Koskamo

SocratiCode MCP

An open-source codebase context engine that provides AI assistants with deep semantic understanding of entire codebases and infrastructure. It supports hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis, and interactive HTML viewing, all while maintaining privacy and requiring zero configuration.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

SocratiCode MCP logo, by giancarloerraCommunity listingLocal stdioSource reviewed; not executedPublished by giancarloerra
Vendor documentation

Checks and signals

Each line is separate evidence, not a trust score.

  • Popularity 3,364 GitHub stars

What you can do with it

  • Perform hybrid semantic search across large codebases
  • Generate polyglot dependency graphs for code analysis
  • Conduct symbol-level impact analysis and call-flow tracing
  • Enable cross-project and branch-aware code search

Source and maintenance

Community listingRegistry 1.16.1AGPL-3.0
Last repository push
Latest release
v1.16.1
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

socraticode 1.16.1

npm
socraticode package definition
{
  "version": "1.16.1",
  "transport": "stdio",
  "identifier": "socraticode",
  "registryType": "npm",
  "environmentVariables": [
    {
      "name": "EMBEDDING_PROVIDER",
      "format": "string",
      "description": "Embedding provider to use: ollama (default), openai, google, lmstudio, or litellm"
    },
    {
      "name": "OPENAI_API_KEY",
      "format": "string",
      "description": "API key for OpenAI embeddings (required only when EMBEDDING_PROVIDER=openai)"
    },
    {
      "name": "GOOGLE_API_KEY",
      "format": "string",
      "description": "API key for Google embeddings (required only when EMBEDDING_PROVIDER=google)"
    },
    {
      "name": "OLLAMA_URL",
      "format": "string",
      "description": "URL of the Ollama server (default: auto-detected; Docker-managed or http://localhost:11434)"
    },
    {
      "name": "EMBEDDING_MODEL",
      "format": "string",
      "description": "Embedding model name (defaults per provider; required for lmstudio and litellm)"
    },
    {
      "name": "EMBEDDING_DIMENSIONS",
      "format": "string",
      "description": "Embedding vector dimensions (defaults per provider; required for lmstudio and litellm)"
    },
    {
      "name": "OLLAMA_MODE",
      "format": "string",
      "description": "Ollama mode: auto (default), docker, or external"
    },
    {
      "name": "OLLAMA_API_KEY",
      "format": "string",
      "description": "Optional API key for authenticated Ollama proxies"
    },
    {
      "name": "LMSTUDIO_URL",
      "format": "string",
      "description": "LM Studio OpenAI-compatible base URL (default: http://localhost:1234/v1)"
    },
    {
      "name": "LMSTUDIO_API_KEY",
      "format": "string",
      "description": "Optional API key when LM Studio authentication is enabled"
    },
    {
      "name": "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING",
      "format": "string",
      "description": "Allow compatible embedding servers without a models endpoint to be probed directly"
    },
    {
      "name": "LITELLM_URL",
      "format": "string",
      "description": "LiteLLM OpenAI-compatible base URL (default: http://localhost:4000/v1)"
    },
    {
      "name": "LITELLM_API_KEY",
      "format": "string",
      "description": "LiteLLM master or virtual API key (required when EMBEDDING_PROVIDER=litellm)"
    },
    {
      "name": "LITELLM_SEND_DIMENSIONS",
      "format": "string",
      "description": "Forward the dimensions parameter through LiteLLM when explicitly enabled"
    },
    {
      "name": "QDRANT_MODE",
      "format": "string",
      "description": "Qdrant mode: managed (default, Docker-managed) or external (user-provided instance)"
    },
    {
      "name": "QDRANT_URL",
      "format": "string",
      "description": "Full URL for remote/cloud Qdrant (e.g. https://xyz.cloud.qdrant.io:6333). Only needed when QDRANT_MODE=external"
    },
    {
      "name": "QDRANT_API_KEY",
      "format": "string",
      "description": "API key for remote Qdrant instance. Only needed when QDRANT_MODE=external"
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · repository · passed · metadata changed · updated
  • · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "socraticode-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "socraticode@1.16.1"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "<YOUR_EMBEDDING_PROVIDER>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "GOOGLE_API_KEY": "<YOUR_GOOGLE_API_KEY>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "EMBEDDING_DIMENSIONS": "<YOUR_EMBEDDING_DIMENSIONS>",
        "OLLAMA_MODE": "<YOUR_OLLAMA_MODE>",
        "OLLAMA_API_KEY": "<YOUR_OLLAMA_API_KEY>",
        "LMSTUDIO_URL": "<YOUR_LMSTUDIO_URL>",
        "LMSTUDIO_API_KEY": "<YOUR_LMSTUDIO_API_KEY>",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "<YOUR_LMSTUDIO_ALLOW_MISSING_MODEL_LISTING>",
        "LITELLM_URL": "<YOUR_LITELLM_URL>",
        "LITELLM_API_KEY": "<YOUR_LITELLM_API_KEY>",
        "LITELLM_SEND_DIMENSIONS": "<YOUR_LITELLM_SEND_DIMENSIONS>",
        "QDRANT_MODE": "<YOUR_QDRANT_MODE>",
        "QDRANT_URL": "<YOUR_QDRANT_URL>",
        "QDRANT_API_KEY": "<YOUR_QDRANT_API_KEY>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "socraticode-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "socraticode@1.16.1"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "<YOUR_EMBEDDING_PROVIDER>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "GOOGLE_API_KEY": "<YOUR_GOOGLE_API_KEY>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "EMBEDDING_DIMENSIONS": "<YOUR_EMBEDDING_DIMENSIONS>",
        "OLLAMA_MODE": "<YOUR_OLLAMA_MODE>",
        "OLLAMA_API_KEY": "<YOUR_OLLAMA_API_KEY>",
        "LMSTUDIO_URL": "<YOUR_LMSTUDIO_URL>",
        "LMSTUDIO_API_KEY": "<YOUR_LMSTUDIO_API_KEY>",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "<YOUR_LMSTUDIO_ALLOW_MISSING_MODEL_LISTING>",
        "LITELLM_URL": "<YOUR_LITELLM_URL>",
        "LITELLM_API_KEY": "<YOUR_LITELLM_API_KEY>",
        "LITELLM_SEND_DIMENSIONS": "<YOUR_LITELLM_SEND_DIMENSIONS>",
        "QDRANT_MODE": "<YOUR_QDRANT_MODE>",
        "QDRANT_URL": "<YOUR_QDRANT_URL>",
        "QDRANT_API_KEY": "<YOUR_QDRANT_API_KEY>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.
VS Code configuration
{
  "servers": {
    "socraticode-mcp": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "socraticode@1.16.1"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "<YOUR_EMBEDDING_PROVIDER>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "GOOGLE_API_KEY": "<YOUR_GOOGLE_API_KEY>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "EMBEDDING_DIMENSIONS": "<YOUR_EMBEDDING_DIMENSIONS>",
        "OLLAMA_MODE": "<YOUR_OLLAMA_MODE>",
        "OLLAMA_API_KEY": "<YOUR_OLLAMA_API_KEY>",
        "LMSTUDIO_URL": "<YOUR_LMSTUDIO_URL>",
        "LMSTUDIO_API_KEY": "<YOUR_LMSTUDIO_API_KEY>",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "<YOUR_LMSTUDIO_ALLOW_MISSING_MODEL_LISTING>",
        "LITELLM_URL": "<YOUR_LITELLM_URL>",
        "LITELLM_API_KEY": "<YOUR_LITELLM_API_KEY>",
        "LITELLM_SEND_DIMENSIONS": "<YOUR_LITELLM_SEND_DIMENSIONS>",
        "QDRANT_MODE": "<YOUR_QDRANT_MODE>",
        "QDRANT_URL": "<YOUR_QDRANT_URL>",
        "QDRANT_API_KEY": "<YOUR_QDRANT_API_KEY>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.
Claude Desktop configuration
{
  "mcpServers": {
    "socraticode-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "socraticode@1.16.1"
      ],
      "env": {
        "EMBEDDING_PROVIDER": "<YOUR_EMBEDDING_PROVIDER>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "GOOGLE_API_KEY": "<YOUR_GOOGLE_API_KEY>",
        "OLLAMA_URL": "<YOUR_OLLAMA_URL>",
        "EMBEDDING_MODEL": "<YOUR_EMBEDDING_MODEL>",
        "EMBEDDING_DIMENSIONS": "<YOUR_EMBEDDING_DIMENSIONS>",
        "OLLAMA_MODE": "<YOUR_OLLAMA_MODE>",
        "OLLAMA_API_KEY": "<YOUR_OLLAMA_API_KEY>",
        "LMSTUDIO_URL": "<YOUR_LMSTUDIO_URL>",
        "LMSTUDIO_API_KEY": "<YOUR_LMSTUDIO_API_KEY>",
        "LMSTUDIO_ALLOW_MISSING_MODEL_LISTING": "<YOUR_LMSTUDIO_ALLOW_MISSING_MODEL_LISTING>",
        "LITELLM_URL": "<YOUR_LITELLM_URL>",
        "LITELLM_API_KEY": "<YOUR_LITELLM_API_KEY>",
        "LITELLM_SEND_DIMENSIONS": "<YOUR_LITELLM_SEND_DIMENSIONS>",
        "QDRANT_MODE": "<YOUR_QDRANT_MODE>",
        "QDRANT_URL": "<YOUR_QDRANT_URL>",
        "QDRANT_API_KEY": "<YOUR_QDRANT_API_KEY>"
      }
    }
  }
}

Let your agent find its tools

Find servers like SocratiCode MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.