A
licenseA
qualityA
maintenanceValidates AI-generated Python: syntax, lint, security scan and deterministic repair.
8
3
MIT
72,352 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
ai.statemind
ai.statemind.api
io.github.max124vip-dev
ai.smithery
"AI tools for debugging Python code" matching MCP servers:
- AlicenseAqualityAmaintenance50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.503765MIT
- Alicense-qualityDmaintenanceProvides 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.32Apache 2.0
- Alicense-qualityDmaintenanceEnables to interact with Tsurugi RDBMS by executing SQL (DDL, DML, SELECT) and retrieving metadata through MCP.Apache 2.0
QR Code AI MCPofficial
Alicense-qualityAmaintenanceQR Code AI - MCP server providing AI-powered tools and automation by MEOK AI Labs10MIT- Alicense-qualityAmaintenanceCode Reviewer AI - MCP server providing AI-powered tools and automation by MEOK AI Labs6MIT
- Alicense-qualityDmaintenanceEnables AI agents to search, watch, summarize, clip, and extract transcripts from YouTube videos, all without needing an API key or leaving the chat.1345Apache 2.0
- Alicense-qualityFmaintenanceEnables 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.62MIT
- Alicense-qualityBmaintenanceProvides a sandboxed Docker environment for executing Python code against API endpoints, exposing tools for discovery, inspection, execution, and reuse.10MIT
- Alicense-qualityDmaintenanceConnects Claude Code with multiple AI models (Gemini, Grok-3, ChatGPT, DeepSeek) simultaneously, allowing users to get diverse AI perspectives, conduct AI debates, and leverage each model's unique strengths.151MIT
FlowFlox Tools for Difyofficial
Flicense-qualityBmaintenanceProvides Dify apps with a secure, app-scoped MCP tool catalog and action gateway for authorized FlowFlox operations, enabling intent-driven planning and fixed operational processes without exposing global credentials.- Flicense-qualityDmaintenanceA Model Context Protocol server that enables AI agents to query a Graphiti knowledge graph and pgvector document store for evidence-backed responses via hybrid search and RAG.
- AlicenseAqualityCmaintenanceIntegrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.3Apache 2.0
- AlicenseAqualityDmaintenanceWebhook management and testing tools for AI agents. Provides tools for sending, validating, generating, and debugging webhooks.545MIT
- AlicenseAqualityDmaintenanceA Python MCP server for Metabase that enables AI assistants to query databases, manage dashboards, and interact with your Metabase instance.19MIT
- AlicenseAqualityCmaintenanceMCP server for E2B code sandbox, enabling creation, management, and execution of code in secure sandboxes using Python and shell commands.41MIT
- AlicenseAqualityBmaintenancePaybond Kit for Python is the PyPI package for tenant-bound Paybond integrations and delegated agent spend controls. It opens hosted Gateway sessions, verifies capability tokens, authorizes tool-call spend, signs intent and evidence payloads, uses Stripe Connect, Stripe ACH Direct Debit, or x402 / USDC-on-Base settlement rails, reads tenant-scoped Signal, fraud, ledger, protocol, and A2A data, and311Apache 2.0
- AlicenseAqualityDmaintenanceAn MCP server for BitBucket Cloud operations that enables AI agents to manage repositories, branches, pull requests, and search code.32MIT
Code-Fundi MCP Serverofficial
AlicenseAqualityAmaintenanceA production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.27831MIT- AlicenseAqualityCmaintenanceA Python-based MCP server that enables users to interact with the esa.io API for documentation management. It provides tools for retrieving user information and performing full CRUD operations on articles.61MIT