Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4101 | 23.425 | eveoy-mcpmcp · ai-agents | Enables AI agents to drive real customer visits to physical stores for $24.99 per verified visitor, with tools for pricing, industry listings, and… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | altronis-sgdata-mcpmcp · ai-agents | Comprehensive Singapore government data MCP server - typed tools for SG datasets (data.gov.sg and more) for any AI agent. NPM… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | suggest-skillsmcp · ai-agents | An MCP server that generates skill manifests from GitHub skills directories and provides tools to recommend and download AI agent skills. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | credit-karma-mcpmcp · ai-agents | Connects Claude to Credit Karma for natural-language access to transactions, spending patterns, and account summaries. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | gammarips-options-intelligencemcp · ai-agents | Anti-firehose options-flow data for AI agents: curated daily pool, features, realized outcomes. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | mise-en-spacemcp · ai-agents | An MCP server that enables LLMs to search, fetch, and act on Google Workspace (Drive, Gmail, Docs, Sheets, etc.) with rich, one-call results and file… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | pyeye-servermcp · ai-agents | An extensible MCP server that provides intelligent Python code analysis, navigation, and understanding capabilities for AI assistants like Claude. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | mrrlin-dev-external-agentsmcp · ai-agents | Routes work from your coding agent across 20+ free-tier LLMs to cut costs 10-100x using a round-robin dispatch pool with cooldown-aware auto-fallback. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | better-rlmmcp · ai-agents | MCP server that lets Claude analyze huge files (logs, dumps, etc.) via a sandboxed Python REPL and recursive language models, keeping content out of… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | overleaf-mcpmcp · ai-agents | Enables editing Overleaf projects from Claude, with tools to list, read, edit, and sync files via Git. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | mcp-developer-portalmcp · ai-agents | MCP server wrapping Backstage — query service catalog, fetch TechDocs, and scaffold services via AI agents. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | wyre-technology-salesbuildrmcp · ai-agents | Community MCP integration for SalesBuildr, enabling AI agents to manage MSP quoting and sales workflows. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | wyre-technology-datto-bcdrmcp · ai-agents | Manage Datto BCDR appliances, agents, recovery points, and alerts via MCP. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | hve-squad-mcp-servermcp · ai-agents | An outbound MCP server that exposes a squad of 98 advisory agents as five model-invocable tools for research, planning, review, architecture, and… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | gam-seller-mcp-nodemcp · ai-agents | A governed, read-only MCP server for ad inventory discovery from Google Ad Manager, exposing three tools (well_known_capabilities, discover_products… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | context-atlasmcp · ai-agents | Enables coding agents to query a local, versioned knowledge graph of a software project, retrieving overviews, context packs, evidence, and… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | team-protocolmcp · ai-agents | Enables structured role-to-role handoffs and merge gating for multi-agent collaboration. It persists evidence and computes approval gates without… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | dcc-mcp-substance3d-paintermcp · ai-agents | Enables AI agents to control Substance 3D Painter, inspecting projects and exporting texture sets via a secure preset-based tool. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | intern-mcpmcp · ai-agents | Local stdio MCP server for working on Intern-hosted sites through guarded Git checkouts. It enables authentication, site preparation, testing… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | nano-banana-pro-mcpmcp · ai-agents | Enables Claude to generate and edit images using Google's Gemini image models, with options for resolution and batch processing, and optional Firebase… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | molmcpmcp · ai-agents | A graph-based codebase capability discovery engine for LLM agents, exposing indexed code symbols, signatures, and relationships over MCP to enable… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | loom-mcp-servermcp · ai-agents | Exposes Iceberg-backed ontology objects, links, and actions as typed MCP tools for LLM agents, enabling governed data access and operations without… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | winauto-mcpmcp · ai-agents | MCP server that lets an LLM see and drive any running Windows app: attach a window, screenshot it, read its UI Automation tree, and send clicks, typed… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | sdnext-mcpmcp · ai-agents | Enables LLM hosts to control SD.Next (Stable Diffusion Next) WebUI via 125 MCP tools for text-to-image, image-to-image, upscaling, control, tagging… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | mailrith-mcp-servermcp · ai-agents | MCP server for building safe AI agent email marketing workflows with Mailrith. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | mcp-server-fablemcp · ai-agents | An MCP server that exposes Anthropic's Claude Fable 5 as tools (plan, critique, ask) to enable expensive model for planning and review, while cheaper… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | wa-web-mcpmcp · ai-agents | MCP server that lets Claude read and send WhatsApp messages using a genuine WhatsApp Web client behind a code-enforced human-behavior middleware for… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | thaddeusmcp · ai-agents | A local, JARVIS-style personal assistant that orchestrates custom MCP servers for memory, calendar, weather, Notion, Claude Code, web search, and… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | mcp-hackathon-servermcp · ai-agents | Provides a template for building an MCP server with example tools, prompts, and resources, enabling developers to create a server that exposes data… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | umamcp · ai-agents | A local RAG context optimizer MCP server that filters retrieved context to the minimum an LLM needs to answer correctly, using a cross-encoder and… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | io-github-singleflo-odoo-assistantmcp · ai-agents | An MCP server that acts as a virtual Odoo employee, enabling LLMs to query, create, update, and execute workflows on Odoo records with configurable… | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | woladi-pseudonymmcp · ai-agents | Intercepts and pseudonymizes sensitive data before it reaches cloud LLMs. | 1 fork | No one-command install · Source | |
| 4101 | 23.425 | yellow-pro-mcpmcp · ai-agents | MCP server exposing the yellow_pro exchange to AI agents, providing market data, account state, and optional trading with read-only by default and… | 1 fork | No one-command install · Source | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 23.425 | tarsmcp · ai-agents | Multi-agent system for guitar-related applications | 1 fork | No one-command install · Source | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 23.425 | compact-promptmcp · ai-agents | This MCP server compacts prompts to save on token usage. | 1 fork | No one-command install · Source | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 | |
| 4101 | 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 |
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.