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Queryable concept map of a codebase for LLM coding agents

Project description

combfind

Give an AI agent a codebase. combfind tells it where to look.

combfind builds a local index of a repository so an agent can find the right files and functions for a task with a plain-text query, without reading the entire codebase.

Install

pip install "combfind[llm]" \
  --extra-index-url https://abetlen.github.io/llama-cpp-python/whl/cpu

Download a model (one-time, ~2 GB):

combfind download-model

Usage

# Index a repository (requires a local LLM model)
combfind init /path/to/repo --db repo.db

# Query it
combfind query "how does authentication work" --db repo.db
combfind query "where are database migrations" --db repo.db --format json

Query output (JSON)

[
  {
    "rank": 1,
    "concept": "Token Refresh",
    "role": "implementation",
    "score": 0.87,
    "files": [{"path": "auth/service.py", "start_line": 42, "end_line": 91}],
    "symbols": ["AuthService.refresh", "AuthService.validate"],
    "why_relevant": "Handles session token validation and refresh logic.",
    "sibling_implementations": []
  }
]

Init options

Flag Default Description
--db <repo_path>/.combfind.db Output path
--llm-model auto-detected Path to a GGUF model file
--exclude-paths - Paths to skip relative to repo root (repeatable)
--exclude-regex - Regex matched against file paths to skip

Query options

Flag Default Description
--db .combfind.db Database to query
--top-k 5 Number of results to return
--format text Output format: text or json

Environment variables

Variable Default Description
COMBFIND_LOG_LEVEL info Log verbosity: debug, info, warning, error

Supported languages

Python, Go. More languages can be added via tree-sitter grammars.

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