Qdrant Vector Database
Provides a vector database for storing and retrieving code snippets through semantic search using Docker containers and sentence-transformers embeddings
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File Converter MCP Server
A local file operations skill for AI agents: convert, inspect, archive, and extract text
Code Merge
Enables code analysis and merging from multiple files in a project with efficient handling of file trees, content compression, and filtering through .gitignore…
zephex
Zephex is a hosted MCP gateway built for AI coding editors. It gives your agent 10 ready-to-use tools — check npm packages for vulnerabilities, audit security…
Code Indexer
Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across multiple programming languages through…
Conda Executor
Executes Python code within isolated Conda environments, enabling secure and flexible code generation and execution for tasks like data analysis and algorithm…
Python Toolbox
Integrates Python development tools for file operations, code analysis, project management, and safe code execution, enabling advanced programming workflows…
Code Sandbox
Provides secure, isolated Python code execution environments with modular architecture for running untrusted code, testing solutions, generating…
Code Explainer
Integrates with Cloudflare Workers to provide code explanation services, including architecture diagram generation, core functionality identification, and…
Pocketbase
# pocketbase-mcp [](LICENSE) [
Puter
Puter MCP lets your AI tools (Claude Code, Codex, or any other MCP-compatible client) interact with your Puter resources: managing files, publishing websites…
Mcp Await
Condition watcher for AI assistants — wait for ports, files, URLs, processes, and more
Backup
Provides specialized backup and restoration for code editing tools, creating timestamped snapshots with contextual metadata that preserve both file content and…
GitHub PR Diff
Integrates with GitHub's Pull Request API to extract diff content, enabling automated code review and analysis workflows.
VS Code
Enables direct interaction with VS Code through bidirectional communication, providing tools for file diffing, project navigation, shell command execution, and…
Code Runner
Executes code snippets in over 30 programming languages by creating temporary files and running them with appropriate interpreters, enabling direct testing and…
ast-grep
Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis and…
Code Analyzer
Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and…
Coder Toolbox
Integrates Java code analysis, manipulation, and testing tools for efficient software development workflows and automated code operations.
Code Scanner Server
Analyzes source code across multiple programming languages to extract structural information like classes, functions, and variables, with flexible filtering…
Code Assist
Enables code modification and generation tasks through file operations, search-and-replace, and version control integration for automated refactoring and…
File Editor
Provides file operations for reading, writing, and editing on host systems.
API2MCPTools
Converts JSON API definitions into executable tools, enabling seamless integration of external APIs without modifying core server code.
Activepieces
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI…