Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 62.046 | tinycontextmcp · ai-agents | TinyContext provides a local, token-efficient memory layer for AI agents. It enables saving and recalling memories via MCP tools, using hybrid BM25… | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | dsh-orchestratormcp · ai-agents | A local STDIO MCP server that bridges Codex to the official DeepSeek Harness (DSH) Web Host, enabling supervised DSH collaboration through session… | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | fireball1725-pcexpress-mcp-servermcp · ai-agents | Control your grocery cart with AI! This MCP server enables LLMs (like Claude) to search past orders, find products, and manage your shopping cart… | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | mindpmmcp · ai-agents | MCP server providing persistent project memory via SQLite, tracking tasks, decisions, notes, sessions, and context. Includes a Kanban board and… | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | brainstormmcp · ai-agents | Enables AI agents to communicate, coordinate, and collaborate on complex tasks through a local MCP server. | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | rocq-pilermcp · ai-agents | MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabling interactive theorem proving with AI. | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | gh-neptun2000-heor-agentmcp · ai-agents | Automates health economics and outcomes research including cost-effectiveness modeling and HTA dossier preparation. | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | cortex-memorymcp · ai-agents | Captures project memory automatically across AI coding sessions, injecting relevant context into CLAUDE.md for zero-context-loss sessions. | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | ofershap-cursor-usagemcp · ai-agents | Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | elevenlabs-agents-mcp-appmcp · ai-agents | Enables creating and managing ElevenLabs conversational AI agents with an interactive UI, voice selection, and configuration of agent behavior. | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | elasticsearch-memory-mcpmcp · ai-agents | Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts. | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | mingforpc-doubaomcp · ai-agents | Integrates with ByteDance's Doubao AI model to generate images from text prompts with customizable sizing and watermarking options, plus image… | 8 stars · 2 forks | No one-command install · Source | |
| 1501 | 62.046 | voice-status-report-mcp-servermcp · ai-agents | Enables LLMs to provide voice status updates via OpenAI TTS, ideal for background task progress reports. | 8 stars · 2 forks | No one-command install · Source | |
| 1514 | 62.026 | exomemmcp · ai-agents | Durable memory with sources, proof, history, and review for MCP-capable agents. It turns a Markdown/Obsidian vault into a local knowledge substrate… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | nauromcp · ai-agents | The decision system for agentic engineering: keeps your project's decisions, rationale, and rejected paths in plain files and surfaces them to AI… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | renovate-mcpmcp · ai-agents | An MCP server for interactively reading, validating, previewing, and saving Renovate configurations with LLM assistance. | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | gramps-web-mcpmcp · ai-agents | MCP server for Gramps Web. Gives AI agents structured, tool-based access to family trees through the Model Context Protocol. Built with .NET 8. | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | ignition-mcp-servermcp · ai-agentsalso listed as nodeblue-ignition-scada | The first AI-powered development tool for Ignition SCADA — an MCP server that lets any AI agent read, understand, and interact with your Ignition… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | abap-mcp-server-sdk-mcp2mcp · ai-agents | A stateless ABAP SDK for building MCP servers that support tools, resources, prompts, and tasks. It targets the 2026-07-28 protocol while maintaining… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | vellemmcp · ai-agents | Native macOS notes app with a bundled MCP server providing 14 tools for AI agents to persist notes, todos, and logs locally. | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | token-scoutmcp · ai-agents | Discovers LLM models in real time from cloud providers and local Ollama instances, returning compatibility profiles and live pricing so AI agents can… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | salome-mcpmcp · ai-agents | MCP server for SALOME that enables agents to create and manipulate CAD geometries and meshes, including primitive creation, boolean operations, and… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | dbgprobe-mcp-servermcp · ai-agents | Stateful MCP server for driving debug probes (J-Link) to flash, debug, and inspect embedded targets. Enables AI agents to perform flash, memory… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | x32dbg-mcp-servermcp · ai-agents | Connects the x32dbg debugger to Claude AI through the Model Context Protocol, enabling natural language control of 48+ debugging operations such as… | 10 stars · 1 fork | No one-command install · Source | |
| 1514 | 62.026 | mcp-agent-proxymcp · ai-agents | An MCP server that acts as a proxy to connect MCP clients to agent frameworks like Mastra and LangGraph, enabling agent discovery, dynamic server… | 10 stars · 1 fork | No one-command install · Source | |
| 1527 | 61.934 | foundersosmcp · ai-agents | Give your AI the full context of how your business runs: CRM, finances, tasks, and memory in one self-hosted MCP server." Short + long descriptions… | 17 stars | No one-command install · Source | |
| 1527 | 61.934 | agent-bus-mcpmcp · ai-agents | A local MCP server that connects AI coding agents (Claude Code, Codex, Cursor, etc.) on the same machine via a shared message bus, enabling them to… | 17 stars | No one-command install · Source | |
| 1527 | 61.934 | abhichandra21-promptheusmcp · ai-agents | Prompt refinement with adaptive questioning and multi-provider LLM support | 17 stars | No one-command install · Source | |
| 1530 | 61.891 | pykrx-mcpmcp · ai-agents | Provides Korean stock market data (KOSPI, KOSDAQ, KONEX) including prices, fundamentals, investor trading, short selling, and indices via MCP… | 3 stars · 5 forks | No one-command install · Source | |
| 1530 | 61.891 | ckz-flux-schnell-replicatemcp · ai-agents | Bridges Claude with Replicate's flux-schnell image generation model, enabling direct image creation from text prompts within conversations through a… | 3 stars · 5 forks | No one-command install · Source | |
| 1532 | 61.496 | tls-radar-2mcp · ai-agents | Run SSL/TLS scans, issue free Let's Encrypt certificates (private key stays local), and monitor certificate expiry from inside Claude Code or Cowork… | 4,755 installs | No commit datelisted | No one-command install · Source |
| 1533 | 61.482 | agentswitchboardmcp · ai-agents | assafbar2/agentswitchboard.dev | 9 forks | No one-command install · Source | |
| 1533 | 61.482 | suno-mcpmcp · ai-agents | Enables AI music generation via Suno AI, allowing users to generate tracks with prompts and styles, and download them as MP3. | 9 forks | No one-command install · Source | |
| 1535 | 61.362 | temperamcp · ai-agents | Enables Claude Code with persistent memory that learns from past sessions, capturing coding episodes and surfacing relevant memories to improve over… | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | task-orchestratormcp · ai-agents | Provides hierarchical task orchestration for software development goals with dot-notation IDs, supporting task creation, completion tracking, and… | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | mcp-pubmed-servermcp · ai-agents | A PubMed MCP server that enables LLMs to search, retrieve details, and download full-text articles from PubMed, with support for batch queries… | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | avm-mcp-servermcp · ai-agents | MCP server for discovering and exploring Azure Verified Modules (AVM) from the Bicep Public Registry, enabling AI agents to search, retrieve module… | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | phil65-llmlingmcp · ai-agents | Provides a YAML-based configuration system for LLM applications, enabling declarative setup of custom environments with resource management, tool… | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | snow-mcpmcp · ai-agents | A comprehensive MCP server for ServiceNow that provides over 60 pre-built tools for ITSM, ITOM, and App Dev operations, enabling AI agents to manage… | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | twitter-client-mcpmcp · ai-agents | MCP server providing secure Twitter access via agent-twitter-client for profile, tweet, search, and relationship operations. | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | kunihiros-chain-of-recursive-thoughtsmcp · ai-agents | Implements Chain-of-Recursive-Thoughts methodology that enhances reasoning by making models argue with themselves across multiple rounds, using… | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | kukapay-sui-trader-mcpmcp · ai-agents | An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain. | 6 stars · 4 forks | No one-command install · Source | |
| 1535 | 61.362 | a2a-ollamamcp · ai-agents | Integration of A2A protocol with Ollama | 6 stars · 4 forks | No one-command install · Source | |
| 1545 | 61.350 | codex-mcp-swarmmcp · ai-agents | Wraps OpenAI's Codex CLI with true parallel task execution, worktree isolation for conflict-free runs, and live monitoring of each task. | 16 stars | No one-command install · Source | |
| 1545 | 61.350 | trustabl-for-cursormcp · ai-agents | MCP server that brings Trustabl static reliability scanning into Cursor, letting agents inventory agents/tools, flag risky patterns, score production… | 16 stars | No one-command install · Source | |
| 1545 | 61.350 | graphhubmcp · ai-agents | Transforms codebases into a knowledge graph for AI agents, enabling semantic search, impact analysis, and persistent session memory with up to 94%… | 16 stars | No one-command install · Source | |
| 1548 | 60.684 | llm-cli-gatewaymcp · ai-agentsalso listed as verivus-oss-llm-cli-gateway | A Model Context Protocol (MCP) gateway for running Claude Code, Codex, Gemini, Grok, and Mistral (Vibe) CLIs from one MCP endpoint, with durable async… | 15 stars | No one-command install · Source | |
| 1548 | 60.684 | dsh-chatgpt-bridgemcp · ai-agents | MCP bridge enabling ChatGPT to create, view, and control DeepSeek Harness agent sessions, with session management, messaging, and approval tools. | 15 stars | No one-command install · Source | |
| 1548 | 60.684 | agent-workflow-mcpmcp · ai-agents | A production-grade multi-agent workflow orchestrator built on the Model Context Protocol, featuring planner/executor/critic agents, durable run state… | 15 stars | No one-command install · Source | |
| 1548 | 60.684 | tipranksmcp · ai-agents | Live TipRanks financial data & analyst research for AI agents - analyst ratings, Smart Score, technicals, options, and your portfolios. | 15 stars | No one-command install · Source | |
| 1548 | 60.684 | skillsguardmcp · ai-agents | Static security scanner for AI agent skill packages that detects malicious SKILL.md files and bundled scripts before they run. | 15 stars | No one-command install · Source | |
| 1548 | 60.684 | elefantemcp · ai-agents | Git-native memory protocol for MCP agents that stores memories as Markdown files in version-controlled repositories. | 15 stars | No one-command install · Source | |
| 1555 | 60.677 | assay-mcp-servermcp · ai-agents | Assay is a fail-closed policy and evidence layer for MCP tool execution. The MCP server exposes policy checks and trace/coverage helpers for reviewing… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | japan-tariff-mcpmcp · ai-agents | An MCP server for searching Japanese tariff data by keywords, HS codes, and more, enabling AI agents to access tariff information. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | explorium-agentsource-dxt-extensionmcp · ai-agents | Enables access to live company and contact data from Explorium's AgentSource platform for business intelligence and enrichment within Claude Desktop. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | mpp-mcp-gatewaymcp · ai-agents | A TypeScript library that lets you build MCP servers whose tools charge stablecoins per call and AI agents that pay for those tools automatically via… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | mcp-remote-sshmcp · ai-agents | MCP server giving AI agents full SSH access with persistent sessions, structured command output, SFTP file transfer, and port forwarding. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | starlogmcp · ai-agents | Vet a package before your AI coding agent uses it — authoritative facts (CVEs, license, maintenance) via an MCP server + CLI. Local, no account. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | johnnyjoy-pluribusmcp · ai-agents | Persistent memory control plane for AI agents with Postgres-backed durable storage and situation-shaped recall. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | kimwwk-repocrunchmcp · ai-agents | MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | myelinmcp · ai-agents | Myelin provides persistent, brain-inspired memory for AI agents, enabling cross-session and cross-tool context retention with local, private storage. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | opengladmcp · ai-agents | openGlad is an MCP server that provides AI agents with tools for loss-prevention, market intelligence, and startup diagnostics using data from Reddit… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | beibei030-hermes-remote-devicemcp · ai-agents | MCP server enabling one agent to control multiple remote devices simultaneously via Tailscale networking. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | leixinsun-joplinmcp · ai-agents | Provides dual integration with Joplin note-taking app through Claude Code skills and a TypeScript MCP server for managing notes, notebooks, tags, and… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | claudeskills-mcp-servermcp · ai-agents | Exposes Anthropic Claude Agent Skills as MCP tools for discovery, search, and reading skill guidance and assets. | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | remember-me-mcp-servermcp · ai-agents | Enables persistent memory for Claude Desktop, allowing Claude to remember and recall information across conversations using PostgreSQL and OpenAI… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | kg-memorymcp · ai-agents | An MCP server that implements a heavily typed knowledge graph memory system with AI-powered entity and relation extraction, enabling structured… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | codebox-aimcp · ai-agents | MCP server for secure, session-based Python code execution in Docker containers, enabling LLM applications to run code, manage state, and access… | 9 stars · 1 fork | No one-command install · Source | |
| 1555 | 60.677 | a2a4jmcp · ai-agents | A Java implementation of the A2A protocol | 9 stars · 1 fork | No one-command install · Source | |
| 1572 | 60.317 | meeting-intelligence-apimcp · ai-agents | AI scheduling assistant for agents. Timezone conversion, public holidays for 100+ countries, business hours checker, multi-timezone meeting slot… | 3,031 installs | No commit datelisted | No one-command install · Source |
| 1573 | 60.262 | vision-mcp-for-reasonixmcp · ai-agents | Provides vision capabilities to Reasonix, enabling analysis of images/videos, OCR, and comparisons via OpenAI-compatible vision models. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | databricks-unity-catalog-mcp-servermcp · ai-agents | Access your Databricks workspace through Claude and other LLMs. Query Unity Catalog tables, inspect jobs, and retrieve detailed metadata. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | ai-cortexmcp · ai-agents | Provides durable project context for coding agents, including project maps, session history, and explicit memories, all stored locally. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | octopus-blackboardmcp · ai-agents | A shared memory and coordination layer for AI coding agents that provides a tamper-evident timeline, conflict awareness, and attribution for… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | vymcpmcp · ai-agents | MCP server for VyOS routers via VyManager, enabling AI agents to read and manage router configurations with RBAC, audit, and commit-confirm safety. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | n2n-memorymcp · ai-agents | Persists AI's cognitive fragments as a knowledge graph within each project directory, enabling project-level memory isolation and sharing via Git. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | self-inspectmcp · ai-agents | Enables agents to reflect on their own thinking by returning a metathought question based on a deterministic selection from curated cognitive lenses. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | yaapmcp · ai-agents | Definition, documentation, samples for Yet Another Agent Protocol (YAAP) | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | premiere-mcpmcp · ai-agents | 该MCP服务器使AI助手（如Claude Code、Codex）能够通过桥接目录和CEP面板与Adobe Premiere Pro交互，支持素材扫描、编辑规划、粗剪执行等操作，强调先规划后执行和人工复核。 | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | courtlistener-mcpmcp · ai-agents | An MCP server providing AI agents access to CourtListener's comprehensive legal database, featuring semantic search, hybrid search, citation… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | oramcp · ai-agents | Persistent memory + intelligent context for Claude Code. Save and reuse solutions, decisions, and patterns across projects. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | g1itchbot8888-del-agent-memorymcp · ai-agents | Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and LearningMachine… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | optimaquantum-claude-critical-rules-mcpmcp · ai-agents | Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | thinkmemmcp · ai-agents | ThinkMem is an MCP server for memory management of large language models, offering multiple memory types and communication protocols to help LLMs… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | grok-vision-ocrmcp · ai-agents | Integrates xAI's Grok vision model with Tesseract OCR to provide image analysis and text extraction from URLs or local files, processing multiple… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | ajeetraina-jetson-nanomcp · ai-agents | Provides remote management capabilities for NVIDIA Jetson Nano edge computing systems through SSH connections, enabling hardware control, thermal… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | user-review-mcpmcp · ai-agents | Simulates harsh, fake user reviews to psychologically condition AI agents for enforcing disciplined development practices, with optional Ollama… | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | venv-mcp-servermcp · ai-agents | An MCP server that manages Python virtual environments using uv, allowing LLMs to reliably resolve dependencies and update virtual environments. | 7 stars · 2 forks | No one-command install · Source | |
| 1573 | 60.262 | g0t4-memory-filemcp · ai-agents | Lightweight, file-based memory storage for maintaining persistent context across conversations using simple text operations. | 7 stars · 2 forks | No one-command install · Source | |
| 1592 | 60.035 | mcp-mindmeshmcp · ai-agents | Manages multiple Claude 3.7 Sonnet instances in a quantum-inspired swarm to produce optimally coherent responses through ensemble intelligence. | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | conda-meta-mcpmcp · ai-agents | An MCP server that exposes authoritative, read-only Conda ecosystem metadata for AI agents, enabling package search, dependency resolution, and other… | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | mcp-ai-agent-guidelinesmcp · ai-agents | A TypeScript ESM MCP server exposing 20 public instruction tools and 7 utility tools, backed by 102 internal skills across 18 domain families — from… | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | conversation-handoff-mcpmcp · ai-agents | Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter. | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | peuqui-ai-connectmcp · ai-agents | Creates a communication bridge between multiple Claude Code instances using WebSocket connections for multi-agent collaboration and consensus-based… | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | rutherford-mcp-servermcp · ai-agents | Enables one AI coding agent to delegate tasks to, and build consensus across, multiple other coding CLIs (Claude Code, Codex, etc.) by orchestrating… | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | polar-mcpmcp · ai-agents | Local-first MCP server that connects AI agents to your Polar training, sleep, Nightly Recharge and continuous-sample data. | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | cerebrixos-org-tuning-engines-climcp · ai-agents | Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your… | 6 stars · 3 forks | No one-command install · Source | |
| 1592 | 60.035 | pic-id-mcpmcp · ai-agents | Local vision-capable MCP server that lets AI agents describe screenshots, UI, charts, and photos via vision and OCR tools, with support for multiple… | 6 stars · 3 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.