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"A tool for improving the use and understanding of tools" matching MCP servers:
- -securityFlicense-qualityLaunches multiple Browser-Use agents to automatically test websites for UI bugs, broken links, accessibility issues, and other technical problems on both live and localhost sites.Last updated787
- -securityFlicense-qualityTransforms prompts into Chain of Draft (CoD) or Chain of Thought (CoT) format to enhance LLM reasoning quality while reducing token usage by up to 92.4%, supporting multiple LLM providers including Claude, GPT, Ollama, and local models.Last updated1018
- -securityAlicense-qualityProvides Claude with persistent memory and learning capabilities through 10 automatic agents that capture decisions, errors, solutions, and patterns across conversations. Features an anti-compaction system to prevent context loss and enables infinite conversation continuity.Last updated1MIT
- -securityAlicense-qualityDialog MCP Server enables AI assistants to conduct Reddit research through semantic search across 20,000+ indexed subreddits, fetching posts and comments with full citations and URLs. It provides a three-layer architecture (discover → schema → execute) for market research, competitive analysis, aLast updated105MIT
- AsecurityAlicenseCqualitytest server to see how clients handle a lot of toolsLast updated3MIT
- AsecurityAlicenseCqualityA custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.Last updated15MIT
- AsecurityAlicenseAqualityZero-dependency macOS desktop automation for AI agents. Screenshot, mouse, keyboard, clipboard, and window control via MCP. 18 tools, macOS 13+, one command: npx mac-use-mcp.Last updated18385MIT
- -securityAlicense-qualityA meta-server that aggregates multiple MCP servers into a single interface, reducing token usage by 98%+ through progressive tool discovery and direct code execution that processes data between tools without consuming context window space.Last updated169Apache 2.0
- -securityAlicense-qualityAn MCP server that connects any MCP client (like Claude or Cursor) with the browser using browser-use, allowing clients to utilize existing LLMs without requiring additional API keys.Last updated80Apache 2.0
- -securityAlicense-qualityEnables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.Last updated1MIT
- -securityAlicense-qualityA local MCP server that enables AI applications like Claude Desktop to securely access and work with Obsidian vaults, providing capabilities for reading notes, executing templates, and performing semantic searches.Last updated748MIT
- AsecurityAlicenseDqualityFacilitates browser automation with custom capabilities and agent-based interactions, integrated through the browser-use library.Last updated1920MIT
- -securityFlicense-qualityAn MCP server for computer automation that provides tools for screenshots, mouse actions, keyboard input, and drag-and-drop functionality. It supports cross-platform desktop interaction for both Linux (X11) and Windows environments.Last updated6682
- -securityFlicense-qualitySupply chain risk scoring for npm, PyPI, and GitHub reposLast updated1MIT
- -securityAlicense-qualityProvides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.Last updated23MIT
- AsecurityAlicenseCqualityEnables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.Last updated18MIT
- AsecurityFlicense-qualityProvides native macOS computer control tools including mouse and keyboard simulation, screenshot capture, and application management for MCP-compatible agents. It enables AI assistants to directly interact with the macOS operating system and installed apps through standard tool calls.Last updated244
- -securityAlicense-qualityEnables AI agents to control and automate browser actions through an MCP server deployed on Heroku. Supports programmatic browser automation with natural language tasks across multiple LLM providers.Last updated1MIT
- AsecurityAlicenseDqualityAI-driven browser automation server that implements the Model Context Protocol to enable natural language control of web browsers for tasks like navigation, form filling, and visual interaction.Last updated12MIT
- AsecurityFlicenseBqualityMCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.Last updated1114
- AsecurityAlicenseAqualityEncoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.Last updated25116MIT
- -securityFlicense-qualityA FastMCP server that enables browser automation through natural language commands, allowing Language Models to browse the web, fill out forms, click buttons, and perform other web-based tasks via a simple API.Last updated3
- AsecurityFlicenseAqualityEnables AI assistants to scan project dependencies and Infrastructure as Code files for security vulnerabilities and misconfigurations. It also provides automated fixing capabilities to remediate identified security issues.Last updated183
- AsecurityFlicenseDqualityA server built on mcp-framework that enables integration with Claude Desktop through the Model Context Protocol.Last updated11
- -securityAlicense-qualityAn MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.Last updated5MIT
- AsecurityAlicenseBqualityProvides comprehensive word definitions, pronunciations, meanings, and examples for any English word using the Free Dictionary API. Includes a random word-of-the-day feature with difficulty levels for vocabulary building.Last updated22MIT
- AsecurityAlicenseBqualityMCP server that builds itself by creating new tools as needed based on user requests (Requires restart of Claude Desktop to use newly created tools).Last updated425The Unlicense
- AsecurityFlicenseAqualityEnables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.Last updated422
- AsecurityFlicenseCqualityThis server provides a note storage system with a custom URI scheme, allowing users to add and summarize notes, with adjustable summary detail levels.Last updated1
- AsecurityAlicenseAqualityChain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code rLast updated12924MIT
- AsecurityFlicenseCqualityA TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and generate summaries of text notes through Claude Desktop.Last updated11,8951
- -securityAlicense-qualityProvides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.Last updated4MIT
- AsecurityFlicense-qualityEnables AI agents to interact with web browsers using natural language, featuring automated browsing, form filling, vision-based element detection, and structured JSON responses for systematic browser control.Last updated58
- AsecurityAlicenseDqualityA powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.Last updated95MIT
- -securityFlicense-qualityProvides a 'reflect' tool that creates cognitive checkpoints for AI assistants, forcing structured step-by-step reasoning through complex problems to improve accuracy and maintain context during task execution.Last updated16
- MIT
- -securityFlicense-qualityProvides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.Last updated6
- -securityFlicense-qualityEnables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.Last updated
- AsecurityFlicenseAqualityAn MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.Last updated11
- -securityFlicense-qualityA framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.Last updated
- -securityAlicense-qualityAn MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.Last updated131MIT
- -securityAlicense-qualityA local Model Context Protocol (MCP) server that exposes custom tools to Claude Desktop, enabling direct interaction with your local environment. It provides a framework for building and integrating custom TypeScript tools into the Claude interface.Last updated8MIT
- AsecurityAlicenseAqualityThe first open-source MCP server that enables AI to fully control remote macOS systems.Last updated8473MIT
- -securityAlicense-qualityCross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.Last updated10MIT
- AsecurityAlicenseAqualityGraph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.Last updated66MIT
- AsecurityAlicenseCqualityA Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.Last updated41641MIT
- -securityAlicense-qualityProvides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.Last updated4Apache 2.0
- -securityAlicense-qualityAn MCP server that enables AI assistants to control a web browser through natural language commands, allowing them to navigate websites and extract information via SSE transport.Last updated818MIT