What it does

SocratiCode indexes local codebases for AI-native semantic search and code understanding. It chunks code using AST awareness, builds hybrid search indices combining BM25 and embeddings, and automatically constructs dependency graphs and symbol-level call flows. The server runs as a Docker container, keeps indices up-to-date via file watchers, and supports multi-branch and multi-repo indexing at scale—tested on repositories exceeding 40 million lines. All indexing and searching is local by default; cloud embeddings (OpenAI, Google Gemini) are optional.

Who it's for

Backend teams indexing proprietary codebases where sending code off-machine is prohibited. Organizations running multiple AI agents simultaneously on the same project who need a shared, automatically-coordinated knowledge layer. Developers on large monorepos using Claude Code, Cursor, or other AI IDEs who want instant architectural context and semantic search without manual setup.

Common use cases

Search a codebase semantically to find where a feature or concept is implemented across thousands of files.
Analyze code blast radius: understand all dependencies on a changed module before refactoring.
Prime Claude or another AI assistant with architectural context before code generation tasks.
Run multiple independent agents on the same codebase with automatic index coordination.
Navigate code structure visually through the interactive HTML dependency graph explorer.

Setup pitfalls

Requires Docker and Node.js 18+. Large codebases need significant disk space and initial indexing time; resumable checkpoints prevent data loss on interruption.
Reads and writes the entire filesystem to build and maintain indices; isolate the container or carefully review file access permissions.
Classified as high risk due to filesystem and network capabilities—evaluate before running on sensitive systems.
Optional cloud embeddings require API keys (OpenAI, Google Gemini); no CI currently enabled, so verify stability on non-critical codebases first.

Tool name

Description

Destructive?

codebase_index

✓ no

codebase_update

✓ no

codebase_remove⚠

⚠ yes

codebase_stop

✓ no

codebase_watch

✓ no

codebase_search		✓ no
codebase_status		✓ no
codebase_graph_build		✓ no
codebase_graph_query		✓ no
codebase_graph_stats		✓ no
codebase_graph_circular		✓ no
codebase_graph_visualize		✓ no
codebase_graph_remove⚠		⚠ yes
codebase_graph_status		✓ no
codebase_impact		✓ no
codebase_flow		✓ no
codebase_symbol		✓ no
codebase_symbols		✓ no
codebase_context		✓ no
codebase_context_search		✓ no
codebase_context_index		✓ no
codebase_context_remove⚠		⚠ yes
codebase_health		✓ no
codebase_list_projects		✓ no
codebase_about		✓ no

socraticode

What it does

Who it's for

Common use cases

Setup pitfalls