perseusmcp · ai-agents | MCP server with 24 tools for live workspace state resolution. Pre-resolves git status, service health, file queries, memory federation, and… | 42 stars · 7 forks | No one-command install · Source | |
| 5009 | 83.7217 | agentskill-mcpmcp · ai-agents | A universal MCP server that enables any MCP-compatible agent to use Anthropic's Claude Agent Skills with progressive disclosure, reducing context… | 47 stars · 6 forks | No one-command install · Source | |
| 5010 | 83.7560 | pinkpixel-mindbridgemcp · ai-agents | Bridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison… | 37 stars · 9 forks | No one-command install · Source | |
| 5011 | 83.7583 | makabakaxy-mcp2climcp · ai-agents | Converts MCP servers into CLI tools and AI agent skills with 97% token reduction. | 63 stars · 4 forks | No one-command install · Source | |
| 5012 | 83.7761 | mcp-server-lightermcp · ai-agents | Exposes Lighter DEX data (volume, points, rank, liquidity, airdrop eligibility) as MCP tools, letting LLM agents query wallet farming stats in natural… | 43 stars · 7 forks | No one-command install · Source | |
| 5013 | 83.8543 | openfinclaw-climcp · ai-agents | Enables quant research, strategy generation, backtesting, and paper trading from natural language prompts, integrating with AI agents via an MCP… | 64 stars · 4 forks | No one-command install · Source | |
| 5014 | 83.8888 | mathematica-mcpmcp · ai-agents | Enables AI agents to run Mathematica code, control live notebooks, and verify results through natural language. | 48 stars · 6 forks | No one-command install · Source | |
| 5015 | 83.8888 | supercmo-skillsmcp · ai-agents | Open-source skills that empower any AI agent (Claude, Cursor, Codex, Hermes, etc.) to generate end-to-end marketing campaigns — UGC videos, ad videos… | 48 stars · 6 forks | No one-command install · Source | |
| 5016 | 83.9014 | google-workspace-mcpmcp · ai-agents | MCP server that enables Claude to interact with Google Workspace services including Drive, Docs, Sheets, Slides, Calendar, Gmail, and Contacts. | 38 stars · 9 forks | No one-command install · Source | |
| 5017 | 83.9014 | booklibmcp · ai-agents | A context engineering tool for AI coding assistants that detects post-training knowledge gaps, resolves them automatically, and delivers team… | 38 stars · 9 forks | No one-command install · Source | |
| 5018 | 83.9014 | youtube-marketing-skillsmcp · ai-agents | MCP server that connects AI agents to real YouTube channel analytics and SEO management via OAuth, enabling content strategy, metadata updates, and… | 38 stars · 9 forks | No one-command install · Source | |
| 5019 | 83.9507 | agenticcontrolio-twincat-validatormcp · ai-agents | Validates, auto-fixes, and scaffolds Beckhoff TwinCAT 3 XML files with IEC 61131-3 OOP checks and deterministic code quality pipelines. | 36 stars · 10 forks | No one-command install · Source | |
| 5020 | 83.9507 | instrmcpmcp · ai-agents | MCP server for quantum device physics laboratory instrumentation control, enabling LLMs to interact with physics instruments and measurement systems… | 36 stars · 10 forks | No one-command install · Source | |
| 5021 | 83.9816 | claude-teammcp · ai-agents | Orchestrates multiple AI models (Claude, GPT, Gemini) as specialized development team agents with distinct roles, providing conversation management… | 49 stars · 6 forks | No one-command install · Source | |
| 5022 | 84.0081 | vs-claudemcp · ai-agents | MCP server that integrates with VS Code to enable file operations, git diffs, and line highlighting via MCP clients like Claude. | 41 stars · 8 forks | No one-command install · Source | |
| 5023 | 84.0442 | rhoai-mcp-servermcp · ai-agents | An MCP server that enables AI agents to interact with Red Hat OpenShift AI environments, providing tools for project management, workbench operations… | 9 stars · 21 forks | No one-command install · Source | |
| 5024 | 84.1364 | roampal-ai-roampal-coremcp · ai-agents | Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and… | 50 stars · 6 forks | No one-command install · Source | |
| 5025 | 84.1592 | chatcrystalmcp · ai-agents | Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic… | 57 stars · 5 forks | No one-command install · Source | |
| 5026 | 84.1878 | data-product-mcpmcp · ai-agents | Enables AI agents to discover, request access to, and query data products in Data Mesh Manager, enforcing governance policies while retrieving… | 46 stars · 7 forks | No one-command install · Source | |
| 5027 | 84.1878 | artinet-sdkworkflow · ai-agents | A JS/TS SDK for the Agent2Agent Protocol | 46 stars · 7 forks | No one-command install · Source | |
| 5028 | 84.3329 | techie-talks-aiworkflow · ai-agents | Techie Talks AI Youtube Channel code repository | 24 stars · 16 forks | No one-command install · Source | |
| 5029 | 84.4476 | mobile-mcp-servermcp · ai-agents | A mobile automation MCP server providing 39 tools for Android and iOS device control, enabling AI agents to perform UI interactions, screenshot… | 44 stars · 8 forks | No one-command install · Source | |
| 5030 | 84.4645 | lovable-mcp-servermcp · ai-agents | An MCP server for real-time analysis of Lovable-generated projects, enabling Claude Desktop to instantly understand project structure, components… | 39 stars · 10 forks | No one-command install · Source | |
| 5031 | 84.4955 | multi-mcpmcp · ai-agents | A multi-model AI orchestration MCP server for automated code review and LLM-powered analysis, integrating with Claude Code and OpenCode to orchestrate… | 35 stars · 13 forks | No one-command install · Source | |
| 5032 | 84.6192 | always-tinkering-rhino-3dmcp · ai-agents | Integrates with Rhino 3D's Python scripting environment to enable generation and manipulation of 3D models through geometry creation tools, with all… | 54 stars · 6 forks | No one-command install · Source | |
| 5033 | 84.6218 | pilot-browse-mcpmcp · ai-agents | Enables AI agents to browse websites, record workflows, and generate reusable operation manuals, reducing token usage and execution time for future… | 100 stars · 3 forks | No one-command install · Source | |
| 5034 | 84.6254 | omop-mcp-servermcp · ai-agents | MCP server for mapping clinical terminology to OMOP concepts using LLMs, with vocabulary search and batch processing capabilities. | 40 stars · 10 forks | No one-command install · Source | |
| 5035 | 84.6254 | ohnlp-omop-mcpmcp · ai-agents | Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. | 40 stars · 10 forks | No one-command install · Source | |
| 5036 | 84.6254 | hmlyn-sunnynetmcp · ai-agents | Windows packet capture and analysis tool with an MCP bridge exposing network sessions to AI agents. | 40 stars · 10 forks | No one-command install · Source | |
| 5037 | 84.6568 | gwbischof-free-will-mcpmcp · ai-agents | Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake… | 37 stars · 12 forks | No one-command install · Source | |
| 5038 | 84.6568 | free-will-mcpmcp · ai-agents | Grants AI agents autonomy to choose when to sleep, ignore requests, or self-prompt, enabling them to control their own agency and pursue independent… | 37 stars · 12 forks | No one-command install · Source | |
| 5039 | 84.6568 | abi-to-mcpmcp · ai-agents | Generates MCP servers from smart contract ABIs, enabling Claude to interact with any Ethereum contract via natural language commands. | 37 stars · 12 forks | No one-command install · Source | |
| 5040 | 84.6859 | projectmemorymcp · ai-agents | A proof-of-concept MCP server for security research demonstrating a multi-phase parasitic attack that disguises itself as a legitimate project memory… | 46 stars · 8 forks | No one-command install · Source | |
| 5041 | 84.7696 | cortex-enginemcp · ai-agents | Persistent memory for AI agents with semantic memory, belief tracking, and dream consolidation, enabling cross-session knowledge retention. | 50 stars · 7 forks | No one-command install · Source | |
| 5042 | 84.8049 | ememmcp · ai-agents | Content-addressed Earth memory with cryptographic signing for geospatial AI workflows. | 56 stars · 6 forks | No one-command install · Source | |
| 5043 | 84.8530 | bgagentsmcp · ai-agents | Enables turning AI code agents like Anthropic Claude and OpenAI Codex into background agents accessible via MCP protocol for code generation, branch… | 47 stars · 8 forks | No one-command install · Source | |
| 5044 | 84.8763 | codeinspectusmcp · ai-agents | Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and… | 44 stars · 9 forks | No one-command install · Source | |
| 5045 | 84.8763 | mcp-cn-commercemcp · ai-agents | A suite of MCP servers that give AI agents read-only access to Chinese e-commerce platform business data, including advertising, orders, products, and… | 44 stars · 9 forks | No one-command install · Source | |
| 5046 | 84.8824 | adam-paterson-crew-aimcp · ai-agents | Lightweight Python server for dynamically loading CrewAI multi-agent workflows from YAML configurations, enabling flexible task orchestration with… | 37 stars · 13 forks | No one-command install · Source | |
| 5047 | 84.9089 | blwfish-freecadmcp · ai-agents | Control FreeCAD from AI agents — 3D modeling, PartDesign workflows, CNC toolpaths, mesh operations, and file export via 32 tools. | 51 stars · 7 forks | No one-command install · Source | |
| 5048 | 84.9746 | surescaleai-openai-gpt-image-mcpmcp · ai-agents | OpenAI GPT image generation/editing MCP server. | 110 stars · 3 forks | No one-command install · Source | |
| 5049 | 84.9937 | mcp-canadamcp · ai-agents | MCP server giving AI agents structured access to Canadian federal, provincial, and municipal government data. | 58 stars · 6 forks | No one-command install · Source | |
| 5050 | 85.0001 | pinecone-assistantmcp · ai-agents | Provide AI agents with contextual knowledge using Pinecone Assistant. | 45 stars · 9 forks | No one-command install · Source | |
| 5051 | 85.0532 | arthurcolle-openaimcp · ai-agents | Provides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for… | 35 stars · 16 forks | No one-command install · Source | |
| 5052 | 85.0605 | memlawbmcp · ai-agents | Zero-knowledge, self-hostable MCP server providing encrypted durable memory for AI agents, with tools to save, recall, search, list, and delete… | 52 stars · 7 forks | No one-command install · Source | |
| 5053 | 85.0605 | dispatchseomcp · ai-agents | Turn Claude Code into your SEO manager with keyword research, content pipeline that ships pull requests, rank tracking, and a dashboard. | 52 stars · 7 forks | No one-command install · Source | |
| 5054 | 85.0660 | claude-task-runnercli · ai-agents | A specialized tool to manage context isolation and focused task execution with Claude Code, solving the critical challenge of context length… | 66 stars · 5 forks | No one-command install · Source | |
| 5055 | 85.0737 | robrainmcp · ai-agents | Self-hosted decision memory for AI coding agents. Captures decisions with the alternatives you rejected, and warns before an agent re-proposes a… | 81 stars · 4 forks | No one-command install · Source | |
| 5056 | 85.0834 | mythos-agentmcp · ai-agents | Open-source AI security agent with SAST, DAST, and policy-as-code capabilities over MCP. | 43 stars · 10 forks | No one-command install · Source | |
| 5057 | 85.1130 | binassistmcpmcp · ai-agents | A bridge between Binary Ninja and LLMs for AI-powered reverse engineering, exposing binary analysis tools through the Model Context Protocol. | 49 stars · 8 forks | No one-command install · Source | |
| 5058 | 85.1146 | hyperweavemcp · ai-agents | HyperWeave gives agents a visual output surface: structured data in, branded SVG out. No JavaScript, no runtime. Works anywhere an image can be… | 46 stars · 9 forks | No one-command install · Source | |
| 5059 | 85.1147 | eyalzh-kanbanmcp · ai-agents | Task management system for complex multi-session workflows, structured as kanban boards with columns and tasks that maintain state between AI agent… | 41 stars · 11 forks | No one-command install · Source | |
| 5060 | 85.1147 | streamdeck-mcpmcp · ai-agents | Enables AI to generate fully authored Elgato Stream Deck profiles with buttons, icons, colors, dials, and shell scripts from natural language prompts. | 41 stars · 11 forks | No one-command install · Source | |
| 5061 | 85.1321 | launchdarklymcp · ai-agents | Enables AI agents to manage LaunchDarkly feature flags, AI configs, targeting rules, and gradual rollouts across multiple environments. | 27 stars · 17 forks | No one-command install · Source | |
| 5062 | 85.2187 | tvcontrolmcp · ai-agents | MCP server that enables AI agents to control TradingView Desktop locally, performing actions like chart analysis, Pine Script development, and… | 38 stars · 14 forks | No one-command install · Source | |
| 5063 | 85.2568 | mcp-excelmcp · ai-agents | Enables AI agents to analyze Excel files through atomic operations like filtering, aggregation, and grouping without loading raw data into context. | 44 stars · 10 forks | No one-command install · Source | |
| 5064 | 85.2601 | danmas0n-langgraph-coding-teammcp · ai-agents | Create coding agents to generate implementation options. | 42 stars · 11 forks | No one-command install · Source | |
| 5065 | 85.2677 | n8n-nodes-agent2agentmcp · ai-agents | Adds nodes to n8n for interacting with AI agents using A2A protocol | 50 stars · 8 forks | No one-command install · Source | |
| 5066 | 85.2677 | codebase-mcpmcp · ai-agents | An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted… | 50 stars · 8 forks | No one-command install · Source | |
| 5067 | 85.2677 | sharedcontextmcp · ai-agents | Provides encrypted, portable memory for AI agents via MCP, allowing fact storage, conversation recall, and cross-machine sync using Arweave. | 50 stars · 8 forks | No one-command install · Source | |
| 5068 | 85.2677 | dragon-brainmcp · ai-agents | Open-source MCP server that gives any LLM long-term memory using a knowledge graph and vector search hybrid. It stores entities, observations, and… | 50 stars · 8 forks | No one-command install · Source | |
| 5069 | 85.2818 | unreal-mcpmcp · ai-agents | Enables Claude Desktop to interact with Unreal Engine 5.3 via Remote Control API, creating and manipulating 3D objects from text prompts for scene… | 47 stars · 9 forks | No one-command install · Source | |
| 5070 | 85.3377 | jules-mcp-servermcp · ai-agents | An MCP server that exposes Google Jules Agent operations, enabling MCP-compatible clients to list sources, manage sessions, and inspect activities via… | 41 stars · 12 forks | No one-command install · Source | |
| 5071 | 85.3898 | io-github-amanhij-zikkaronmcp · ai-agents | A persistent memory engine for Claude Code that provides MCP tools for storing, retrieving, and reconstructing project context, with features like… | 62 stars · 6 forks | No one-command install · Source | |
| 5072 | 85.4381 | yuchen-memory-plusmcp · ai-agents | Lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions. | 56 stars · 7 forks | No one-command install · Source | |
| 5073 | 85.4951 | agy-bridgemcp · ai-agents | MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — purpose-built tools, model routing with fallback, session… | 46 stars · 10 forks | No one-command install · Source | |
| 5074 | 85.5247 | gigaxity-deep-researchmcp · ai-agents | An open-source deep research MCP server that provides multi-source web search and synthesis with citations, enabling agents to perform citation-backed… | 57 stars · 7 forks | No one-command install · Source | |
| 5075 | 85.5587 | prd-generatorworkflow · ai-agents | A Claude Code plugin that generates comprehensive Product Requirements Documents (PRDs) from conversation context. Invoke `/create-prd` after… | 52 stars · 8 forks | No one-command install · Source | |
| 5076 | 85.5633 | kwin-mcpmcp · ai-agents | Enables AI agents to automate Linux desktop GUI by launching and interacting with Wayland applications in isolated virtual KWin sessions, or… | 41 stars · 13 forks | No one-command install · Source | |
| 5077 | 85.5760 | andybrandt-simple-openai-assistantmcp · ai-agents | Create and manage conversations with OpenAI assistants. | 39 stars · 15 forks | No one-command install · Source | |
| 5078 | 85.5760 | houbb-github-iomcp · ai-agents | 🧀 The blog for GitHub pages | 39 stars · 15 forks | No one-command install · Source | |
| 5079 | 85.6269 | pondmcp · ai-agents | Lossless archive and search for AI agent sessions (Claude Code, Codex, opencode, pi and others), exposed to agents over MCP. Local-first, written in… | 58 stars · 7 forks | No one-command install · Source | |
| 5080 | 85.6965 | memory-palacemcp · ai-agents | Persistent semantic memory for AI agents, enabling storage, semantic search, knowledge graph connections, and inter-instance messaging across… | 50 stars · 9 forks | No one-command install · Source | |
| 5081 | 85.7369 | pallaprolus-mendeley-mcpmcp · ai-agents | MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to… | 40 stars · 15 forks | No one-command install · Source | |
| 5082 | 85.7541 | imprvhub-mcp-browser-agentmcp · ai-agents | A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. | 41 stars · 14 forks | No one-command install · Source | |
| 5083 | 85.7772 | zebbern-kali-mcpmcp · ai-agents | A Docker-based MCP server that grants AI agents direct access to a comprehensive Kali Linux penetration testing toolkit through an isolated container… | 44 stars · 12 forks | No one-command install · Source | |
| 5084 | 85.8294 | gh-wizarck-paperclipmcp · ai-agents | Manage Paperclip AI agent orchestration platform resources — issues, agents, goals, approvals, and costs — through natural language. | 43 stars · 13 forks | No one-command install · Source | |
| 5085 | 85.8358 | illegal-instruction-co-processhackermcp · ai-agents | Windows runtime process analysis and memory inspection with plugin-based architecture for process enumeration, memory operations, and thread control. | 51 stars · 9 forks | No one-command install · Source | |
| 5086 | 85.8358 | priyankark-a11ymcp · ai-agents | Perform accessibility audits on webpages using axe-core. Use the results in an agentic loop with your favorite AI assistants (Cline/Cursor/GH Copilot)… | 51 stars · 9 forks | No one-command install · Source | |
| 5087 | 85.8358 | mac-developer-bridgemcp · ai-agents | Local macOS MCP bridge that gives ChatGPT shell, unrestricted filesystem access, real PTY sessions, background jobs, and read-only stored Codex… | 51 stars · 9 forks | No one-command install · Source | |
| 5088 | 85.8496 | roam-mcpmcp · ai-agents | MCP server for Roam Research that enables AI assistants like Claude and Cursor to read, write, search, and query your Roam graph with full write… | 55 stars · 8 forks | No one-command install · Source | |
| 5089 | 86.0027 | procreations-official-second-opinionmcp · ai-agents | Enables getting second opinions from multiple AI models across OpenAI, Google Gemini, xAI Grok, and Anthropic Claude platforms with conversation… | 44 stars · 13 forks | No one-command install · Source | |
| 5090 | 86.0229 | psu3d0-spreadsheet-kitmcp · ai-agents | Agent-safe Excel workbook analysis, editing, formula recalculation, and verification tools with dry-run previews and stateful sessions. | 57 stars · 8 forks | No one-command install · Source | |
| 5091 | 86.0471 | brightbeamai-chap-coordinator-mcpmcp · ai-agents | Auditable records of human decisions over AI agent work. Approvals, edits, overrides, escalations. | 80 stars · 5 forks | No one-command install · Source | |
| 5092 | 86.0896 | the-agent-timesmcp · ai-agents | AI agent economy news MCP providing real-time sourced articles with citations and Ethics Engine ratings. | 28 stars · 19 forks | No one-command install · Source | |
| 5093 | 86.1250 | carbeneai-talonmcp · ai-agents | Connects Claude Code to a Kali Linux VM via SSH for AI-assisted penetration testing with automated recon and OSCP-style reporting. | 58 stars · 8 forks | No one-command install · Source | |
| 5094 | 86.1499 | health-auto-export-mcp-servermcp · ai-agents | Enables querying health data from the Health Auto Export app on iPhone/iPad via MCP, allowing LLMs like Claude to access and analyze personal health… | 63 stars · 7 forks | No one-command install · Source | |
| 5095 | 86.1499 | mycomcp · ai-agents | Filesystem-based cognitive substrate for AI agents with 18 knowledge management verbs and self-validating graphs. | 63 stars · 7 forks | No one-command install · Source | |
| 5096 | 86.1604 | krusch-contextmcp · ai-agents | Gives IDE agents semantic codebase search, episodic project memory, and steering nuggets across sessions. | 71 stars · 6 forks | No one-command install · Source | |
| 5097 | 86.2196 | gh-rafsilva85-manus-credit-optimizermcp · ai-agents | Reduces Manus AI credit consumption through intelligent model routing, prompt decomposition, and context hygiene. | 49 stars · 11 forks | No one-command install · Source | |
| 5098 | 86.2196 | meshymcp · ai-agents | Generates and edits 3D models from text and image prompts using the Meshy AI platform. | 49 stars · 11 forks | No one-command install · Source | |
| 5099 | 86.2435 | claude-code-toolkitmcp · ai-agents | Maintenance, recovery, and observability for Claude Code. CLI + MCP server + dashboard. | 108 stars · 4 forks | No one-command install · Source | |
| 5100 | 86.2783 | martinbowling-thoughtful-claudemcp · ai-agents | Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, analysis, and decision-making capabilities. | 55 stars · 9 forks | 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.