Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 22.557 | playwright-mcp-2mcp · browser | Provides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | dacebt-prompt-cleaner-pymcp · ai-agents | Transforms raw, unpolished prompts into clear and effective versions using large language models with quality assessment, retry strategies, and… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | engmanager-mcpmcp · ai-agents | Provides LLMs with structured workflow guidance and next-step instructions for development procedures, ensuring consistent practices across projects. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | llm-python-code-sandboxmcp · devops | Enables LLMs to execute Python code in isolated sandboxes with file operations and MCP integration, supporting multi-round execution and plot capture. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | winform-hybrid-chatmcp · back-end | Provides a hybrid desktop-web chat interface that combines Windows Forms GUI with embedded ASP.NET Core web server, offering echo operations, session… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | url-content-mcpmcp · ai-agents | MCP server that fetches raw HTML content from a given URL to provide web context to LLMs. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | kingjhonri-ollamamcp · ai-agents | Integrates with Ollama for local LLM inference, enabling direct access to self-hosted language models with streaming support and model management… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | jinaai-mcp-servermcp · back-end | Enables LLMs to read and extract clean, markdown-formatted content from any webpage using the Jina AI Reader API. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | tdprepview-mcpmcp · database | Enables machine learning data preprocessing pipeline creation and model training, deployment, and prediction for Teradata databases. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcp-selenium-pythonmcp · browser | Enables LLMs to automate browser tasks (navigation, clicks, text input) via Selenium through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | ai-pr-review-mcpmcp · ai-agents | An MCP server that automates pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) and supports GitHub and… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | vincenthanxiaodu-figmamcp · front-end | Integrates with Figma's REST API using MongoDB-backed caching and Azure OpenAI embeddings to enable hybrid search across design elements, URL parsing… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | aparavi-mcp-servermcp · back-end | Integrates with Aparavi's document processing API to allow LLMs to process documents, extract clean text, and perform OCR on diagrams. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | terminal-toolkit-mcpmcp · ai-agents | Enables LLM clients to execute shell commands safely through the MCP protocol, with features like session management, safe mode, and process control. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcpcreatioservermcp · ai-agents | A Node.js MCP server that enables LLM tools to list and read local guide and prompt files for Creatio development, facilitating seamless communication… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | cli-executor-mcpmcp · devops | Enables LLMs to execute CLI commands and scripts for system deployment and management tasks, with support for directory listing, system info, and… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcpcentral-io-langchain-hubmcp · search | Provides access to LangChain Hub's prompt repository for fetching, searching, and managing community-contributed prompts without manual browsing. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | confluence-rag-mcp-servermcp · search | Enables retrieval of relevant context from Confluence pages using RAG and ChromaDB, integrating with code assistants like GitHub Copilot to enhance… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | chatmcp-memorymcp · database | Enables large language models to remember past conversations by querying chat history stored in SQLite, directly integrating with daodao97/chatmcp. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | rspace-mcp-servermcp · back-end | Exposes RSpace API endpoints to LLM agents using the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcp-file-lensmcp · ai-agents | An MCP server that provides a flexible lens into directory structures and files, enabling LLM clients to efficiently navigate and understand codebases… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | ontolocy-mcp-servermcp · back-end | Augments an LLM with Ontolocy cyber graph capabilities, enabling natural language queries against a Neo4j graph database populated with MITRE ATT\&CK… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcp-chinookdb-servermcp · database | MCP server providing LLMs with safe, read-only access to the Chinook SQLite sample database, including schema exploration and SQL query execution. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | llm-file-operations-agentmcp · ai-agents | Enables natural language file operations and intelligent file analysis via MCP, supporting CRUD actions and multi-step reasoning for directory… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | cronlytic-mcp-servermcp · back-end | A comprehensive Model Context Protocol (MCP) server that integrates with the Cronlytic API to provide seamless cron job management through LLM… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | scratchpad-toolmcp · back-end | A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcp-filesystemmcp · ai-agents | Enables natural language filesystem operations (create, list, delete directories/files) via Ollama local LLM and MCP protocol within allowed… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcp-ortoolsmcp · other | Enables Large Language Models to submit and solve constraint satisfaction and optimization problems using Google OR-Tools through JSON model… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | maitreyam-technical-documentation-searchmcp · search | Provides AI assistants with access to technical documentation from LangChain, LlamaIndex, and OpenAI libraries through a specialized search tool that… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mcp-experimentsmcp · ai-agents | Provides tools for executing Bash and AppleScript commands from LLMs on macOS, with safety modes. | 1 star | No one-command install · Source | |
| 1701 | 22.557 | serverless-web-mcp-servermcp · devops | An MCP server that enables LLM coding agents to deploy web applications to AWS serverless infrastructure, supporting backend, frontend, and fullstack… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | viable-chromamcp · database | Provides direct access to ChromaDB vector database capabilities for semantic search and document management with customizable parameters for… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | personality-test-mcpmcp · other | Enables AI models to administer personality tests, score responses, and provide personality type assessments, with optional integration with Ollama… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | spicedb-mcp-servermcp · back-end | An MCP server that enables LLMs to interact with SpiceDB for permission management, including querying, managing, and understanding permission systems… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | changjunpark-qdrant-vector-databasemcp · database | Provides a vector database for storing and retrieving code snippets through semantic search using Docker containers and sentence-transformers… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | higress-ops-mcp-servermcp · back-end | Enables comprehensive configuration and management of Higress through the Model Context Protocol, with an MCP client built on LangGraph and LangChain… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | sreedeep-documentation-retrievalmcp · search | Retrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | mathieugal-technical-documentation-searchmcp · search | Connects AI assistants to technical documentation for popular libraries including LangChain, LlamaIndex, and OpenAI through targeted Google searches… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | oalles-agentic-system-monitoring-ragmcp · observability | Spring Boot-based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate… | 1 star | No one-command install · Source | |
| 1701 | 22.557 | elite-reasoning-mcpmcp · ai-agents | A 66-tool reasoning pipeline that intercepts prompts to classify intent, check past mistakes, and generate execution plans, enabling any LLM to think… | 1 star | No commit datelisted | No one-command install · Source |
| 1741 | 7.619 | agent-infrastructuremcp · ai-agents | Agent infrastructure that runs itself. Six tools for autonomous agents: free LLM model recommendations across 17 models, real-time provider… | 462 installs | No commit datelisted | No one-command install · Source |
| 1742 | 5.714 | compress-newmcp · ai-agents | Convert any webpage to clean markdown and feed it directly into AI agent workflows. Why This Matters? Adding webpages to LLM conversations usually… | 436 installs | No commit datelisted | No one-command install · Source |
| 1743 | 1.360 | svelte-llm-mcpmcp · ai-agents | Connect your AI coding assistant directly to up-to-date Svelte 5 and SvelteKit documentation via this MCP server. | 302 installs | No commit datelisted | No one-command install · Source |
| 1744 | Unranked | prism-mcpmcp · back-end | MCP server providing full HTTP parity with the Prism API, enabling agents to chat, generate images/video/music/TTS, manage RAG documents and projects… | No signals yet | No one-command install · Source | |
| 1745 | Unranked | code-indexing-mcpmcp · search | A local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via… | No signals yet | No one-command install · Source | |
| 1746 | Unranked | dynatrace-saas-mcp-servermcp · observability | Enables LLM agents to query Dynatrace SaaS for observability data (logs, metrics, traces, entities, problems, vulnerabilities) and manage… | No signals yet | No one-command install · Source | |
| 1747 | Unranked | aa-mcp-servermcp · ai-agents | An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty… | No signals yet | No one-command install · Source | |
| 1748 | Unranked | releaseguard-mcp-servermcp · back-end | Provides MCP tools for scanning, redacting, and packaging dataset/model directories for public release, leveraging Presidio for PII detection and… | No signals yet | No one-command install · Source | |
| 1749 | Unranked | linkedin-humblebragmcp · other | Generates humorous LinkedIn posts from user achievements using a self-deprecating, vulnerable tone. | No signals yet | No one-command install · Source | |
| 1750 | Unranked | infino-mcp-servermcp · back-end | Enables AI agents to perform keyword, semantic, hybrid, and SQL retrieval over data stored on object storage or local paths, using a local embedding… | No signals yet | No one-command install · Source | |
| 1751 | Unranked | codesteer-atlasmcp · search | Local MCP server for semantic code search using Tree-sitter AST parsing, local embeddings, and hybrid search; enables indexing and querying codebases… | No signals yet | No one-command install · Source | |
| 1752 | Unranked | seven-dpt-mcpmcp · back-end | Feynman's twelve-problems method as an MCP server — a persistent set of long-running problems plus an evoke loop that tests each new trick against all… | No signals yet | No one-command install · Source | |
| 1753 | Unranked | cfast-mcpmcp · ai-agents | Enables LLMs to build, inspect, run, and analyze CFAST fire models step by step via tools for compartments, materials, vents, fires, devices, and… | No signals yet | No one-command install · Source | |
| 1754 | Unranked | darwin-memomcp · ai-agents | Provides an MCP server that gives LLM agents an evolutionary memory: entries pay upkeep and survive only if they earn their keep through measured… | No signals yet | No one-command install · Source | |
| 1755 | Unranked | llm-chat-mcpmcp · ai-agents | Wraps Tool and ToolPackage instances from the llm-chat ecosystem behind the Model Context Protocol, enabling stdio and Streamable HTTP transports for… | No signals yet | No one-command install · Source | |
| 1756 | Unranked | first-ch-tools-mcpmcp · ai-agents | MCP server exposing First CH Tools' free web-tool logic for WCAG contrast, JP character counting, WebP conversion, JSON-LD, and llms.txt generation to… | No signals yet | No one-command install · Source | |
| 1757 | Unranked | ai-guardianmcp · ai-agents | Enables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing… | No signals yet | No one-command install · Source | |
| 1758 | Unranked | yads-mcpmcp · ai-agents | Enables MCP-capable LLM agents to control YADS queues, manage tags, and trigger scans through YADS's API-authenticated /api/v1 interface without… | No signals yet | No one-command install · Source | |
| 1759 | Unranked | bizidashboard-mcpmcp · ai-agents | MCP server that exposes BiziDashboard's historical and analytical data for the Zaragoza Bizi bike-share system as tools for LLM clients, enabling… | No signals yet | No one-command install · Source | |
| 1760 | Unranked | bookshelf-mcpmcp · back-end | MCP server that exposes the Bookshelf (Readarr fork) v1 REST API as tools, allowing an LLM to read and manage authors, books, book files, editions… | No signals yet | No one-command install · Source | |
| 1761 | Unranked | mcp-memory-hnswmcp · search | Provides persistent semantic memory for Claude Code and Claude Desktop with fully offline local embeddings and HNSW indexing, enabling memory storage… | No signals yet | No one-command install · Source | |
| 1762 | Unranked | crewai-mcp-orchestratormcp · ai-agents | Transforms any compatible LLM or AI Assistant into a master orchestrator of CrewAI, providing tools to dynamically generate, edit, test, and execute… | No signals yet | No one-command install · Source | |
| 1763 | Unranked | mcp4openapimcp · back-end | Turn any OpenAPI specification into a smaller, LLM-friendly MCP server. Enables interaction with REST APIs through MCP tools using profiles to reduce… | No signals yet | No one-command install · Source | |
| 1764 | Unranked | scribbleslmmcp · search | A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivered as an MCP server. Enables ingestion of documents into named notebooks… | No signals yet | No one-command install · Source | |
| 1765 | Unranked | nexus-browser-mcpmcp · browser | A browser-automation MCP server built on Playwright that provides deterministic snapshots via MutationObserver/requestAnimationFrame, HITL governance… | No signals yet | No one-command install · Source | |
| 1766 | Unranked | intelliverse-router-mcp-servermcp · back-end | Enables agents to manage the Intelliverse platform: create apps, API keys, knowledge bases, send email, generate media, and chat without specifying an… | No signals yet | No one-command install · Source | |
| 1767 | Unranked | hai-mcpmcp · ai-agents | Provides a human-agent interface control plane for managing agent state, focus, and next steps across any MCP-compatible client, without calling an… | No signals yet | No one-command install · Source | |
| 1768 | Unranked | private-journal-mcpmcp · database | Stores journal entries locally with semantic search using multilingual embeddings, and optionally syncs to a Git remote. | No signals yet | No one-command install · Source | |
| 1769 | Unranked | aibrief-mcpmcp · ai-agents | Read-only MCP server that serves curated daily Korean AI briefings (papers, releases, community, video, deepdive) via 7 tools, with no LLM calls per… | No signals yet | No one-command install · Source | |
| 1770 | Unranked | agent-accessibility-auditor-mcp-servermcp · back-end | Audits a domain to determine if AI agents and crawlers can access and read it, returning a flat row of 42 fields covering llms.txt, robots.txt AI… | No signals yet | No one-command install · Source | |
| 1771 | Unranked | mcp-for-kibanamcp · ai-agents | Enables LLMs to interact with Kibana through composable toolboxes for building dashboards, managing data, and handling alerts, among other operations. | No signals yet | No one-command install · Source | |
| 1772 | Unranked | otc-pricing-mcp-servermcp · back-end | An open-source Model Context Protocol (MCP) server for the Open Telekom Cloud (OTC) Price Calculator API. Expose OTC pricing data to Claude and other… | No signals yet | No one-command install · Source | |
| 1773 | Unranked | mcp-toolsets-runtimemcp · front-end | A shared runtime that discovers LangChain tools from a toolset package and serves them as an MCP server, with optional UI views and a CLI for managing… | No signals yet | No one-command install · Source | |
| 1774 | Unranked | mcp-rpcs1mcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 1775 | Unranked | rpcs1-agent-tunermcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 1776 | Unranked | vibedonatemcp · other | Enables peer-to-peer AI inference donation by exposing MCP tools to check node status and request capacity, with local-first compute sharing, consent… | No signals yet | No one-command install · Source | |
| 1777 | Unranked | nm-hard-toolsmcp · devops | Provides deployable, stateless MCP services for rigorous inference evaluation and benchmarking, including a profiled lm-evaluation-harness… | No signals yet | No one-command install · Source | |
| 1778 | Unranked | repo-explorer-mcpmcp · ai-agents | Enables LLM-driven repository exploration by exposing an explore_repository tool over stdio, using codebase memory and ripgrep/rtk search to navigate… | No signals yet | No one-command install · Source | |
| 1779 | Unranked | ai-dememorymcp · database | Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write… | No signals yet | No one-command install · Source | |
| 1780 | Unranked | civ6-mcpmcp · ai-agents | An MCP server that lets LLM agents play full games of Civilization VI. | No signals yet | No one-command install · Source | |
| 1781 | Unranked | compendiummcp · ai-agents | MCP server that minimizes LLM token usage by compressing, summarizing, filtering, chunk-referencing, and pruning large context before it reaches the… | No signals yet | No one-command install · Source | |
| 1782 | Unranked | tempreonmcp · ai-agents | MCP server that provides a portable personal knowledge layer for AI tools, enabling cross-LLM continuity and personalized context across clients like… | No signals yet | No one-command install · Source | |
| 1783 | Unranked | claude-worksmcp · ai-agents | An MCP server that exposes a perpetual, honest job-application pipeline as typed tools an LLM agent can call, with fit scoring, verified resume… | No signals yet | No one-command install · Source | |
| 1784 | Unranked | simliverse-mcpmcp · ai-agents | Provides a unified MCP server for the SimLiverse Physical AI Platform, enabling LLM copilots to access Isaac Sim knowledge via NVIDIA NIM and… | No signals yet | No one-command install · Source | |
| 1785 | Unranked | geolocation-mcpmcp · database | Enables LLMs to query IP addresses against free MaxMind GeoLite2 geolocation databases. | No signals yet | No one-command install · Source | |
| 1786 | Unranked | mcp-teste-llm2mcp · database | MCP server that allows natural language queries in Portuguese to a PostgreSQL database using Ollama, ensuring read-only access with parameterized SQL… | No signals yet | No one-command install · Source | |
| 1787 | Unranked | docfill-agent-mcp-servermcp · ai-agents | An MCP server that enables LLM agents to read, understand, and fill DOCX templates while preserving formatting like bold labels and fonts. It exposes… | No signals yet | No one-command install · Source | |
| 1788 | Unranked | base-tx-explainmcp · ai-agents | Explains any Base mainnet transaction hash by returning a structured JSON with action type, assets moved, risk flags, and cost details, using… | No signals yet | No one-command install · Source | |
| 1789 | Unranked | mundigitalmcp · ai-agents | Exposes a public, read-only professional profile with tools to search resume evidence, fetch curated links, and generate career briefs for LLM agents. | No signals yet | No one-command install · Source | |
| 1790 | Unranked | wikipediamcp · ai-agents | Enables LLM agents to search Wikipedia and retrieve page content via Model Context Protocol tools, supporting natural language research. | No signals yet | No one-command install · Source | |
| 1791 | Unranked | neverrankedmcp · ai-agents | AEO scoring, llms.txt auditing, and agent-readiness checks for websites. | No signals yet | No one-command install · Source | |
| 1792 | Unranked | peer-review-mcp-servermcp · back-end | Enables querying multiple LLM providers in a weighted quorum to obtain a consensus answer with a certainty score. Supports cost tiers, visible… | No signals yet | No one-command install · Source | |
| 1793 | Unranked | ui-design-mcp-servermcp · front-end | Provides comprehensive UI design assistance tools for LLMs, generating color palettes, typography, spacing systems, shadows, design tokens, and more… | No signals yet | No one-command install · Source | |
| 1794 | Unranked | inferwatch-mcpmcp · ai-agents | Enables agents to query real-time and historical metrics for locally served Ollama and vLLM instances, including request rates, latency, token counts… | No signals yet | No one-command install · Source | |
| 1795 | Unranked | video-to-llmmcp · ai-agents | Enables LLM agents to process local videos into timestamped, citable text documents and then query them through tools for listing videos, retrieving… | No signals yet | No one-command install · Source | |
| 1796 | Unranked | web-data-mcpmcp · back-end | An MCP server that runs Apify scraping actors with quality-gated validation, scoring, and retries, returning embedding-ready chunks for AI agents. | No signals yet | No one-command install · Source | |
| 1797 | Unranked | library-mcpmcp · database | Provides a 'library keeper' sub-agent that ingests PDF/EPUB books and answers questions grounded in them via local embedding search, with… | No signals yet | No one-command install · Source | |
| 1798 | Unranked | local-corporate-kbmcp · search | Local RAG knowledge base for Qwen Code, enabling document indexing and semantic search via MCP tools. Supports metadata filtering and document… | No signals yet | No one-command install · Source | |
| 1799 | Unranked | a4imcp · back-end | MCP server for the Cisco ACI REST API, enabling LLM clients to query and modify fabric configurations via tools like get, post, diff, and merge using… | No signals yet | No one-command install · Source | |
| 1800 | Unranked | groundcheck-mcpmcp · ai-agents | MCP server for grounding verification (exact quotes, citations, code output, repo patterns, arithmetic) using no LLM in the verification path. | No signals yet | 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.