Analyze code files to identify top-level symbols and their structure, providing a quick overview for understanding new codebases or files.
MIT
114,655 tools. Last updated 2026-04-22 01:34
- Open a new browser tab in Pilot's persistent Chromium instance, optionally navigating to a specific URL for automated web interactions.MIT
- Analyze entire codebases to identify patterns, duplications, architectural issues, and suggest improvements for architecture, security, performance, or general code quality.MIT
- Retrieve README files from GitHub repositories to access project overviews, installation guides, and usage examples for understanding codebases.
- Discover available project documentation files by listing titles, descriptions, and metadata to explore codebases and find relevant resources.MIT
- Builds a searchable index for codebases by processing all files in a configured directory, enabling fast semantic searches with natural language queries.
Matching MCP Servers
- -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
- AsecurityAlicenseBqualityEnables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.Last updated15457MIT
Matching MCP Connectors
Manage your Canvas coursework with quick access to courses, assignments, and grades. Track upcomin…
No account needed — connect, sign up, and query mobile attribution data from any AI tool
- Analyze codebases and design user interfaces using Google Gemini's visual understanding and detective capabilities for rapid prototyping and comprehensive analysis.MIT
- Analyze chat interfaces by sending test messages and capturing network traffic to identify streaming API endpoints, Server-Sent Events, and WebSocket connections for public chat analysis.
- Analyzes large codebases by distributing files across multiple LLM services for parallel processing, reducing analysis time for projects with 20+ files.
- Analyze Apple API relationships to discover inheritance, protocol conformances, and recommended alternatives for understanding how APIs work together.MIT
- Retrieve detailed WCAG 2.2 success criterion information by reference number, including complete Understanding documentation for accessibility compliance.
- Extract function names from PureScript code snippets, focusing solely on functions while excluding data types and classes. Ideal for quick code analysis and understanding.MIT
- Analyze project directories to detect languages, frameworks, entry points, structure, and dependencies for comprehensive project understanding.
- Analyze codebases to extract functions, classes, methods, and other symbols into LLM-optimized markdown for AI assistants to understand project structures efficiently.
- Retrieve the current working directory used by the IDE server to understand project context. Requires the IDE server to be running. Part of the PureScript MCP Server tools for efficient development workflows.MIT
- Retrieve type signatures of functions, variables, or values in PureScript code to understand input and output details. Requires an active IDE server and loaded modules for accurate lookups.MIT
- Retrieve comprehensive SFCC class documentation including examples and detailed descriptions to support in-depth development understanding.MIT
- Generate images from text descriptions using Google's Gemini AI for contextual understanding, editing, composition, and iterative refinement.MIT
- Extract 'where' clauses from PureScript functions to identify local helper functions and variables, aiding in understanding function implementation details.MIT
- Disassemble LPC files to display compiled bytecode for debugging and understanding code compilation processes.BSD Zero Clause
- Access Apple technology guides and tutorials for learning frameworks, understanding architectural overviews, and implementing best practices across iOS, macOS, and other platforms.MIT
- Browse repositories within a Bitbucket project or across all accessible projects to find repository slugs, explore codebases, and understand repository structure.Apache 2.0
- Analyze GDScript code structure to extract symbols, functions, and dependencies for understanding Godot game engine codebases.MIT
- Analyzes task characteristics to automatically select the best LLM service for processing, such as Gemini for large codebases or Qwen for code review.
- Analyze API relationships to discover inheritance, protocol conformances, and Apple's recommended alternatives for understanding how APIs work together.Apache 2.0
- Create structured website maps to analyze site structure, discover content, and audit navigation paths for better understanding of web architecture.MIT
- Create structured website maps to analyze site architecture, discover content, and audit navigation paths for better understanding of web structure.MIT
- View scheduled tasks for a Minecraft server to monitor automated activities and manage server operations.
- Discover available video analysis functions including timestamp grounding, text extraction, summarization, and Q&A for hours-long videos.
- Retrieve a detailed directory listing from Obsidian iCloud MCP, distinguishing files and directories with [FILE] and [DIR] prefixes. Essential for navigating and identifying specific items within your Obsidian vault.MIT
- Analyze codebases to answer questions about structure, logic, and improvements. Use Repomix and Gemini 2.5 Pro for detailed insights into your code directory or pre-packed files.MIT
- Delete a specific backup for a Minecraft server by providing the server ID and backup ID to remove unnecessary backup files.
- Create comprehensive markdown documentation for codebases or files, detailing code elements and existing documentation to improve project understanding.MIT
- Analyze directory structures to generate markdown trees with file and folder counts for codebase understanding, issue identification, and technical debt assessment.MIT
- Retrieve configuration details and status information for a specific SpinupWP server using its unique server ID.MIT
- Retrieve project context including statistics, activity, and team details to provide AI systems with comprehensive project understanding for informed decision-making.MIT
- Retrieve detailed context about project initiatives to enhance AI understanding and decision-making for project management tasks.MIT
- Analyze and map dependencies in codebases to identify internal module relationships and external package dependencies for better project understanding.
- Permanently remove a game server and all associated data including files, databases, and backups. This admin action cannot be undone, so consider creating a backup first.MIT
- Create a new analysis suite and dispatch an AI crawling agent to automatically discover and map web application structure by navigating from a starting URL.MIT
- Find code by meaning using semantic search with graph analysis. Discover features and architectural patterns in Java, Kotlin, and TypeScript codebases through natural language queries.MIT
- Retrieve Airflow DAG source code to analyze tasks, dependencies, schedule, and configuration for debugging or understanding pipeline structure.
- Check server availability and get basic information like version and server time to verify connectivity without complex API calls.Apache 2.0
- Retrieve BTCPay Server version, supported features, and system status to verify connectivity and check available functionality.MIT
- Initialize the language server for a project directory to enable code analysis features like finding references, getting type information, and checking diagnostics.MIT
- Generate hierarchical file trees displaying directory groupings, file sizes, and top symbols per file to map project structure and orient in unfamiliar codebases.AGPL 3.0
- Identify all code that references, calls, extends, or implements a specific entity to answer 'who uses this code?' for impact analysis before refactoring or detecting dead code in Java, Kotlin, and TypeScript codebases.MIT
- Check which directories the Project Explorer MCP Server can access to understand available exploration paths before using other tools.MIT
- Open a file in the LSP server for analysis to enable diagnostics, hover information, and completions. Specify the language for appropriate language service handling.MIT
- Check server health and browser connection status to verify the CamoFox automation server is operational before use.MIT
- Check server health status, authentication state, and active sessions to verify readiness for research workflows. Use this tool to ensure the server is properly configured before starting tasks.MIT