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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.
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"Parsing and Unparsing CSV Files for AI Context Use" matching MCP servers:
- AsecurityAlicense-qualityComprehensive CSV processing MCP server with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ filesLast updated3922MIT
- -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
- AsecurityAlicense-qualityAn MCP server that enables AI assistants to load, query, and analyze local CSV files using tools for filtering, aggregation, and grouping. It provides capabilities to describe schemas, calculate statistics, and sample data directly from CSV files.Last updated6MIT
- AsecurityFlicense-qualityAn MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.Last updated32
- -securityAlicense-qualityCSV File MCP Server by CDataLast updatedMIT
- -securityFlicense-qualityEnables AI agents to safely explore directories, read files, search content by pattern or filename, and edit files with checksum verification and dry-run preview within sandboxed filesystem access.Last updated270
- AsecurityFlicense-qualityEnables comprehensive CSV file management including creating, editing, analyzing, and transforming CSV data anywhere in the filesystem. Provides statistical analysis, data validation, filtering, and grouping capabilities through MCP protocol over stdio transport.Last updated15
- -securityFlicense-qualityA spreadsheet and CSV analysis toolkit for AI agents that enables loading CSV files, filtering and querying data, computing statistics, creating aggregations, building pivot tables, and exporting chart-ready data using pandas.Last updated
- -securityAlicense-qualityA local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.Last updated6MIT
- -securityAlicense-qualityA very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.Last updated440MIT
- AsecurityAlicense-qualityZero-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-qualityEnables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.Last updated56MIT
- Apache 2.0
- AsecurityAlicenseBqualityGEO (Generative Engine Optimisation). This tool shows you exactly how AI search engines see your content - claim density, writing quality, E-E-A-T signals, extractability. Research-backed metrics that correlate with 40% higher AI citation rates.Last updated23715MIT
- -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
- AsecurityFlicense-qualityEnables 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
- AsecurityAlicense-qualityFacilitates 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
- -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
- AsecurityAlicense-qualityEnables downloading Amazon order history as CSV files with support for orders, items, shipments, and transactions across 16 Amazon regional sites using browser automation.Last updated114MIT
- AsecurityAlicense-qualityAI-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
- 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
- AsecurityFlicense-qualityEnables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.Last updated422
- AsecurityAlicense-qualityEnables 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
- -securityFlicense-qualityAn advanced Model Context Protocol server that integrates real-time weather data, local file system navigation, and geographic information with AI-powered analysis tools. It enables users to perform complex data evaluations and manage files while accessing live climatic and demographic data through compatible MCP clients.Last updated1
Fraim Context MCPofficial
-securityFlicense-qualityEnables semantic search of project documentation using hybrid vector and full-text search with fast and deep query modes for immediate results or complex multi-round synthesis.Last updated- -securityAlicense-qualityAn MCP server that provides persistent, cross-session memory and team knowledge sharing for AI development workflows. It enables project DNA scanning, semantic search, context budgeting, and git-aware indexing to prevent AI context loss between sessions.Last updatedMIT
- -securityAlicense-qualityA persistent memory and context management system for AI CLI tools that utilizes a three-layer architecture and semantic search to prevent context loss between sessions. It provides time-aware orientation and smart memory routing to help AI agents maintain project knowledge and architectural decisions.Last updated231MIT
- AsecurityFlicense-qualityThis 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
- -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
- -securityAlicense-qualityAn open-source memory layer that provides persistent project context and architectural history for AI development tools across multiple platforms and sessions. It enables AI assistants to maintain a shared understanding of codebases while integrating directly with services like Notion for documentation management.Last updated15119MIT
- -securityAlicense-qualityClaude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.Last updated125,935MIT
- -securityAlicense-qualityProvides a secure, constrained filesystem workspace for LLM agents to manage files, notes, and code artifacts via stdio or remote HTTP. It features granular access controls, including extension whitelisting, storage quotas, and immutable paths for safe automated file operations.Last updatedBSD 3-Clause
- 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
- Apache 2.0
- -securityFlicense-qualityA Model Context Protocol server that collects, analyzes, and manages AI use case data from various information sources with features for web scraping, data analysis, and trend identification.Last updated
- AsecurityAlicense-qualityThe first open-source MCP server that enables AI to fully control remote macOS systems.Last updated8473MIT
- AsecurityAlicense-qualityProvides persistent context management for AI agents by storing and querying semantic information using Upstash Vector DB and Google AI embeddings. It enables semantic search, batch operations, and metadata filtering to help agents retrieve relevant stored knowledge.Last updated63MIT
- -securityAlicense-qualityYour AI forgets everything between sessions. This fixes that — 98%+ retrieval accuracy, With llm 100% on LongMemEval, 99% token savings. 44 MCP tools. Fully local, zero cost.Last updated3049MIT
- -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
- -securityFlicense-qualityMCP server enabling LLMs to perform browser tasks via SSE transport, allowing clients like Cursor.ai and Claude to open websites and interact with web content through natural language commands.Last updated1
- AsecurityFlicense-qualityA 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
- AsecurityAlicense-qualityProvides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.Last updated1015640
- AsecurityAlicenseAqualityA high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.Last updated183MIT
- AsecurityAlicenseAqualityLong AI conversations fail in predictable ways. Context-First fixes all four: Failure Mode What Goes Wrong Context-First Solution Context Drift AI forgets earlier decisions and intent as the conversation grows context_loop + detect_drift continuously re-anchor every turn Silent Contradiction New inputs silently overrule established facts — the AI doesn't notice detect_conflicts compares every inpLast updated28MIT
- PythonApache 2.0
- AsecurityFlicense-qualityGive your AI agents access to 8,500+ community curated awesome lists with over 1 million curated resources.Last updated246
- AsecurityAlicense-qualityEnables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.Last updated311MIT
