Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 23.374 | 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 | |
| 1602 | 23.374 | 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 | |
| 1603 | 23.374 | agentcadmcp · ai-agents | Enables engineering agents to perform parametric CAD operations through a controlled MCP gateway built on FreeCAD, with transactions, diagnostics, and… | 1 fork | No one-command install · Source | |
| 1604 | 23.374 | 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 | |
| 1605 | 23.374 | 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 | |
| 1606 | 23.374 | 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 | |
| 1607 | 23.374 | 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 | |
| 1608 | 23.374 | 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 | |
| 1609 | 23.374 | 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 | |
| 1610 | 23.374 | 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 | |
| 1611 | 23.374 | 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 | |
| 1612 | 23.374 | 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 | |
| 1613 | 23.374 | 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 | |
| 1614 | 23.374 | 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 | |
| 1615 | 23.374 | 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 | |
| 1616 | 23.374 | 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 | |
| 1617 | 23.374 | 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 | |
| 1618 | 23.374 | 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 | |
| 1619 | 23.374 | 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 | |
| 1620 | 23.374 | 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 | |
| 1621 | 23.374 | tarsmcp · ai-agents | Multi-agent system for guitar-related applications | 1 fork | No one-command install · Source | |
| 1622 | 23.374 | 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 | |
| 1623 | 23.374 | 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 | |
| 1624 | 23.374 | 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 | |
| 1625 | 23.374 | 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 | |
| 1626 | 23.374 | 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 | |
| 1627 | 23.374 | 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 | |
| 1628 | 23.374 | 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 | |
| 1629 | 23.374 | 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 | |
| 1630 | 23.374 | 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 | |
| 1631 | 23.374 | 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 | |
| 1632 | 23.374 | 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 | |
| 1633 | 23.374 | 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 | |
| 1634 | 23.374 | 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 | |
| 1635 | 23.374 | woladi-pseudonymmcp · ai-agents | Intercepts and pseudonymizes sensitive data before it reaches cloud LLMs. | 1 fork | No one-command install · Source | |
| 1636 | 23.374 | 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 | |
| 1637 | 23.374 | 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 | |
| 1638 | 23.374 | 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 | |
| 1639 | 23.374 | 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 | |
| 1640 | 23.374 | 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 | |
| 1641 | 23.374 | 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 | |
| 1642 | 23.374 | mailrith-mcp-servermcp · ai-agents | MCP server for building safe AI agent email marketing workflows with Mailrith. | 1 fork | No one-command install · Source | |
| 1643 | 23.374 | 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 | |
| 1644 | 23.374 | 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 | |
| 1645 | 23.374 | health4aimcp · ai-agents | Apple HealthKit → PostgreSQL sync + MCP server for Claude Code, Cursor, and Ollama. Open-source iOS app with reliable background sync… | 1 fork | No one-command install · Source | |
| 1646 | 23.374 | 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 | |
| 1647 | 23.374 | 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 | |
| 1648 | 23.374 | 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 | |
| 1649 | 23.374 | 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 | |
| 1650 | 23.374 | senegal-mohebs-tlm-servermcp · ai-agents | A shared memory MCP server for the Senegalese MOHEBS teaching and learning materials pipeline that ensures AI-generated documents remain consistent in… | 1 fork | No one-command install · Source | |
| 1651 | 23.374 | 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 | |
| 1652 | 23.374 | 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 | |
| 1653 | 23.374 | vesktopclaudebridgemcp · ai-agents | MCP server that lets Claude Code read Discord messages, attachments, and history directly from the Equicord/Vencord client over a local WebSocket… | 1 fork | No one-command install · Source | |
| 1654 | 23.374 | 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 | |
| 1655 | 23.374 | 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 | |
| 1656 | 23.374 | 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 | |
| 1657 | 23.374 | wyre-technology-datto-bcdrmcp · ai-agents | Manage Datto BCDR appliances, agents, recovery points, and alerts via MCP. | 1 fork | No one-command install · Source | |
| 1658 | 23.374 | mailmuxmcp · ai-agents | A self-hosted MCP server that unifies multiple IMAP/SMTP mailboxes into one agentic inbox, enabling agents to list, search, read, and send email… | 1 fork | No one-command install · Source | |
| 1659 | 23.374 | 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 | |
| 1660 | 23.374 | 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 | |
| 1661 | 23.374 | 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 | |
| 1662 | 23.374 | 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 | |
| 1663 | 23.374 | 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 | |
| 1664 | 23.374 | 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 | |
| 1665 | 23.374 | 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 | |
| 1666 | 23.374 | 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 | |
| 1667 | 23.374 | 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 | |
| 1668 | 23.374 | 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 | |
| 1669 | 23.374 | 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 | |
| 1670 | 23.374 | sceptre-mcp-servermcp · ai-agents | MCP server that exposes Sceptre CloudFormation management operations as tools for AI agents. | 1 fork | No one-command install · Source | |
| 1671 | 23.374 | inmydata-mcp-servermcp · ai-agents | Exposes the inmydata agents SDK as an MCP server, enabling AI agents to access inmydata's powerful data querying capabilities through a standardized… | 1 fork | No one-command install · Source | |
| 1672 | 23.374 | altweb-contextmcp · ai-agents | Loads signed, verified markdown capsules into AI agents, refusing any capsule without a valid signature from a trusted key. Enables secure… | 1 fork | No one-command install · Source | |
| 1673 | 23.374 | 1c-mcp-proxymcp · ai-agents | Proxies MCP protocol to JSON-RPC for 1C:Enterprise IT management system, enabling AI agents to manage tasks, projects, knowledge base, and files. | 1 fork | No one-command install · Source | |
| 1674 | 23.374 | terrabasemcp · ai-agents | LLM-assisted, safety-gated Postgres migrations exposed as an MCP server, using a deterministic rule engine over Postgres's own parser AST for safety… | 1 fork | No one-command install · Source | |
| 1675 | 23.374 | loreweavemcp · ai-agents | An MCP server that gives AI agents durable, temporal memory over local markdown vaults, with tools for searching, asserting facts, querying… | 1 fork | No one-command install · Source | |
| 1676 | 23.374 | revdokumcp · ai-agents | Claude, Codex, or ChatGPT builds it. Revdoku puts it online: turn an AI-generated report, dashboard, or prototype into a real website, public… | 1 fork | No one-command install · Source | |
| 1677 | 25.850 | squeezeosmcp · ai-agents | SqueezeOS — The premier Institutional AI Trading Intelligence and Real-World Data Oracle for autonomous agents. Features: - **Council Verdict**: Get… | 1,377 installs | No commit datelisted | No one-command install · Source |
| 1678 | 26.938 | aeo-toolmcp · ai-agents | Audit any website for AI citability on **67 criteria across 7 AI engines** (ChatGPT, Gemini, Perplexity, Claude, Copilot, Grok, Google AI Overviews)… | 1,439 installs | No commit datelisted | No one-command install · Source |
| 1679 | 29.013 | birdsmith-gauntlet-inceptmcp · ai-agents | Integrates with QTI services and LLMs to generate personalized educational content tailored to students' knowledge levels and interests, streamlining… | 1 star · 1 fork | No one-command install · Source | |
| 1680 | 29.013 | mindmesh-mcp-servermcp · ai-agents | Enables enriched reasoning through a quantum-inspired swarm of Claude 3.7 Sonnet instances with field coherence optimization, allowing users to… | 1 star · 1 fork | No one-command install · Source | |
| 1681 | 29.013 | mattlevine-brightsymcp · ai-agents | Provides a bridge to an OpenAI-compatible agent for seamless integration of task automation, natural language processing, and interactive chat… | 1 star · 1 fork | No one-command install · Source | |
| 1682 | 29.013 | agent-hubworkflow · ai-agents | Keeps AI agents discoverable, composable, and resilient | 1 star · 1 fork | No one-command install · Source | |
| 1683 | 29.013 | sentinel-core-agentmcp · ai-agents | Enables file system operations, web scraping, and AI-powered search through MCP tools for use by LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1684 | 29.013 | azure-ai-foundry-agent-mcpmcp · ai-agents | Enables interaction with Azure AI Agent Service by automatically discovering agents and creating MCP tools for querying and managing agent workflows. | 1 star · 1 fork | No one-command install · Source | |
| 1685 | 29.013 | research-paper-agentmcp · ai-agents | A remote MCP server for searching arXiv papers, extracting paper details, and generating structured prompts for LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1686 | 29.013 | openwebgal-assistantmcp · ai-agents | MCP server that automates WebGAL game development tasks such as resource management, script editing, documentation lookup, and AI-powered voice… | 1 star · 1 fork | No one-command install · Source | |
| 1687 | 29.013 | task-manager-mcp-servermcp · ai-agents | A comprehensive task management MCP server built with FastMCP, featuring full CRUD operations, intelligent filtering, and productivity-focused… | 1 star · 1 fork | No one-command install · Source | |
| 1688 | 29.013 | prompt-librarymcp · ai-agents | Saves and manages prompts locally as timestamped markdown files with chronological organization for building a persistent personal prompt library… | 1 star · 1 fork | No one-command install · Source | |
| 1689 | 29.013 | crongridmcp · ai-agents | This MCP server enables LLMs to POST, GET, and DELETE cron jobs that schedule email sends via SendGrid. | 1 star · 1 fork | No one-command install · Source | |
| 1690 | 29.013 | job-stock-analysis-nsemcp · ai-agents | Combines job search capabilities with NSE stock market analysis using web scraping and multi-agent workflows to provide job finding tools and Indian… | 1 star · 1 fork | No one-command install · Source | |
| 1691 | 29.013 | deep-thinking-enginemcp · ai-agents | Enables deep reasoning and cognitive enhancement through multi-agent debate, bias detection, and structured thinking, with privacy-first local… | 1 star · 1 fork | No one-command install · Source | |
| 1692 | 29.013 | yoriichi-07-multi-orchestratormcp · ai-agents | Multi-agent orchestrator that provides autonomous software development through specialized agents for system design, quality testing, prompt… | 1 star · 1 fork | No one-command install · Source | |
| 1693 | 29.013 | saharmor-auggiemcp · ai-agents | Run Augment Code as a coding agent via the Auggie CLI | 1 star · 1 fork | No one-command install · Source | |
| 1694 | 29.013 | gitlab-review-mcpmcp · ai-agents | Enables interaction with GitLab projects, merge requests, issues, and code reviews through Claude AI, providing tools for code review and project… | 1 star · 1 fork | No one-command install · Source | |
| 1695 | 29.013 | smart-prompts-mcp-servermcp · ai-agents | An enhanced MCP server that fetches prompts from GitHub repositories with intelligent discovery, composition, and management features. | 1 star · 1 fork | No one-command install · Source | |
| 1696 | 29.013 | semantic-memorymcp · ai-agents | Persistent memory with semantic search for Claude and MCP-compatible clients, storing context that survives conversations and can be retrieved… | 1 star · 1 fork | No one-command install · Source | |
| 1697 | 29.013 | better-qdrant-mcpmcp · ai-agents | An MCP server that provides long-term memory and semantic search using Qdrant and OpenAI embeddings, with tools for storing, searching, and managing… | 1 star · 1 fork | No one-command install · Source | |
| 1698 | 29.013 | claude-code-mcp-bridgemcp · ai-agents | A transparent message ferry between Claude Desktop and Claude Code CLI, enabling task delegation with any MCP configuration without the bridge needing… | 1 star · 1 fork | No one-command install · Source | |
| 1699 | 29.013 | amarodeabreu-senseimcp · ai-agents | Transforms engineering standards from passive documentation into an active mentor by intelligently injecting relevant portions of a 57-section… | 1 star · 1 fork | No one-command install · Source | |
| 1700 | 29.013 | bi-temporal-knowledge-graph-mcp-servermcp · ai-agents | Combines a bi-temporal knowledge graph with dynamic automation tool generation for AI agents, enabling persistent memory with temporal tracking and… | 1 star · 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.