Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 46.654 | labgrid-mcpmcp · back-end | Local or self hosted LLM server for Labgrid hardware-in-the-loop device operations | 5 stars | No one-command install · Source | |
| 801 | 46.654 | mcp-rubber-duckmcp · ai-agents | An MCP server that bridges multiple LLMs (OpenAI-compatible APIs and CLI coding agents) for collaborative debugging and diverse AI perspectives. | 5 stars | No one-command install · Source | |
| 801 | 46.654 | latentcontext-mcp-servermcp · ai-agents | A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | langchain-mcpmcp · search | Provides semantic search across the entire LangChain ecosystem, including documentation and source code for LangChain, LangGraph, LangSmith, and… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | ableton-mindmcp · ai-agents | MCP server for Ableton Live that exposes the Live Object Model to LLMs, enabling natural language control of music production. | 5 stars | No one-command install · Source | |
| 801 | 46.654 | vrtxomega-omega-brain-mcpmcp · ai-agents | Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | context-bookmcp · database | Persistent knowledge library for AI agents using vector embeddings to provide relevant context on demand. | 5 stars | No one-command install · Source | |
| 801 | 46.654 | jwrede-llmprobemcp · ai-agents | Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | gh-octid-io-osmpmcp · ai-agents | Encodes agentic AI instructions for low-bandwidth and offline channels with 60% compression and inference-free decoding. | 5 stars | No one-command install · Source | |
| 801 | 46.654 | cicoub13-scribemcp · ai-agents | Route bulk file operations and documentation generation from Claude to cheaper OpenAI-compatible LLMs, reducing token costs by 60–90% on routine… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | ros-claw-unitree-mujocomcp · ai-agents | Simulates and controls Unitree robots through MuJoCo physics for LLM-driven robot development. | 5 stars | No one-command install · Source | |
| 801 | 46.654 | prompt-refinery-mcp-servermcp · ai-agents | Retrieval-grounded prompt refinement engine that repairs and polishes prompts via a single LLM call, exposing a refine_prompt tool for integration… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | varun29ankus-mif-toolsmcp · ai-agents | Converts, validates, and inspects AI agent memories across formats including mem0, CrewAI, LangChain, and Markdown. | 5 stars | No one-command install · Source | |
| 801 | 46.654 | ai-calendar-assistantmcp · ai-agents | Provides a set of MCP tools to manage Google Calendar events via natural language, allowing creation, querying, updating, and deletion of events… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | faceton-mcp-servermcp · back-end | FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic multi-model loading, and MCP-compatible OpenAPI metadata for offline… | 5 stars | No one-command install · Source | |
| 801 | 46.654 | drvbss-msty-adminmcp · back-end | Provides administration and automation capabilities for Msty Studio Desktop, enabling database queries, model management, conversation analysis, and… | 5 stars | No commit datelisted | No one-command install · Source |
| 817 | 44.256 | diffctxmcp · ai-agents | Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic output, 30+… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | misterdevmcp · ai-agents | An autonomous, extensible LLM build orchestrator. Give it a repo and a goal; it decomposes the goal into tasks, edits code, and gates every change on… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | punt-quarrymcp · back-endalso listed as quarry | Enables local semantic search over documents (PDFs, code, etc.) using local embedding models, allowing AI agents and users to find information by… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | wago-plc-mcp-servermcp · back-end | MCP server that connects WAGO PLCs to LLM agents via the WDx/WDA REST API, enabling AI assistants to read sensor values, change configuration, trigger… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | e-nab-z-mcpmcp · ai-agents | Local MCP server to access your personal health data from E-Nabız (Turkish Ministry of Health) via an LLM. Read-only, secure, and respects privacy. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | iamvirul-wso2-docsmcp · databasealso listed as wso2-docs-mcp-server | Provides RAG-based semantic search over WSO2 product documentation including API Manager, Choreo, Ballerina, and Micro Integrator using pgvector… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | cern-root-mcp-servermcp · ai-agents | An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | spawn-mcpmcp · ai-agents | Local MCP server for the Spawn Games agent API, enabling LLMs to manage game projects, push updates, and interact with live games via a Playwright… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | opencut-mcpmcp · ai-agents | MCP server that enables LLM agents to control the OpenCut classic video editor's timeline through a Playwright-controlled browser, allowing automated… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | moss-brainmcp · ai-agents | MCP server that provides semantic memory with search, related-content traversal, and write-back capabilities, all powered by local embeddings of your… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | mcp-edgemcp · ai-agents | Enables cloud LLM agents to discover and invoke physical hardware on edge and IoT devices through standard MCP tools, bridging constrained device… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | lmorg-web-scrapermcp · browser | Provides web scraping capabilities using Chrome's headless browser with automatic HTTP fallback, handling JavaScript-heavy sites and single-page… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | office-addin-mcpmcp · ai-agents | MCP server for driving Office add-ins (Excel, Word, Outlook, PowerPoint, OneNote) through high-level workflow tools and queries, enabling LLM agents… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | baidu-mochow-vector-databasemcp · database | Provides direct access to Mochow vector database capabilities for managing databases, tables, and performing vector similarity and full-text searches… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | jscott3201-bacnetmcp · ai-agents | Enables LLM agents to interact with BACnet building automation networks for device discovery, property reads/writes, and local object management. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | epanet-mcp-servermcp · back-end | Enables LLMs to load, simulate, modify, and generate what-if scenarios for EPANET water-distribution network models through natural language… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | gdb-mcpmcp · ai-agents | MCP server that wraps gdb to enable LLMs to drive live debugging sessions, including starting sessions on binaries, attaching to processes, and… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | rawtherapee-mcp-servermcp · back-end | Enables AI-assisted RAW photo development via RawTherapee CLI, with a visual feedback loop that allows the LLM to see and iteratively edit images. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | speedyfoxai-nuntiusmcp · ai-agents | Delegate agentic tasks to local or cloud Ollama models by proxying Claude's configured MCP tools. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | gh-annibale-x-webgatemcp · search | Provides clean, bounded web search and page retrieval that strips HTML noise, caps token usage, and optionally summarizes results through a secondary… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | underratedf00l-locimcp · database | Persistent cross-session memory with hybrid keyword and semantic search using local embeddings and SQLite. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | pdf-image-extractor-mcpmcp · ai-agents | Extracts images from PDF files, allowing LLMs to access and analyze embedded images from local PDF documents. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | gh-cogitatortech-omni-nlimcp · otheralso listed as omni-nli | Natural language inference engine for textual entailment, contradiction, and neutral relationship detection. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | adaptive-agent-mcpmcp · ai-agentsalso listed as justforever17-adaptive-agent | A self-evolving RAG system that enables AI agents to autonomously read and write memory, continuously learning and adapting user preferences, daily… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | nlp-database-mcp-servermcp · database | Connect your LLMs to SQL databases safely and intuitively using the Model Context Protocol (MCP). NLP Database acts as a secure, read-only bridge that… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | pushpullcommitpush-ml-labmcp · ai-agents | Unified machine learning platform that orchestrates training workflows across OpenAI, Mistral, Together AI, and Vertex AI while managing cloud compute… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | fitnotes-mcp-servermcp · back-end | Enables analysis of FitNotes workout data through an LLM, providing insights on progress, muscle groups, and personalized recommendations. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | lyw405-garenmcp · ai-agents | Transforms natural language descriptions into production-ready React components through XML-based artifact parsing with support for multiple AI… | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | freespirit-pdfsearch-zedmcp · database | Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings. | 3 stars · 1 fork | No one-command install · Source | |
| 817 | 44.256 | mcp-postgres-full-access-extendedmcp · database | Enables full read-write access to PostgreSQL databases with transaction management and safety controls, allowing LLMs to query and modify database… | 3 stars · 1 fork | No one-command install · Source | |
| 851 | 43.498 | screencyemcp · front-end | Eyes for text-only LLMs: decodes screenshots into exact structured text (words, coordinates, sizes, colors) using pure-code CV and OCR. Enables… | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | lfrmonteiro99-memento-mcpmcp · database | Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud… | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | ohmyperfmcp · ai-agents | Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-native + AI-agent-loop ready. | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | prompt-rejector-mcpmcp · ai-agents | Protects AI agents from prompt injection attacks, jailbreak attempts, and common web vulnerabilities by screening untrusted input through semantic LLM… | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | openpoem-spec-scoremcp · ai-agents | Score specification quality before feeding them to an LLM with radar chart visualization. | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | gpu-bridgemcp · payments | Unified GPU inference API exposing 30 AI services including LLMs, image generation, audio, video, and embeddings with x402 payment support. | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | fast-paddleocr-mcpmcp · other | Extracts text from images using PaddleOCR and outputs results in markdown format, optimized for fast inference with GPU auto-detection. | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | red-hat-api-mcp-servermcp · back-end | Integrates with Red Hat APIs to enable searching Knowledge Centered Support (KCS) solutions, retrieving solution details, searching support cases, and… | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | mcp-llm-generator-v2mcp · ai-agents | Production-ready MCP server enabling LLM text generation, template management, context-aware conversations, and memory storage with enterprise quality… | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | gemini-image-video-generation-mcpmcp · ai-agents | A production-ready MCP server that enables Claude and other LLMs to generate images and videos using Google's Gemini AI models (Gemini 2.0 Flash and… | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | battery-mcpmcp · databasealso listed as material-project-mcp-server | Enables LLMs to verify the novelty and validity of invented battery materials, with support for searching and validating against a materials database. | 2 stars · 2 forks | No one-command install · Source | |
| 851 | 43.498 | kstrikis-llm-responsesmcp · ai-agents | Enables multiple LLMs to share and analyze each other's responses to the same prompt, facilitating collaborative problem-solving and multi-perspective… | 2 stars · 2 forks | No one-command install · Source | |
| 864 | 43.275 | claude-ragmcp · database | MCP server that indexes Markdown files into a local SQLite vector store and provides semantic search tools for Claude Code. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | mcp-server-canteramcp · ai-agents | An MCP server that wraps Cantera to enable LLMs to perform accurate thermodynamic, transport, equilibrium, and chemical kinetics calculations. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | rag-in-a-box-mcp-servermcp · search | Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | svg-mcpmcp · ai-agents | A FastMCP server providing structured SVG authoring tools for LLMs, enabling create, edit, and render SVG graphics through hierarchical primitives… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | ellmos-filecommandermcp · search | Filesystem, process management, sessions, search, OCR, ZIP, and PDF export tools. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | zigbee2mqtt-mcpmcp · back-end | An MCP server that enables LLMs to list, inspect, and control Zigbee devices via the Zigbee2MQTT frontend websocket API, eliminating the need for… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | gammaray-mcp-bridgemcp · ai-agents | Bridges GammaRay probe introspection data into MCP tools, enabling LLMs to inspect and debug Qt Quick/QML scene graphs, items, geometry, materials… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | euclid-mcpmcp · back-end | MCP server for logical reasoning that turns facts into formal proofs using a deterministic inference engine with Prolog. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | allmcps-servermcp · ai-agents | Official local MCP server for AllMCPs.com, enabling users to submit MCP servers to the directory directly from MCP-compatible agents. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | deepseek-mcp-imagemcp · ai-agents | Provides image recognition for text-only LLMs like DeepSeek by bridging to SenseNova multimodal model, enabling image description via the… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | omnidocs-ragmcp · search | Enables AI agents to index and search local files, websites, GitHub repos, and packages using hybrid retrieval with reranking, all through IDE chat. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | jungle-grid-mcp-servermcp · observability | MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | never00miss-allan-memorymcp · ai-agents | Persistent knowledge graph memory for AI coding assistants using FalkorDB, with optional offline mode via local Ollama models. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | tdai-memory-mcpmcp · ai-agents | Local-first MCP memory server that gives AI coding agents long-term memory via SQLite and sqlite-vec, with optional LLM-powered layering. No gateway… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | visionaire-enginemcp · ai-agents | Eyes for AI coding agents: deterministic MCP server that tells the LLM which CSS rule wins, in which file, on which line — and why. Cascade verdicts… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | localmindmcp · ai-agents | A fully local AI stack that provides OpenAI/Anthropic-compatible LLM API, embeddings, mem0 memory, and second-brain RAG via MCP tools, all running… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | andres-m-rodriguez-grigorimcp · search | Semantic code search that indexes codebases across multiple programming languages using local embeddings to find relevant code examples based on… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | opal-emu-mcpmcp · browser | An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | dockhandmcp · ai-agents | An MCP server that gives LLMs direct control over a local Docker daemon, enabling container, image, volume, network, and Compose stack management… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | claude-continuity-mcpmcp · ai-agents | Persistent, shared memory for Claude across sessions and clients (Code, Desktop, Cowork) — deterministic diff reads, checkpoints, cross-client task… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | nervous-systemmcp · ai-agents | Governance framework for LLM agents. Exposes seven mechanically-enforced rules plus tools for preflight file protection, audit-chain verification… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | searchless-ngxmcp · ai-agents | An Agentic RAG MCP Server that transforms Paperless-ngx into a conversational document assistant, enabling LLMs to search, filter, and summarize… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | fcp-drawiomcp · ai-agents | MCP server that enables LLMs to create and edit draw.io diagrams using high-level intent commands, with automatic layout and styling. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | jongko54-web-embeddingmcp · databasealso listed as webembedding | Source-first URL intake for embed routing, local capture, bounded rebuild, and fidelity verification. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | nodeseek-mcp-servermcp · ai-agents | An MCP server enabling LLMs to interact with the NodeSeek forum, supporting account status retrieval, daily check-in, post browsing, reading… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | token-optimized-mcp-servermcp · back-end | Minimizes LLM token consumption via YAML serialization, HTML-to-Markdown distillation, and pre-flight token counting, with tools for web content… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | tessera-mcp-servermcp · ai-agents | MCP server for Tessera's LLM cost-optimization layer. Anchored spend, drift detection, recommendations as typed tools. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | openai-ads-mcp-servermcp · ai-agents | An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | moorcheh-mcp-servermcp · database | Enables interaction with Moorcheh AI services including namespace management, document embedding, vector search, and AI-powered answers through the… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | l-agencemcp · ai-agents | AI governance framework providing policy enforcement, skills management, memory, and multi-LLM consensus. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | helix-pilotmcp · ai-agents | GUI automation MCP server that enables AI agents to see and control the Windows desktop using a local Vision LLM (Ollama), supporting screenshot… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | jeltzmcp · ai-agents | Connects AI assistants to physical devices via MCP, enabling LLMs to reason about sensor data, perform cross-device correlation, and interpret… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | blackfoil-token-savermcp · ai-agentsalso listed as claude-token-saver-mcp | Offloads routine coding tasks to a local LLM to reduce Claude API token usage. | 4 stars | No one-command install · Source | |
| 864 | 43.275 | android-shizuku-mcpmcp · ai-agents | Enables LLM agents to control Android devices securely via Shizuku and Termux:API, providing a universal shell tool for command execution and… | 4 stars | No one-command install · Source | |
| 864 | 43.275 | postgresql-mcp-server-3mcp · database | Enables LLMs to interact deeply with PostgreSQL databases—query data, manage schema, analyze performance, and administer the database. | 4 stars | 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.