Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 32.223 | rocket-climcp · ai-agents | Rocket.Chat bridge with a local SQLite/FTS5 cache — CLI for humans, MCP server for LLM agents. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | geizhals-mcpmcp · ai-agents | An MCP server that lets an LLM search Geizhals, a leading German/DACH price-comparison site, for the cheapest offers on new products. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | picturereadermcp · ai-agents | Enables text-only LLMs to understand images by converting them into structured text grids (colors, textures, regions) and OCR via MCP tools. Runs… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | dsh-vision-mcpmcp · ai-agents | Zero-dependency MCP server that equips text-only LLMs (e.g., DeepSeek) with vision by converting images to text descriptions via OpenAI-compatible… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | mannamcp · ai-agents | An MCP server exposing IVOA-compliant astronomical archives (NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia, …) to LLM clients. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | p2pamcp · ai-agents | Headless, peer-to-peer context synchronization for local AI agents. It enables multiple LLM agents to share structured context and resolve state… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | systembridge-mcpmcp · ai-agents | MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | axiom-advanced-math-mcpmcp · ai-agents | Provides an MCP server exposing compute, verify, and plot tools backed by Giac/Xcas for exact symbolic and numerical mathematics, enabling LLMs to… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | agent-mailmcp · ai-agents | A NATS-backed mailbox for local LLM agents. Provides a simple way for AI coding agents to message and notify each other via a hostable MCP server. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | deepseek-visionmcp · ai-agents | MCP server that gives text-only LLMs vision capabilities by using a free multimodal model to perceive images, audio, and video, returning text for the… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | mikes-moose-mcpmcp · ai-agents | An MCP server that provides LLMs with accurate, version-matched MOOSE framework knowledge to generate valid and idiomatic DCS mission code, with tools… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | glm-4-6v-flash-mcp-servermcp · ai-agents | A Model Context Protocol server that wraps the free GLM-4.6V-Flash vision model, enabling text-only LLM clients like Codex, Cursor, and Claude Desktop… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | fullmt5mcpbyleomcp · ai-agents | Universal MCP server that enables AI assistants to control MetaTrader 5 directly, executing trades, managing data, and automating MT5 operations… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | jadx-rpcmcp · ai-agents | MCP server for analyzing Android APK, DEX, or JAR files via a headless jadx engine, enabling LLM agents to query decompiled code, symbols, call… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | vision-squeezermcp · ai-agents | LLM-native image optimization middleware & MCP server. Reduces vision model token consumption by preprocessing images into tile-boundary-aligned… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | aura-mcp-servermcp · ai-agents | Provides tools to cache answers, run local compute, and retrieve stats, reducing LLM calls by answering prompts for free when possible. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | advanced-math-mcpmcp · ai-agents | Enables advanced mathematics operations including linear algebra, vector math, symbolic computation, and calculus through MCP tools. Designed for use… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | skillgodmcp · ai-agents | An MCP server that automatically injects relevant skills, project memory, and routes complex tasks to specialist agents into AI coding tools like… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | cortex-memory-mcpmcp · ai-agents | Persistent semantic memory MCP server for AI agents with hybrid search, LLM scoring, and decay engine, fully local. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | image-recognition-mcpmcp · ai-agents | Gives vision-less LLMs the ability to recognize clipboard screenshots and images by proxying to an OpenAI-compatible vision model. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | mds-mcpmcp · ai-agents | A lightweight MCP server that exposes read-only Cisco MDS NX-OS show commands as tools, allowing LLM clients to inspect SAN fabric in plain language. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | web-fetch-mcpmcp · ai-agents | A web-fetch MCP server for LLM agents that fetches pages with an escalation ladder through different engines, raising FetchBlocked instead of… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | agent-wikimcp · ai-agents | An MCP server that enables AI agents to compile, refine, and interlink knowledge into a persistent wiki, replacing RAG with structured, curated… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | mcp-memory-graphdbmcp · ai-agents | A persistent graph-database memory server for Claude and other LLM agents, built on the Model Context Protocol and powered by DuckDB. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | mcp-ebook-readmcp · ai-agents | A local MCP server that lets LLM agents read EPUB books and PDF documents with outline-first navigation, precise node reads, and local SQLite… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | forsale-mcpmcp · ai-agents | Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | opensooq-mcpmcp · ai-agents | A read-only MCP server that gives LLM agents live access to OpenSooq, the largest classifieds marketplace in Kuwait, enabling search, pricing, seller… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | distill-mcpmcp · ai-agents | MCP bridge for Distill — let Claude, Cursor, or any MCP client rename files based on AI content analysis. 9 tools for renaming, suggestions (preview)… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | astrodynamics-mcpmcp · ai-agents | An MCP server that equips LLM clients with authoritative astrodynamics tools including TLE/SGP4 propagation, Lambert solving, ground-station access… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | nornir-mcp-servermcp · ai-agents | An MCP server that integrates Nornir with NAPALM and Netmiko, enabling LLMs to orchestrate multi-vendor network infrastructure through natural… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | onchainiaintel-pqsmcp · ai-agents | Evaluates LLM prompts before execution with a quality score, letter grade, percentile, and dimensional breakdown. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | ssh-chat-mcpmcp · ai-agents | Zero-config SSH/SFTP MCP server that lets an LLM client open temporary SSH/SFTP sessions to remote hosts, run commands, and upload/download files… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | chensunlai-phymcpmcp · ai-agents | Lightweight physical MCP protocol for nearby IoT devices, enabling LLM agents to discover and control ESP32 microcontrollers via ESP-NOW with a Python… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | slop-copmcp · ai-agents | Detects and fixes LLM prose patterns in text, exposing tools for auditing and improving writing quality in MCP-compatible hosts. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | musaraf-m-sentinalmcp · ai-agents | Redis health monitoring, BullMQ queue inspection, memory analysis, and slow query diagnostics. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | mobile-growth-mcpmcp · ai-agents | MCP server for mobile growth & user acquisition, connecting LLMs to a curated knowledge base of ad optimization insights and analytical skills for… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | gh-nibsbin-quillmarkmcp · ai-agents | MCP server exposing Quillmark schematized document rendering primitives to LLM consumers. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | tien226anh-asepritemcp · ai-agents | Python MCP server bridging LLMs to Aseprite for programmatic pixel art creation, animation, and sprite management. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | gh-krulewis-tokencastmcp · ai-agentsalso listed as tokencast | Pre-execution cost estimation for LLM agent workflows with calibration learning. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | ed-mcpmcp · ai-agents | An MCP server and CLI for Ed Discussion that gives LLMs access to threads, comments, attendance, moderation, file uploads, and instant local search… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | nosana-mcp-agentmcp · ai-agents | An open-source AI agent powered by a local LLM (Qwen3.5 9B) running on decentralized GPUs via Nosana, providing MCP and HTTP interfaces to connect… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | pdf2zh-next-mcpmcp · ai-agents | MCP server for translating PDFs using pdf2zh-next, preserving document context by extracting all text segments for LLM translation at once. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | llm-backlogmcp · ai-agents | MCP server for managing a project backlog as Markdown files in Git, enabling AI agents to read, create, and update tasks programmatically. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | strudel-mcpmcp · ai-agents | Enables LLMs to interact with Strudel, a JavaScript live coding music environment, by executing patterns, retrieving states, and accessing… | 2 stars | No one-command install · Source | |
| 501 | 32.223 | whiteducksoftware-flockmcp · ai-agents | Provides modular MCP servers and tools for the Flock AI agent framework, covering web scraping, search, Azure, LLM, and code operations. | 2 stars | No one-command install · Source | |
| 501 | 32.223 | agentic-multi-ai-toolkitmcp · ai-agents | Organizes AI functionality into specialized agents (OpenAI, Ollama, and File agents) through a centralized tool registry, enabling hybrid workflows… | 2 stars | No one-command install · Source | |
| 548 | 29.013 | pine-assistant-mcp-servermcp · ai-agents | A local MCP server that lets any LLM agent manage Pine AI tasks — negotiate bills, cancel subscriptions, resolve disputes, and make phone calls on… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | mcp-nvidiamcp · ai-agents | MCP server to search across NVIDIA blogs and releases to empower LLMs to better answer NVIDIA-specific queries. | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | llm-provider-mcpmcp · ai-agents | Local MCP server for asynchronous coding-agent delegation, enabling Claude Code or Codex to delegate tasks to Cursor, Pi, Codex, or Claude Code and… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | agent-workspace-mcp-servermcp · ai-agents | A secure, containerized workspace for LLMs to autonomously code, test, and debug projects without risking the host machine. | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | tgms-mcp-servermcp · ai-agents | Enables LLM agents to query a bi-temporal property graph using verified temporal operators via MCP, with auditable claims and correction-aware time… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | mcity-data-engine-mcp-servermcp · ai-agents | Enables natural language interaction with complex computer vision workflows such as auto-labeling, class mapping, and embedding selection through an… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | myscrapemcp · ai-agents | A self-contained web-research MCP server that lets local LLM agents search, fetch, and synthesize web content using tools like web_search, web_fetch… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | mcp-server-agent-browsermcp · ai-agents | MCP server that wraps agent-browser to let LLMs control a real browser, providing tools for navigation, interaction, reading page content… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | enhanced-memory-mcp-servermcp · ai-agents | A high-performance memory management system for AI agents with 200+ tools including 4-tier memory architecture, advanced RAG pipeline, and Git-like… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | agent-readymcp · ai-agents | Scans websites for AI agent readability against 59 checks covering Vercel Agent Readability Spec, llmstxt.org, and agent-protocol manifests. | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | enterprise-ai-toolkit-mcpmcp · ai-agents | An enterprise MCP server that exposes 16 standardized tools for document intelligence, RAG, knowledge graph, SQL analysis, LLM evaluation, cost… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | wigle-mcpmcp · ai-agents | An MCP server that exposes WiGLE.net wardriving lookups as tools for LLMs, enabling searches and details for WiFi networks, Bluetooth devices, and… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | llm-koshmcp · ai-agents | A local-first memory cartridge for MCP-compatible AI clients, providing durable, inspectable, and auditable memory storage with a read-only-by-default… | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | 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 | |
| 548 | 29.013 | prompeteermcp · ai-agents | AI prompt engineering with expert-level generation, quality scoring, and prompt library management. | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | 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 | |
| 548 | 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 | |
| 548 | 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 | |
| 548 | 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 | |
| 548 | 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 | |
| 548 | 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 | |
| 580 | 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 |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 23.374 | woladi-pseudonymmcp · ai-agents | Intercepts and pseudonymizes sensitive data before it reaches cloud LLMs. | 1 fork | No one-command install · Source | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 23.374 | 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 | |
| 581 | 23.374 | 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 | |
| 581 | 23.374 | 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 | |
| 581 | 23.374 | 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 | |
| 581 | 23.374 | 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.