Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4001 | 29.056 | opds-mcpmcp · ai-agents | An MCP server that lets an LLM browse, search, and download books from OPDS catalogs (e.g., Project Gutenberg, Standard Ebooks) using tools for feed… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | brick-bacnet-mcpmcp · ai-agents | A read-only BACnet/IP gateway that exposes building automation point databases to LLM agents via MCP, with Brick + Project Haystack semantic tagging… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | vicon-datastream-mcp-servermcp · ai-agents | Enables AI agents and LLMs to interact with Vicon motion capture systems for real-time streaming of kinematic data, markers, force plates, eye… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | androir-mcpmcp · ai-agents | An MCP server that allows AI agents to drive real Android devices via adb, capturing screenshots, reading the live UI tree, and performing actions… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | poe2-build-mcpmcp · ai-agents | An MCP server for Path of Exile 2: a queryable game corpus plus Path-of-Building-faithful calculations, so an LLM can import your build, answer… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | alihsh0-gemini-mediamcp · ai-agents | Generates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | claude-engineering-coachmcp · ai-agents | An MCP server plugin for Claude Code that analyzes local AI session logs to provide coaching on coding patterns, tool usage, and productivity insights… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | wisdom-storemcp · ai-agents | An MCP server that gives AI coding assistants persistent memory, context control, and anti-hallucination tools via flat-file knowledge storage… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | hermes-oh-my-pi-mcpmcp · ai-agents | A tiny Hermes-friendly bridge that exposes oh-my-pi's CLI as MCP tools (prompt and doctor) for code generation and environment verification. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | chatgpt-codex-claude-bridgemcp · ai-agents | Enables ChatGPT to remotely orchestrate local Codex and Claude Code agents for file editing and command execution via a secure Cloudflare tunnel… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | camofox-browser-mcp-server-stage2mcp · ai-agents | Provides persistent browser tabs with tools to read, click, type, and interact with web pages, enabling local LLM agents to perform multi-step web… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | fastcontext-exploremcp · ai-agents | An MCP server that wraps Microsoft's FastContext as a read-only repository exploration subagent, enabling coding agents to delegate broad code… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | midi-composer-mcpmcp · ai-agents | Provides atomic music-theory and MIDI tools for composing, enabling LLMs to chain deterministic steps like scale/chord lookups, degree resolution… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | india-reg-mcpmcp · ai-agents | An MCP server that gives Claude searchable, cited access to RBI and SEBI regulatory documents — circulars, master directions, notifications, and… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | comsol-mcp-servermcp · ai-agents | MCP Server for COMSOL Multiphysics simulation automation via AI agents. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | ipykernel-mcpmcp · ai-agents | An MCP server that manages an IPython kernel, allowing LLMs to execute Python code in a project's virtual environment. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | tldraw-mcp-servermcp · ai-agents | An MCP server that gives AI agents programmatic control over a live tldraw canvas, enabling diagram creation through natural language. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | agy-mcp-servermcp · ai-agents | Enables Claude to drive the Antigravity agent by running prompts through the agy CLI non-interactively, supporting session management and optional… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | lfwin-payment-mcpmcp · ai-agents | LFWin Payment MCP Server is a payment capability service for AI Agents. Adhering to the standard MCP protocol, it exposes capabilities including… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | ahmedeid1-thothmcp · ai-agents | Run AI-assisted systematic literature reviews with per-claim citation verification over an agentic SLR workspace. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | social-fetch-mcpmcp · ai-agents | Lets coding agents fetch real social media and web data from platforms like TikTok, Instagram, YouTube, and more, directly inside editors like Cursor… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | telemetryflow-python-mcp-servermcp · ai-agents | Enterprise-grade MCP server integrating Claude AI capabilities, enabling AI-powered conversations, file operations, and system tools via the Model… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | ghidra-mcp-bridgemcp · ai-agents | A PyGhidra-based MCP server that exposes Ghidra's reverse engineering capabilities to AI agents, enabling binary analysis via tools like overview… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | redteam-mcpmcp · ai-agents | Autonomous penetration testing powered by a local LLM, automating tool chaining for recon, vulnerability scanning, exploit research, and reporting. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | claude-max-mcpmcp · ai-agents | An MCP server that enables any AI agent to call Claude using your existing Max/Pro subscription via OAuth, avoiding additional API billing. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | cartoonitunes-inlaymcp · ai-agents | Makes any website discoverable by AI agents via hosted endpoints, llms.txt generation, and structured data optimization. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | robert19001-cmyk-lintmcp · ai-agents | Lints MCP tool schemas for cross-client compatibility and agent preflight safety. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | obsidian-wiki-mcpmcp · ai-agents | MCP server that implements Karpathy's LLM Wiki pattern for Obsidian vaults, enabling persistent knowledge storage and BM25 search across AI sessions. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | swarmskillsmcp · ai-agents | A CLI and MCP server for managing skills across ~45 code CLI agents, with 18 tools for discovering, installing, enabling, and syncing skills in… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | path402mcp · ai-agents | AI agent toolkit for discovering and acquiring tokenised web content via the $402 protocol. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | clawmemory-mcpmcp · ai-agents | Enables claude.ai to append durable memory entries to an Obsidian vault on GitHub via tools for listing, reading, and appending markdown files. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | whipscribe-mcpmcp · ai-agents | MCP server for Whipscribe — transcribe audio and video from a URL or local file via Claude Desktop, Claude Code, Cursor, Windsurf, or any… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | proxyclaw-mcp-pymcp · ai-agents | MCP server giving AI agents controlled residential-proxy web access with optional browser rendering and structured extraction from 60+ sites. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | ivanantigravity-lgtm-model-councilmcp · ai-agents | Run a prompt through three AI models in parallel and return all responses for comparison. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | theaisingularity-agentic-research-enginemcp · ai-agents | Local research agent that retrieves, synthesizes, and self-verifies answers at zero per-query cost. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | mcp-seomcp · ai-agents | Enables AI agents to perform comprehensive SEO audits on web pages, including meta tags, headings, links, images, performance, and more, via a CLI or… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | amplifyrmcpmcp · ai-agents | AmplifyrMCP is an MCP server that enables Claude Desktop to manage LinkedIn, Medium, and Telegram accounts through natural language, allowing users to… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | woling-dev-promptthriftmcp · ai-agents | Reduces LLM API costs by 70-90% through intelligent conversation history compression and model optimization. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | petro-mcpmcp · ai-agents | MCP server that gives LLMs access to 70 petroleum engineering tools for well logs, decline curves, PVT, drilling, economics, and more. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | mcp-pii-guard-aumcp · ai-agents | Australian and New Zealand PII detection and sanitisation for AI agents, using Microsoft Presidio with custom recognizers for TFN, Medicare, ABN, and… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | toio-mcpmcp · ai-agents | Controls toio robot cubes via natural language through BLE, enabling movement, LED control, and sound playback from MCP-compatible clients like Claude… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | erodenn-fetch-guardmcp · ai-agents | URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | remember-mcpmcp · ai-agents | Multi-tenant memory system MCP server with vector search, relationships, and trust-based access control for AI assistants. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | ai-scanner-mcpmcp · ai-agents | MCP server for ai-scanner that enables AI agents to scan codebases for LLM usage, AI frameworks, and exposed secrets. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | filed-mcp-servermcp · ai-agents | An MCP server that gives AI agents access to US business entity data, enabling searches across 9 state registries, SEC EDGAR filings, federal… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | oci-kafka-mcp-servermcp · ai-agents | An AI-native control interface for OCI Streaming with Apache Kafka that enables LLM agents to securely manage Kafka clusters through structured tool… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | agentbase1-openclawmcp · ai-agents | Search and retrieve agent instruction files including system prompts, skills, and workflows. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | mcp-memumcp · ai-agents | AI-powered Android emulator control via Model Context Protocol, enabling agents to manage VMs, install apps, automate UI, and more. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | rr-mcpmcp · ai-agents | MCP server for orchestrating multi-process rr debugging sessions with reverse execution, breakpoints, and dynamic session state. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | super-subagentsmcp · ai-agents | Spawn parallel autonomous AI agent sessions from a single MCP client. Each agent gets its own workspace, tools, and execution context. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | base-wallet-toolkit-mcpmcp · ai-agents | Enables AI agents to interact with Base chain wallets, providing tools for checking balances, estimating gas, inspecting tokens, verifying allowances… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | chartpanemcp · ai-agents | MCP server that renders interactive Chart.js charts (bar, line, pie, doughnut, etc.) inline in Claude's UI. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | helmmcp · ai-agents | Semantic browser automation MCP server that lets AI agents control a browser using natural language, handling navigation, form filling, data… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | moltbook-mcpmcp · ai-agents | Interact with MoltBook social network for AI agents including posts, comments, upvotes, DMs, and community management. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | dssat-mcpmcp · ai-agents | Enables natural language interaction with the DSSAT crop model for simulation, calibration, and sensitivity analysis through LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | atlassian-mcp-servermcp · ai-agents | Enterprise-grade MCP server providing 102 production-ready tools for Jira, Confluence, and Bitbucket, enabling AI agents to manage issues, pages… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | tetradmcp · ai-agents | Orchestrates three AI code evaluation tools to validate and approve code via a quadruple consensus protocol, ensuring high-quality code generation. | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | lockstep-mcpmcp · ai-agents | Enables multiple AI agents like Claude and Codex to coordinate on the same project through shared tasks, file locks, and a real-time dashboard… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | doctor-claudemcp · ai-agents | Provides Claude Code with access to peer-reviewed medical information from MedlinePlus and StatPearls, and acts as an unlicensed diagnostic medical… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | 0xcjt-templonix-litemcp · ai-agentsalso listed as templonix-lite-mcp-server | Local AI agent infrastructure with FAISS-based vector memory, document ingestion, workflow templates, and integrations with Gmail, Google Calendar… | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | saharmor-auggiemcp · ai-agents | Run Augment Code as a coding agent via the Auggie CLI | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | agent-hubworkflow · ai-agents | Keeps AI agents discoverable, composable, and resilient | 1 star · 1 fork | No one-command install · Source | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4001 | 29.056 | 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 | |
| 4084 | 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 |
| 4085 | 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 |
| 4086 | 23.425 | tokenlab-mcp-servermcp · ai-agents | Read-only MCP server that exposes public TokenLab model catalog tools for agents to discover models, inspect request contracts, and compare pricing. | 1 fork | No one-command install · Source | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | windborne-zulipmcpmcp · ai-agents | Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling. | 1 fork | No one-command install · Source | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | ohmyselfmcp · ai-agents | Exposes a personal markdown-based second brain (Obsidian-style) as an MCP server, enabling agents to search, read, and write notes with privacy… | 1 fork | No one-command install · Source | |
| 4086 | 23.425 | grillmejewelmcp · ai-agents | MCP server for jewelry design ideation that guides users through structured interviews to create a design brief, then generates real jewelry design… | 1 fork | No one-command install · Source | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | google-play-analytics-mcpmcp · ai-agents | An MCP server that exposes Google Play Console analytics to AI agents, including store-listing acquisitions by traffic source, installs, uninstalls… | 1 fork | No one-command install · Source | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | tutamcp-mcp-server-for-tutamcp · ai-agents | MCP server giving Claude access to Tuta mail, calendar, contacts and drive. Supports mail modes (dedicated/shared/folder), trusted sender filtering… | 1 fork | No one-command install · Source | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | 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 | |
| 4086 | 23.425 | 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 |
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.