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 | 23.425 | autodlmcp · ai-agents | Enables AI agents and MCP clients to manage AutoDL GPU instances programmatically, including creating, listing, powering on/off, executing commands… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | oneqaz-trading-mcpmcp · ai-agents | Provides AI agents with real-time financial market intelligence including regime detection, adaptive signals, macro context chains, and cross-market… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | xiaozhi-windows-mcp-agent-bridgemcp · ai-agents | Enables ESP32 XiaoZhi voice devices to command a Windows PC via MCP, including app control, file operations, screen vision, browser interaction, shell… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | agent-mcp-hubmcp · ai-agents | Bridges multiple CLI coding agents (Codex, Cursor, OpenCode, Claude, Antigravity) into any MCP client, enabling delegation of prompts, parallel… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | codex-workspace-enhancermcp · ai-agents | Provides a visual workspace for OpenAI Codex, enabling users to arrange images, notes, and creative assets on an infinite canvas, with secure image… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | acuity-mcpmcp · ai-agents | A local MCP server that enables Claude to manage Acuity Scheduling appointments, check availability, list appointment types, and handle multiple… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | slimdex-mcpmcp · ai-agents | Slimdex is a local MCP server that helps coding agents retrieve code narrowly—outlines, line ranges, symbol bodies, references, and intent-based… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | mission-mcpmcp · ai-agents | Trust Graduation gate for AI agents: visible approval ceremonies and receipt-backed boundaries for consequential actions. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | mcp-hslmcp · ai-agents | An MCP server exposing Greater Helsinki public transport data from Digitransit, enabling LLM hosts to answer live transit queries, plan journeys, and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | aiwerk-mcp-server-vaultmcp · ai-agents | MCP server for secure AI agent access to Bitwarden/Vaultwarden vaults with BYOK, exposing tools to list items, reveal secrets via encrypted Sends, get… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | veil-mcpmcp · ai-agents | An agent-native shell as an MCP server, designed for LLM agents (like Claude Code) to execute commands with structured output, lazy detail retrieval… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | dfhack-mcpmcp · ai-agents | An MCP server that exposes a live Dwarf Fortress fort to an AI agent as a small set of curated, semantic tools — a fortress co-pilot and early-warning… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | pcsx2-mcpmcp · ai-agents | A Windows-focused MCP server for controlling and debugging PCSX2 via GDB, offering emulator control, memory inspection, debugger operations… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | tarsmcp · ai-agents | Multi-agent system for guitar-related applications | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | karyamcp · ai-agents | An MCP server that gives AI agents hands to make phone calls, send messages, and handle CRM/task workflows. It runs with a simulated provider for… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | dawnmcpmcp · ai-agents | A fully local, privacy-first MCP server that gives AI coding assistants deep repository intelligence with file-and-line-cited answers, persistent… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | stellar-memorymcp · ai-agents | Provides a persistent memory layer for Stellar and Soroban projects, scanning repositories to create a knowledge graph of contracts, storage, and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | arcanemcp · ai-agents | Provides persistent, searchable memory and knowledge capture for AI-assisted development, enabling agents to retain decisions, bugs, and patterns… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | holmesgpt-runbook-mcpmcp · ai-agents | MCP server for HolmesGPT that provides runbook search, gap detection, AI-assisted drafting, and root cause analysis by integrating with Confluence and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | mcp-remote-servermcp · ai-agents | Enables multi-user remote MCP interactions with Gmail, OpenAI, and Salesforce via a FastMCP server. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | frontend-mcpmcp · ai-agents | Enables frontend navigation and browser automation through a deterministic MCP server, integrating Browser Use and optional code graph hints for… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | beacon-mcp-2mcp · ai-agents | x402 agent MCP server (beacon-mcp) exposing tools via Docker + glama.json for introspection. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | slack-agent-meshmcp · ai-agents | Slack Agent Mesh is an open-source MCP server that turns a single Slack app into a mesh of virtual agent identities, providing a transport and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | runmetermcp · ai-agents | An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | dogkeeper886-wpa-mcpmcp · ai-agents | Controls WiFi networks on Linux via wpa_supplicant, enabling AI agents to scan, connect, disconnect, and automate wireless network configurations. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | wpa-mcpmcp · ai-agents | Control Linux WiFi from Claude and other MCP clients — scan, connect, debug, and automate networks (WPA-PSK, WPA2-Enterprise, EAP-TLS, Hotspot 2.0… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | heartbeat-mcplmcp · ai-agents | Periodically sends heartbeat events to wake Connectome agents for self-check-in, with configurable interval and management tools. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | resume-ats-mcpmcp · ai-agents | Enables Claude Desktop to act as an ATS resume checker: lists resume files and evaluates them against job descriptions, providing formatting audits… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | finpilot-aimcp · ai-agents | An MCP server that transforms standard LLMs into autonomous investment bankers, enabling live market data retrieval, fundamental ratio calculations… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | headroommcp · ai-agents | MCP server that provides real-time rate-limit and context budget awareness to Claude Code, enabling it to plan tasks that fit within its constraints… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | ainative-prd-generator-mcp-servermcp · ai-agents | Generate production-ready Product Requirement Documents with full AINative platform awareness and persistent memory. Enables AI agents to create… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | zme-mcpmcp · ai-agents | Provides access to Zeug's memory engine with hybrid search, knowledge graph queries, and note-taking. Enables MCP clients like Claude and ChatGPT to… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | campusmind-aimcp · ai-agents | A calculator-focused MCP server template with tools, resources, and prompts built on NitroStack. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | mcp-common-servermcp · ai-agents | Zero-dependency MCP server that provides AI models with secure read/write/exec access to local files and directories over HTTP and SSE, designed to be… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | r-stats-mcpmcp · ai-agents | An MCP server that provides an LLM with access to R's statistical toolkit including hypothesis tests, regression, psychometrics, survival analysis… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | excel-lspmcp · ai-agents | An MCP server that provides a semantic index and 14 bounded tools for AI agents to navigate Excel workbooks by symbols, references, and diagnostics… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | notion-gpt-image-mcpmcp · ai-agents | A Notion custom MCP server that uses OpenAI's gpt-image-2 to generate images and insert them directly into Notion pages. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | compact-promptmcp · ai-agents | This MCP server compacts prompts to save on token usage. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | indousmcpmcp · ai-agents | Agent-first data layer for the Indian-American diaspora, enabling LLM agents to search and retrieve information about Indian restaurants, temples… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | skilldb-mcpmcp · ai-agents | MCP server for SkillDB that enables AI assistants to search, load, and manage AI agent skills directly. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | gemini-code-context-mcpmcp · ai-agents | Persistent Gemini 2M context cache for Claude Code — repeat queries up to 8× faster and 4× cheaper. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | sem-g-secure-enterprise-mcp-gatewaymcp · ai-agents | A zero-trust gateway for securely brokering interactions between AI models and internal tools via the Model Context Protocol, with DLP, prompt… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | agent-locksmcp · ai-agents | A filesystem-based MCP server for AI coding agents to coordinate work across git worktrees by claiming files, checking for conflicts, and logging… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | clawmem-mcp-servermcp · ai-agents | An MCP server that leverages a GitHub-compatible API as a durable memory store for AI agents, enabling automatic memory storage, recall, and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | pingcode-mcpmcp · ai-agents | Enables natural language reading and management of PingCode project work items (defects and requirements) through Cursor, Claude Code, Codex, and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | subhivemcp · ai-agents | A shared context and coordination layer for multiple AI agents over MCP, featuring semantic memory, dependency-aware task DAGs, auto-scheduling… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | ru-financemcp · ai-agents | MCP server providing financial data from Moscow Exchange and Bank of Russia, including quotes, bond metrics, interest rates, and portfolio analysis… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | chdb-mcpmcp · ai-agents | An MCP server for chDB, the in-process SQL OLAP engine powered by ClickHouse. Lets agents query Parquet, CSV, JSON, and pandas DataFrames with one… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | semleymcp · ai-agents | Enables autonomous SRE incident investigation by allowing users to describe incidents in natural language. The agent follows a governed state machine… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | auravms-mcpmcp · ai-agents | MCP server for AuraVMS that enables agents to manage RFQs, supplier quotes, and purchase orders with safety defaults like draft RFQs and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | skill-cb-analyzermcp · ai-agents | Enables AI agents to run comprehensive Chinese convertible bond analysis with 21 signal detectors, option pricing, and backtest reports. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | long-novel-agent-kitmcp · ai-agents | Provides local desktop agents with durable project memory and safety gates for writing long novels, enabling continuity management, chapter drafting… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | genswarms-fleet-mcpmcp · ai-agents | MCP server that connects any MCP harness (Claude Code, claude.ai, Cursor) to a fleet of GenSwarms swarms for observation, configuration, and optional… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | llmstxt-mcpmcp · ai-agents | 用于管理远程llms.txt文档的MCP服务器，支持添加、编辑、删除、列出和获取llms.txt文档内容。 | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | aperture-mcpmcp · ai-agents | A commitment tripwire that flags when a tracked commitment disappears verbatim between document versions; enables AI agents to call this check via… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | claude-usage-guardmcp · ai-agents | An MCP server that exposes Claude Code's real-time rate limit usage so that an orchestrator can check remaining capacity before launching subtasks. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | scribe-mcpmcp · ai-agents | Transcribes audio/video files, generates summaries and structured knowledge items, and supports Notion integration and chat-based interaction. Works… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | lamatic-mcpmcp · ai-agents | Unified MCP server combining dev, graph, docs, and kit tools for Lamatic.ai. Enables managing orgs/projects/flows, executing flows, querying docs via… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | woow-hermes-mcp-servermcp · ai-agents | FastMCP wrapper that lets Claude app fully control a Hermes Agent instance via remote connector. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | gitlab-duo-mcp-bridgemcp · ai-agents | Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get structured Duo reviews via duo_review. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | phi-guard-mcpmcp · ai-agents | MCP server and CLI for detecting, redacting, and auditing PHI in medical text before it is sent to AI agents, with tools for scan, redact, audit, and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | gemini-claude-mcp-bridgemcp · ai-agents | A private MCP server that lets Claude generate images using Google Gemini/Imagen, exposing a generate_image tool. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | ce-mcpmcp · ai-agents | Enables AI agents to programmatically control Cheat Engine for memory scanning, editing, cheat table management, and reverse engineering tasks. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | lumei-lamp-mcpmcp · ai-agents | Enables remote control of a virtual LUMEI lamp via Claude, allowing users to adjust power, brightness, mode, tracking, and view product info or… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | calcifiermcp · ai-agents | MCP server for the Calcifier smart camping lamp, enabling control of lamp state, brightness, color temperature, mode, and battery charging via natural… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | maus-mcpmcp · ai-agents | MCP server that gives AI agents access to your Maus clipboard on macOS, enabling them to write clean text into history, search, and manage clipboard… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | multi-model-mcpmcp · ai-agents | An MCP server that exposes tools for sub-agent style reasoning across multiple LLM providers, enabling delegation of prompts to various models and… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | deepsiftmcp · ai-agents | DeepSIFT is an MCP server that wraps SANS SIFT Workstation forensic tools with structured JSON output and RAG threat intelligence, reducing LLM… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | platform-adapter-mcpmcp · ai-agents | Wraps multiple bug bounty platform APIs (HackerOne, Bugcrowd, etc.) behind a uniform MCP tool surface, enabling LLM agents to query programs, scope… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | mcp-llm-offloadmcp · ai-agents | An MCP server that offloads light LLM work from Claude to a model you control, such as a local LLM or any OpenAI-compatible provider, saving… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | fastcontext-mcpmcp · ai-agents | Wraps FastContext-1.0 as a repo-exploration subagent for Claude Code, enabling efficient codebase navigation by returning file paths and line ranges… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | openinterp-mcpmcp · ai-agents | MCP server for mechanistic interpretability research, enabling agents to drive probe-causality and SAE-feature experiments via 8 typed tools on user's… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | vishaltorc-subconsciousmcp · ai-agents | Local-first semantic memory layer for MCP agents with recall, remember, forget, and stats tools backed by ChromaDB. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | mcp-notes-server-2mcp · ai-agents | A beginner-friendly MCP server for managing personal notes. Enables Claude to create, list, read, search, update, and delete notes saved as Markdown… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | empaya-mcp-servermcp · ai-agents | MCP server for Cloudways enabling server management, app deployment, backups, SSL, environment variables, and monitoring via Claude Code. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | claude-design-mcpmcp · ai-agents | An MCP server that drives Anthropic's Claude Design from agentic coding CLIs, providing tools to create, generate, iterate, and export design systems… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | wiring-diagram-mcpmcp · ai-agents | Enables Claude to size batteries, wire gauges, and fuses for 12V-48V electrical systems in boats, vans, and off-grid builds, and generates complete… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | golfbox-mcpmcp · ai-agents | A local MCP server for GolfBox tee-time workflows that lets agent clients authenticate, list clubs, search tee times, manage bookings, and prepare… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | secret-safe-envmcp · ai-agents | An MCP server that enables AI agents to securely add secrets to .env files by prompting the user to input the value through a local masked dialog… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | memsolusmcp · ai-agents | Persistent memory system for AI agents with semantic search, knowledge graph extraction, and shared memory pools. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | agentanycast-mcp-servermcp · ai-agents | Enables AI tools to discover, communicate with, and orchestrate AI agents over a decentralized peer-to-peer network with end-to-end encryption. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | ai-syncforgemcp · ai-agents | A LAN multi-AI collaborative development ecosystem connecting tools like Cursor, Windsurf, and Claude Desktop via MCP for automated Dev-QA-Ops… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | synapse-researchmcp · ai-agents | A deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | bricolagemcp · ai-agents | An agentic system that turns free-tier cloud resources into working outcomes. It orchestrates six specialist agents to plan, acquire, and assemble… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | pouria3-bstormsmcp · ai-agents | Agent playbook marketplace for sharing proven execution knowledge. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | focus-mcp-climcp · ai-agents | MCP orchestrator that loads modular bricks on demand, reducing AI agent context usage by ~65%. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | nwtools-mcpmcp · ai-agents | Provides accurate IPv4 subnet and address tools for LLMs using Python's ipaddress library. Includes CIDR parsing, overlap detection, IP… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | ybin4548-claude-context-syncmcp · ai-agents | Summarizes and shares context across parallel Claude Code sessions so each session can see what others are working on. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | alephantmcp · ai-agents | AI cost control and BYO-key routing across 50+ LLM providers and 320+ models. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | sapmcpmcp · ai-agents | Enables operating and querying SAP ECC/S/4HANA systems via SAP NetWeaver RFC SDK, exposing MCP tools, resources, and prompts for LLMs. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | heista-mcpmcp · ai-agents | Decode any video ad, load brand information, and generate ad scripts from inside MCP-compatible clients like Claude and ChatGPT. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | pathcourse-healthmcp · ai-agents | MCP server integrating PathCourse Health services for LLM inference, USDC-based agent payments, and agent identity lookup. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | pch-mcp-servermcp · ai-agents | MCP server for PathCourse Health enabling cheaper LLM inference, USDC-based agent payments, and agent identity/reputation lookup. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | vnstock-mcpmcp · ai-agents | Unofficial MCP server providing Vietnamese stock market financial data, enabling natural language interaction with Claude Desktop. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | a10-guardianmcp · ai-agents | MCP server that enables AI agents to manage A10 Networks DDoS mitigation devices, including zone management, incident monitoring, and template… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | scholar-mcp-servermcp · ai-agents | Unified MCP server for scientific literature search and extraction, integrating databases like Scopus, OpenAlex, Semantic Scholar, and Unpaywall to… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | depscope-mcpmcp · ai-agents | Validates and checks packages across 19 ecosystems to prevent AI agents from installing hallucinated, deprecated, or malicious packages. | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | memory-lancedb-mcpmcp · ai-agents | Enables AI agents to store and recall persistent long-term memories across sessions using LanceDB, with semantic search, automatic linking, conflict… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | bedrock-agent-core-operations-hub-mcpmcp · ai-agents | An autonomous AI operations hub for enterprise e-commerce that uses a decentralized MCP mesh and LLM-as-Judge consensus to detect and self-heal… | 1 fork | No one-command install · Source | |
| 3901 | 23.425 | mdfifty50-boop-agentic-observabilitymcp · ai-agents | Agent tracing, cost tracking, and anomaly detection for LLM-based agents. | 1 fork | 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.