Socraticode

{
  "mcpServers": {
    "socraticode": {
      "command": "npx",
      "args": [
        "-y",
        "socraticode"
      ],
      "env": {
        "OPENAI_API_KEY": "your-value",
        "GOOGLE_API_KEY": "your-value",
        "OLLAMA_API_KEY": "your-value",
        "LMSTUDIO_API_KEY": "your-value",
        "LITELLM_API_KEY": "your-value",
        "QDRANT_API_KEY": "your-value"
      }
    }
  }
}

claude mcp add --env OPENAI_API_KEY=your-value --env GOOGLE_API_KEY=your-value --env OLLAMA_API_KEY=your-value --env LMSTUDIO_API_KEY=your-value --env LITELLM_API_KEY=your-value --env QDRANT_API_KEY=your-value --transport stdio socraticode -- npx -y socraticode

{
  "mcpServers": {
    "socraticode": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "socraticode"
      ],
      "env": {
        "OPENAI_API_KEY": "your-value",
        "GOOGLE_API_KEY": "your-value",
        "OLLAMA_API_KEY": "your-value",
        "LMSTUDIO_API_KEY": "your-value",
        "LITELLM_API_KEY": "your-value",
        "QDRANT_API_KEY": "your-value"
      }
    }
  }
}

{
  "inputs": [
    {
      "type": "promptString",
      "id": "openai_api_key",
      "description": "OPENAI_API_KEY",
      "password": true
    },
    {
      "type": "promptString",
      "id": "google_api_key",
      "description": "GOOGLE_API_KEY",
      "password": true
    },
    {
      "type": "promptString",
      "id": "ollama_api_key",
      "description": "OLLAMA_API_KEY",
      "password": true
    },
    {
      "type": "promptString",
      "id": "lmstudio_api_key",
      "description": "LMSTUDIO_API_KEY",
      "password": true
    },
    {
      "type": "promptString",
      "id": "litellm_api_key",
      "description": "LITELLM_API_KEY",
      "password": true
    },
    {
      "type": "promptString",
      "id": "qdrant_api_key",
      "description": "QDRANT_API_KEY",
      "password": true
    }
  ],
  "servers": {
    "socraticode": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "socraticode"
      ],
      "env": {
        "OPENAI_API_KEY": "${input:openai_api_key}",
        "GOOGLE_API_KEY": "${input:google_api_key}",
        "OLLAMA_API_KEY": "${input:ollama_api_key}",
        "LMSTUDIO_API_KEY": "${input:lmstudio_api_key}",
        "LITELLM_API_KEY": "${input:litellm_api_key}",
        "QDRANT_API_KEY": "${input:qdrant_api_key}"
      }
    }
  }
}

Config formats checked against the official docs on Oct 7, 2026: modelcontextprotocol.io (opens in a new tab), code.claude.com (opens in a new tab), cursor.com (opens in a new tab), code.visualstudio.com (opens in a new tab).

• codebase_index

  Start indexing a codebase in the background (poll codebasestatus for progress)

• codebase_stop

  Gracefully stop an in-progress indexing operation (current batch finishes and checkpoints; resume with codebaseindex)

• codebase_update

  Incremental update — only re-indexes changed files

• codebase_remove

  Remove a project's index (safely stops watcher, cancels in-flight indexing/update, waits for graph build)

• codebase_prune

  Inventory every stored project identity with its collections and metadata; delete one only by exact identity, fresh…

• codebase_watch

  Start/stop file watching — on start, catches up missed changes then watches for future ones

• codebase_search

  Hybrid semantic + keyword search (dense + BM25, RRF-fused) with optional file path, language filters, and…

• codebase_status

  Check index status and chunk count

• codebase_graph_build

  Build a polyglot dependency graph (runs in background — poll with codebasegraphstatus)

• codebase_graph_query

  Query imports and dependents for a specific file

• codebase_graph_stats

  Get graph statistics (most connected files, orphans, language breakdown)

• codebase_graph_circular

  Detect circular dependencies

• codebase_graph_visualize

  Generate a Mermaid diagram (mode=mermaid, default) or an interactive HTML explorer (mode=interactive) of the…

• codebase_graph_status

  Check graph build progress or persisted graph metadata (advises when few captured imports resolved, so a near-empty…

• codebase_graph_remove

  Remove a project's persisted code graph (waits for in-flight graph build to finish first)

• codebase_impact

  Blast radius — what files break if you change file/function X (BFS through reverse-call edges).

• codebase_flow

  Trace forward execution flow from an entry point. Call with no args to discover entry points (orphans, main(),…

• codebase_symbol

  360° view of one symbol — its definition, callers, and callees.

• codebase_symbols

  List symbols in a file or search by name across the project

• codebase_health

  Check Docker, Qdrant, and embedding provider status

• codebase_list_projects

  List all indexed projects with paths and metadata

• codebase_about

  Display info about SocratiCode

• codebase_context

  List all context artifacts defined in .socraticodecontextartifacts.json with names, descriptions, and index status

• codebase_context_search

  Semantic search across context artifacts (auto-indexes on first use, auto-detects staleness)

• codebase_context_index

  Index or re-index all artifacts from .socraticodecontextartifacts.json

• codebase_context_remove

  Remove all indexed context artifacts for a project (blocked while indexing is in progress)

"There is only one good, knowledge, and one evil, ignorance." — Socrates Your AI reads code. SocratiCode understands it.

• ai
• ai-assistant
• embeddings
• mcp
• semantic
• vector-database
• vector-embeddings
• vector-search
• claude
• codebase-intelligence