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.
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
- 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
{
"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.
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.
Cursor
{
"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
{
"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
{
"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
{
"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.