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"AI tools for debugging Python code" matching MCP servers:

  • code-graph-mcp

    attaxr
    A
    license
    -
    quality
    B
    maintenance
    Turns a codebase into a queryable graph with semantic search, call graphs, and control/data flow analysis, served to AI coding agents via the Model Context Protocol.
    206
    MIT

  • code-rag-golang

    nullptr-z
    F
    license
    -
    quality
    C
    maintenance
    AI modifies a function but misses 5 callers that also need updating. crag fixes this — it builds precise call graphs via static analysis, so AI knows exactly what's affected before making changes.
    2
  • NetDefense for OPNsense by netdefense-io

    NetDefense for OPNsenseofficial

    netdefense-io
    A
    license
    -
    quality
    A
    maintenance
    Manage a fleet of OPNsense firewalls from an AI agent, inside guardrails it can't drive around. MCP server for central management of OPNsense firewall fleets. 129 tools across devices, config sync, tasks, schedules, templates, backups and remote consoles - destructive actions confirmation-gated, MCP-issued tokens lifetime-bounded, backup and storage secrets excluded from the toolset entirely.
    Apache 2.0

  • Grimoire for Gamemasters

    zafety-vibin
    A
    license
    -
    quality
    B
    maintenance
    Connect to your TTRPG campaign's repository and database. Instead of retrieving prose, its 48 tools (20 read, 28 write) return typed state: 14 entity schemas (NPCs, factions, locations, sessions, lore), relationship and knowledge-graph queries, wiki blocks, and a narrative-state bundle of open threads and canon facts.
    1
    MIT

  • mcp-file-tools

    zoster81
    A
    license
    -
    quality
    A
    maintenance
    MCP server for encoding-aware file operations supporting 24 encodings, with secure directory-restricted tools and optional local execution for ChatGPT Web via OpenAI Secure MCP Tunnel.
    GPL 3.0

  • RegressGuard

    Bharath-code
    A
    license
    -
    quality
    A
    maintenance
    RegressGuard is an MCP server that records a known-good baseline and lets AI coding agents detect regressions (broken API contracts, failing tests, schema changes) during their edit loop, allowing them to self-correct before committing.
    1
    MIT

  • dark-memory-mcp

    Opita-Code
    A
    license
    -
    quality
    A
    maintenance
    An MCP server that provides persistent memory for AI agents, enabling context retention across sessions and supporting vibe-loop workflows where agent promises and deliverables are tracked and validated.
    MIT

  • sooda-mcp

    sooda-ai
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents to communicate with business agents across company boundaries using Google's A2A protocol, with tools for discovery, messaging, and connection management.
    MIT

  • paprika-mcp

    aarons22
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that provides read-only access to the Paprika Recipe Manager, allowing users to list and retrieve recipes, grocery items, and meal plans. It enables seamless interaction with recipe details and category information through the Paprika API.
    4
    MIT

  • Codehelper

    VeyrForge
    F
    license
    B
    quality
    B
    maintenance
    Local-first code intelligence for AI coding assistants: MCP tools, symbol graph search, impact analysis, and auto-index watch for Cursor, Claude Code, and Codex.
    62
    2