Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 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 | |
| 901 | 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 | |
| 901 | 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 | |
| 901 | 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 | |
| 901 | 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 | |
| 901 | 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 | |
| 901 | 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 | |
| 901 | 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 | |
| 901 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 912 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 43.275 | ellmos-filecommandermcp · search | Filesystem, process management, sessions, search, OCR, ZIP, and PDF export tools. | 4 stars | No one-command install · Source | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 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 | |
| 925 | 43.275 | yandex-search-mcpmcp · back-end | Enables Yandex search with advanced content extraction, analysis, and LLM-context formatting through a Model Context Protocol server. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | pygdbmi-mcp-servermcp · back-end | Enables dynamic debugging with GDB via the MCP protocol, allowing LLMs to execute GDB commands, manage breakpoints, control execution, and inspect… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | basst85-local-memorymcp · database | Local memory storage and retrieval using Ollama vector embeddings for persistent AI agent memory. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | llm-memory-mcp-servermcp · ai-agents | A local-first, team-ready MCP server providing durable memory for LLM-based coding workflows with multiple storage backends and fast search. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | memory-bank-mcpmcp · ai-agents | MCP server for semantic code indexing using vector embeddings, enabling AI agents to maintain persistent memory of codebases through natural language… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | openscad-mcpmcp · front-end | Exposes OpenSCAD CLI as MCP tools for validating, rendering, and exporting parametric 3D models. Enables LLM clients to interactively create and… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | llamator-mcp-servermcp · back-end | Enables automated LLM red teaming by submitting asynchronous test runs, retrieving aggregated metrics, and accessing artifacts. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | qrwc-svelte-mcpmcp · front-end | MCP server that provides tools, resources, and prompts to help LLMs build Svelte UI components for Q-SYS systems, including discovering components and… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | llamacpp-mcpmcp · ai-agents | An MCP server for running local LLMs using llama-cpp-python, with built-in tools for generating drug-like molecule SMILES. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | falai-mcp-servermcp · back-end | A FastMCP server that exposes core fal.ai model API operations, enabling model catalogue browsing, search, schema retrieval, inference, queue… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | fgclip-mcpmcp · back-end | MCP server for FG-CLIP embedding services enabling multi-modal similarity computation for text and images. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | damian-pramparo-semantic-contextmcp · search | Provides semantic code search across large codebases using ChromaDB vector storage and configurable embeddings, enabling indexing of local project… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | better-prompts-mcpmcp · database | Automatically extracts actionable methodologies from articles and URLs, stores them in a vector database, and retrieves relevant methods to enhance… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | zxerai-hub-routermcp · database | Centralized hub for managing and routing multiple MCP servers through a web-based dashboard with smart routing capabilities that uses vector… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | mcp-github-advanced-searchmcp · search | Enables LLMs to perform advanced GitHub code searches with intelligent filtering and content retrieval using Playwright automation, optimized for… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | mcp-serveurmcp · ai-agents | A modular and extensible MCP server for managing synchronous and asynchronous tasks, leveraging Docker, BullMQ, and Redis. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | taishikato-supavecmcp · search | Integrates with Supavec to efficiently retrieve contextually relevant embeddings and associated content for enhancing knowledge retrieval and semantic… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | biliscribemcp · ai-agents | Extracts and formats Bilibili video content into structured text for LLM processing and analysis. | 4 stars | No one-command install · Source | |
| 925 | 43.275 | cdgaete-token-scopemcp · ai-agents | Scans codebases to intelligently extract and prioritize files for LLMs while respecting token limits and .gitignore patterns | 4 stars | No one-command install · Source | |
| 925 | 43.275 | ai-content-moderation-mcp-servermcp · back-end | Enables content moderation by checking user input against OpenAI's moderation API via Google ADK, with dual SSE/STDIO transport support and… | 4 stars | No one-command install · Source | |
| 925 | 43.275 | mctx-ai-bible-studymcp · database | Scholarly Bible study with semantic search across 155K verse embeddings, Strong's concordance, and cross-references. | 4 stars | No commit datelisted | No one-command install · Source |
| 925 | 43.275 | smallminds-mongtapmcp · database | Provides a MongoDB-compatible server backed by DataFlood statistical modeling, enabling database creation and querying using natural language without… | 4 stars | No commit datelisted | No one-command install · Source |
| 925 | 43.275 | vmsfigueredo-mcplensmcp · database | Semantic codebase search using Ollama embeddings and SQLite with AST-aware chunking and a web dashboard. | 4 stars | No commit datelisted | No one-command install · Source |
| 985 | 42.840 | scorecardmcp · observability | Evaluate and optimize LLM systems with comprehensive testing and metrics | 3 forks | No one-command install · Source | |
| 985 | 42.840 | nefino-mcp-servermcp · back-end | Provides LLMs with access to news and information about renewable energy projects and planning in Germany via the Nefino API, enabling location-based… | 3 forks | No one-command install · Source | |
| 987 | 41.082 | arda-vector-database-mcp-servermcp · database | Enables semantic code search across multi-language codebases using natural language queries, integrated with Qdrant vector database for fast, cached… | 1 star · 2 forks | No one-command install · Source | |
| 987 | 41.082 | duckduckgo-mcp-agentmcp · ai-agents | A minimal, production-ready MCP server enabling LLMs to perform web searches via DuckDuckGo without API keys, supporting SSE streaming and LM Studio… | 1 star · 2 forks | No one-command install · Source | |
| 987 | 41.082 | pptxgenjs-mcp-servermcp · ai-agents | A production-ready MCP server that enables LLMs to create, modify, and export PowerPoint presentations programmatically using PptxGenJS. | 1 star · 2 forks | No one-command install · Source | |
| 987 | 41.082 | kdb-ai-mcp-servermcp · database | Enables interaction with KDB.AI through natural language for vector database operations, similarity searches, hybrid search, and advanced data… | 1 star · 2 forks | No one-command install · Source | |
| 987 | 41.082 | martinschlott-bettermcpfileservermcp · back-end | Reimagined server for filesystem access with privacy-preserving path aliases and an optimized LLM-friendly API. | 1 star · 2 forks | No one-command install · Source | |
| 987 | 41.082 | open-meteo-mcp-servermcp · back-end | Provides comprehensive access to Open-Meteo weather APIs, including forecasts, historical data, air quality, marine weather, and geocoding, enabling… | 1 star · 2 forks | No one-command install · Source | |
| 987 | 41.082 | meraki-mcp-servermcp · back-end | Enables interaction with the Meraki Dashboard API for LLMs, allowing seamless integration of Meraki network management capabilities within an AI… | 1 star · 2 forks | No one-command install · Source | |
| 987 | 41.082 | firecrawl-simple-mcpmcp · browser | Empowers LLMs to scrape web pages and generate sitemaps through the Firecrawl Simple API, with support for JavaScript rendering and configurable… | 1 star · 2 forks | No one-command install · Source | |
| 995 | 38.412 | iphone-mirror-mcpmcp · ai-agents | An MCP server that lets LLMs drive a real iPhone through macOS iPhone Mirroring, with tools for screen capture, OCR, taps, typing, and Xcode… | 3 stars | No one-command install · Source | |
| 995 | 38.412 | refractmcp · ai-agents | MCP proxy that compresses tool schemas on the fly. Up to 98% token reduction, 100% signal preserved verified after every compression. Zero LLM calls… | 3 stars | No one-command install · Source | |
| 995 | 38.412 | llm-usage-cost-trackermcp · database | A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent… | 3 stars | No one-command install · Source | |
| 995 | 38.412 | pathmarkmcp · database | Local-first memory for MCP clients. It provides shared durable memory without requiring hosted accounts, vector databases, or API keys, and works with… | 3 stars | No one-command install · Source | |
| 995 | 38.412 | hipocampomcp · database | Dual-memory MCP system with PostgreSQL 17 + pgvector + NVIDIA NIM embeddings. 11 tools: search, save, profile, health, auto-repair, stats, tune… | 3 stars | No one-command install · Source | |
| 995 | 38.412 | mcp-standards-servermcp · back-end | A Model Context Protocol (MCP) server that provides intelligent, context-aware access to development standards, enabling LLMs to automatically select… | 3 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.