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"A Dockerized Python Code Execution Environment" matching MCP servers:

  • code-graph-mcp

    attaxr
    A
    license
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    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

  • RegressGuard

    Bharath-code
    A
    license
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    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
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    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
  • sandboxapi-mcp by sandboxapi

    sandboxapi-mcpofficial

    sandboxapi
    A
    license
    -
    quality
    D
    maintenance
    Execute code in 8 programming languages via gVisor-sandboxed Docker containers. Supports Python, JS, TS, Go, Java, C++, C, and Bash.
    2
    MIT
  • Last9 Observability MCP by last9

    Last9 Observability MCPofficial

    last9
    A
    license
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    quality
    A
    maintenance
    Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.
    155
    59
    Apache 2.0

  • MPM-Coding

    halflifezyf2680
    A
    license
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    quality
    A
    maintenance
    Provides AI coding assistants with code search, impact analysis, task chaining, and persistent memory to turn AI demos into deliverable code.
    16
    MIT

  • mcp-exec

    inhuman
    A
    license
    -
    quality
    B
    maintenance
    MCP server that executes caller-supplied Python code in a network-isolated, locked-down sandbox and returns stdout/stderr/exit code. Supports stdio, HTTP, and SSE transports with optional auth.
    1
    MIT

  • lightpanda-mcp-server

    Brilhante29
    A
    license
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    quality
    C
    maintenance
    MCP server for Lightpanda headless browser enabling ultra-fast HTML extraction, markdown conversion, and JavaScript execution with 16x lower memory footprint than Chrome.
    MIT

  • runeward

    Runewardd
    A
    license
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    quality
    A
    maintenance
    Governed execution cells for AI agents via MCP; provides shell, code, file, and browser tools inside isolated, policy-enforced Citadels with deny-by-default security, human-in-the-loop approvals, and tamper-evident audit trails.
    1
    Apache 2.0

  • Gortex

    zzet
    A
    license
    -
    quality
    A
    maintenance
    High-performance code graph and code intelligence engine. Index code base into knowledge graph, supports 257 languages and native multi repositories environment
    1,133
    Apache 2.0

  • go-mcp-postgres

    guoling2008
    A
    license
    -
    quality
    D
    maintenance
    what is go-mcp-postgres? go-mcp-postgres is a Model Context Protocol (MCP) server designed for interacting with Postgres databases, allowing for easy CRUD operations and automation without the need for a Node.js or Python environment.
    7
    MIT

  • venv-manager

    jacopobonomi
    A
    license
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    quality
    A
    maintenance
    Python venv runtime for AI agents. MCP server exposing list/create/describe/install/run/exec/snapshot/rollback/scan as typed tools
    47
    MIT

  • Herald

    kOlapsis
    A
    license
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    quality
    B
    maintenance
    The self-hosted MCP bridge between Claude Chat and Claude Code.
    46
    AGPL 3.0

  • Env Validator

    pouyasadri
    F
    license
    -
    quality
    A
    maintenance
    An MCP (Model Context Protocol) server that inspects your local development environment and reports missing dependencies, version mismatches, and misconfigured environment variables to any MCP-compatible AI assistant. Works with Claude Desktop, Cursor, Gemini CLI, and any other client that supports stdio-transport MCP servers.