Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3901 | 59.8646 | coinlobster-mcpmcp · ai-agents | Provides real-time crypto whale trade data and market analysis to AI agents, including unusual flow radar, liquidations, funding rates, and market… | 14 stars | No one-command install · Source | |
| 3902 | 59.8838 | deus-h-claudeus-planemcp · ai-agents | Integrates with Plane project management to enable direct creation, updating, and management of projects and issues without switching contexts. | 5 stars · 4 forks | No one-command install · Source | |
| 3903 | 59.8838 | x51xxx-copilot-mcp-servermcp · ai-agents | MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing | 5 stars · 4 forks | No one-command install · Source | |
| 3904 | 59.8838 | scrapi-mcp-servermcp · ai-agents | MCP server that converts URLs to clean Markdown/Text for LLM agents. | 5 stars · 4 forks | No one-command install · Source | |
| 3905 | 59.8838 | scrapimcp · ai-agents | Web scraping for AI agents with anti-bot bypass. | 5 stars · 4 forks | No one-command install · Source | |
| 3906 | 59.8838 | lovable-mcpmcp · ai-agents | Official MCP server for Lovable, enabling Claude and other clients to create, edit, deploy, and manage Lovable projects through natural language. | 5 stars · 4 forks | No one-command install · Source | |
| 3907 | 59.8838 | mt5-mcpmcp · ai-agents | An MCP server that lets an AI agent read your MetaTrader 5 account and place trades over the Model Context Protocol, with a configurable human… | 5 stars · 4 forks | No one-command install · Source | |
| 3908 | 59.8838 | cesteral-open-advertisingmcp · ai-agents | Manage 13 advertising platforms (Google Ads, Meta, TikTok, LinkedIn, The Trade Desk, and more) from AI agents. | 5 stars · 4 forks | No one-command install · Source | |
| 3909 | 59.8838 | defuddle-fetch-mcp-servermcp · ai-agents | An MCP server that fetches web content and converts it to clean markdown using the Defuddle library, enabling LLMs to read web pages with better… | 5 stars · 4 forks | No one-command install · Source | |
| 3910 | 59.8838 | exotelmcp · ai-agents | Exotel’s MCP Server empowers Agentic AI to make calls, send messages, and automate customer outreach without telephony complexity. | 5 stars · 4 forks | No one-command install · Source | |
| 3911 | 59.8838 | io-github-ymxlx-polis-protocolmcp · ai-agents | This MCP server provides a local-first control plane for coding agents, enabling task routing, contract management, and shared learning across… | 5 stars · 4 forks | No one-command install · Source | |
| 3912 | 60.0885 | coinbase-near-intentsmcp · ai-agents | Leverages the CrewAI framework in combination with OpenAI API to orchestrate multi-agent workflows for automated research, data analysis, and… | 6 stars · 3 forks | No one-command install · Source | |
| 3913 | 60.0885 | mrgnss-claude-desktop-commandermcp · ai-agents | Enables Claude Desktop to execute terminal commands and manage files on the user's computer with security measures like command blacklisting and path… | 6 stars · 3 forks | No one-command install · Source | |
| 3914 | 60.0885 | sjquant-llm-bridgemcp · ai-agents | Provides a unified interface to multiple large language model providers (OpenAI, Anthropic, Google, DeepSeek) through a containerized server with… | 6 stars · 3 forks | No one-command install · Source | |
| 3915 | 60.0885 | mcp-on-azuremcp · ai-agents | Enables listing image blobs from Azure Blob Storage and generating descriptions using Azure OpenAI's gpt-4o vision model. | 6 stars · 3 forks | No one-command install · Source | |
| 3916 | 60.0885 | mcp-cafmcp · ai-agents | Simulates technical discussions with various agent profiles to help solve engineering problems through coffee breaks, walks, or showers. | 6 stars · 3 forks | No one-command install · Source | |
| 3917 | 60.0885 | code-guardian-studiomcp · ai-agents | An MCP server that transforms Claude Code into an intelligent refactoring assistant, enabling code scanning, hotspot detection, optimization reports… | 6 stars · 3 forks | No one-command install · Source | |
| 3918 | 60.0885 | willpowell8-cursor-cloud-agent-mcpmcp · ai-agents | Enables programmatic control of Cursor's cloud-based AI agents for automated code generation and repository management via standardized MCP tools. | 6 stars · 3 forks | No one-command install · Source | |
| 3919 | 60.0885 | pmptwiki-pmpt-climcp · ai-agents | Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question… | 6 stars · 3 forks | No one-command install · Source | |
| 3920 | 60.0885 | shan-zhu-shuck-filemcp · ai-agents | Converts documents (DOCX, PDF, Excel, PowerPoint, CSV) to clean Markdown with smart content routing for AI agents. | 6 stars · 3 forks | No one-command install · Source | |
| 3921 | 60.0885 | remembermemcp · ai-agents | Dual-mode tool providing long-term memory management for Claude Code and MCP clients, with semantic search and user/session isolation via Qdrant. | 6 stars · 3 forks | No one-command install · Source | |
| 3922 | 60.0885 | ax-platform-mcpmcp · ai-agents | Enables agent-native collaboration network for long-running agents and MCP clients with shared context, tasks, and interactive MCP App widgets. | 6 stars · 3 forks | No one-command install · Source | |
| 3923 | 60.0885 | ax-platformmcp · ai-agents | Multi-agent collaboration platform enabling AI agents to communicate, share tasks, and coordinate workflows | 6 stars · 3 forks | No one-command install · Source | |
| 3924 | 60.0885 | evalkit-mcp-servermcp · ai-agents | Enables testing AI safety classifier robustness against query decomposition, obfuscation, and multi-agent attacks. Provides tools for full evaluation… | 6 stars · 3 forks | No one-command install · Source | |
| 3925 | 60.0885 | 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 | |
| 3926 | 60.0885 | 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 | |
| 3927 | 60.0885 | 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 | |
| 3928 | 60.0885 | 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 | |
| 3929 | 60.0885 | 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 | |
| 3930 | 60.0885 | 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 | |
| 3931 | 60.0885 | 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 | |
| 3932 | 60.0885 | 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 | |
| 3933 | 60.0885 | 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 | |
| 3934 | 60.2922 | 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 | |
| 3935 | 60.2922 | 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 | |
| 3936 | 60.2922 | 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 | |
| 3937 | 60.2922 | 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 | |
| 3938 | 60.2922 | 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 | |
| 3939 | 60.2922 | 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 | |
| 3940 | 60.2922 | 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 | |
| 3941 | 60.2922 | 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 | |
| 3942 | 60.2922 | 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 | |
| 3943 | 60.2922 | 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 | |
| 3944 | 60.2922 | 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 | |
| 3945 | 60.2922 | yaapmcp · ai-agents | Definition, documentation, samples for Yet Another Agent Protocol (YAAP) | 7 stars · 2 forks | No one-command install · Source | |
| 3946 | 60.2922 | 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 | |
| 3947 | 60.2922 | 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 | |
| 3948 | 60.2922 | 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 | |
| 3949 | 60.2922 | 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 | |
| 3950 | 60.2922 | 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 | |
| 3951 | 60.2922 | 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 | |
| 3952 | 60.2922 | 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 | |
| 3953 | 60.2922 | michaelrice-zendeskmcp · ai-agents | Zendesk integration for Claude Code and MCP clients — manage tickets, knowledge base, and support workflows. | 7 stars · 2 forks | No one-command install · Source | |
| 3954 | 60.3175 | 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 |
| 3955 | 60.6755 | a2a-walk-throughworkflow · ai-agents | A2A Concept walkthrough | 15 stars | No one-command install · Source | |
| 3956 | 60.6755 | 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 | |
| 3957 | 60.6755 | 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 | |
| 3958 | 60.6755 | 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 | |
| 3959 | 60.6755 | 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 | |
| 3960 | 60.6755 | 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 | |
| 3961 | 60.6755 | verivus-oss-llm-cli-gatewaymcp · ai-agents | Unified MCP gateway bridging Claude Code, Codex, and Gemini CLI interfaces. | 15 stars | No one-command install · Source | |
| 3962 | 60.6755 | llm-cli-gatewaymcp · ai-agents | 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 | |
| 3963 | 60.6947 | a2a4jmcp · ai-agents | A Java implementation of the A2A protocol | 9 stars · 1 fork | No one-command install · Source | |
| 3964 | 60.6947 | 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 | |
| 3965 | 60.6947 | agent-rankworkflow · ai-agents | Documentation about agent ranking | 9 stars · 1 fork | No one-command install · Source | |
| 3966 | 60.6947 | 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 | |
| 3967 | 60.6947 | 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 | |
| 3968 | 60.6947 | 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 | |
| 3969 | 60.6947 | notion-agent-hubmcp · ai-agents | An MCP server that connects AI assistants to Notion, enabling automated research, GitHub tracking, and content pipelines with human-in-the-loop… | 9 stars · 1 fork | No one-command install · Source | |
| 3970 | 60.6947 | 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 | |
| 3971 | 60.6947 | 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 | |
| 3972 | 60.6947 | 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 | |
| 3973 | 60.6947 | 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 | |
| 3974 | 60.6947 | agentgridOurscli · ai-agents | Use to run many agents in parallel as a visible grid of terminal panes: create an NxM layout, name and monitor panes, broadcast or target prompts, and… | 9 stars · 1 fork | No one-command install · Source | |
| 3975 | 60.6947 | 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 | |
| 3976 | 60.6947 | 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 | |
| 3977 | 60.6947 | 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 | |
| 3978 | 60.6947 | 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 | |
| 3979 | 60.6947 | io-github-sandeepbazar-ocm-mcp-servermcp · ai-agents | An MCP server that enables AI agents to safely operate multi-cluster Kubernetes fleets through an Open Cluster Management hub, with policy… | 9 stars · 1 fork | No one-command install · Source | |
| 3980 | 60.6947 | 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 | |
| 3981 | 60.6947 | llm-busmcp · ai-agents | MCP server that provides a live coordination layer for AI agents, including attributable handoffs, a shared event ledger, atomic work-claiming, and… | 9 stars · 1 fork | No one-command install · Source | |
| 3982 | 60.6947 | 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 | |
| 3983 | 61.3347 | 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 | |
| 3984 | 61.3347 | 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 | |
| 3985 | 61.3347 | seahorsemcp · ai-agents | Open memory standard for AI agents. Local-first, MCP-native, lives in your Obsidian vault. Bi-temporal markdown, hybrid retrieval, reproducible… | 16 stars | No one-command install · Source | |
| 3986 | 61.4070 | a2a-ollamamcp · ai-agents | Integration of A2A protocol with Ollama | 6 stars · 4 forks | No one-command install · Source | |
| 3987 | 61.4070 | 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 | |
| 3988 | 61.4070 | 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 | |
| 3989 | 61.4070 | 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 | |
| 3990 | 61.4070 | 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 | |
| 3991 | 61.4070 | 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 | |
| 3992 | 61.4070 | 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 | |
| 3993 | 61.4070 | 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 | |
| 3994 | 61.4070 | 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 | |
| 3995 | 61.4070 | 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 | |
| 3996 | 61.4966 | 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 |
| 3997 | 61.4969 | 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 | |
| 3998 | 61.4969 | agentswitchboardmcp · ai-agents | assafbar2/agentswitchboard.dev | 9 forks | No one-command install · Source | |
| 3999 | 61.9368 | 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 | |
| 4000 | 61.9368 | 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 |
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.