# Loregrep
[](https://crates.io/crates/loregrep)
[](https://pypi.org/project/loregrep/)
[](https://github.com/Vasu014/loregrep/actions/workflows/rust-ci.yml)
[](https://github.com/Vasu014/loregrep#license)
**Structural code intelligence for AI coding agents.**
Loregrep parses a repository with [tree-sitter](https://tree-sitter.github.io/) into a fast
in-memory index and exposes it as a small set of tools an agent can call — returning precise,
structured JSON (names, signatures, callers, imports, line numbers) instead of raw text matches.
It's the *context engine* an agent calls; it is **not** an AI itself.
> Ask "where is `parse_config` defined", "what calls it", "what does this file export", or "give me
> a map of this repo" — and get exact answers, cheaper on tokens than grepping and reading files.
**Languages:** Rust · Python · TypeScript/TSX (Go, JavaScript planned)
---
```mermaid
flowchart TB
A(["🤖 Coding agent"]):::agent
subgraph IF["Interfaces"]
direction LR
S["Claude Code skill"]:::iface
P["pi extension"]:::iface
C["exec-tool CLI"]:::iface
end
subgraph ENG["loregrep engine"]
direction LR
SC["Scanner<br/>gitignore-aware"]:::eng
AN["Tree-sitter analyzers<br/>Rust · Python · TS / TSX"]:::eng
IX[("Index · RepoMap<br/>persistent cache")]:::index
SC --> AN --> IX
end
T["6 structural tools"]:::tools
J(["Structured JSON<br/>names · signatures · lines"]):::out
A -->|invoke| IF
IF -->|exec-tool| ENG
IX --> T
T --> J
J -->|precise context| A
classDef agent fill:#6366f1,stroke:#4338ca,color:#ffffff,font-weight:bold
classDef iface fill:#8b5cf6,stroke:#6d28d9,color:#ffffff
classDef eng fill:#0284c7,stroke:#075985,color:#ffffff
classDef index fill:#f59e0b,stroke:#b45309,color:#1f2937,font-weight:bold
classDef tools fill:#14b8a6,stroke:#0f766e,color:#ffffff
classDef out fill:#10b981,stroke:#047857,color:#ffffff,font-weight:bold
```
## Why
A coding agent that greps and reads whole files burns tokens on noise and still misses cross-file
structure. Loregrep gives it **structured, symbol-level access**:
- **Precise, not textual** — definitions and call sites, with signatures and line numbers, not every string match.
- **Token-cheap** — compact JSON results instead of file dumps.
- **Fast & cached** — parse once; a persistent index makes repeated queries instant, and edits auto-invalidate it.
- **Agent-native** — one command per tool, JSON on stdout; ships as a Claude Code skill and a pi extension.
- **Embeddable** — a Rust crate *and* a Python wheel with the same tool API.
## Install
```bash
cargo install loregrep # CLI + Rust library
pip install loregrep # Python bindings
```
## Use it three ways
### 1. As an agent tool (CLI)
`exec-tool` runs one analysis tool and prints JSON to stdout (diagnostics go to stderr):
```bash
loregrep exec-tool search_functions --params '{"pattern":"auth","limit":20}' --path .
```
```json
{
"success": true,
"data": {
"count": 1,
"results": [
{ "name": "authenticate", "file_path": "src/auth.rs",
"start_line": 42, "is_async": true, "is_public": true,
"return_type": "Result<Session>", "parameters": [ ... ] }
]
}
}
```
The index is cached under `.loregrep/`, so repeated calls are instant; editing a source file
invalidates the cache automatically.
### 2. Inside your coding agent (skill / extension)
- **Claude Code** — the [`loregrep` skill](https://github.com/Vasu014/loregrep/blob/main/skills/loregrep/SKILL.md)
teaches the agent when and how to call these tools.
- **pi** — install the [`loregrep-pi`](https://github.com/Vasu014/loregrep/tree/main/integrations/pi)
extension: `pi install npm:loregrep-pi`.
Both wrap the same six tools, so your agent reaches for structural search instead of grep.
### 3. As a library
**Rust:**
```rust
use loregrep::LoreGrep;
#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
let mut lg = LoreGrep::builder()
.with_all_analyzers() // Rust, Python, TypeScript/TSX
.build()?;
lg.scan(".").await?;
let result = lg.execute_tool(
"search_functions",
serde_json::json!({ "pattern": "auth", "limit": 20 }),
).await?;
println!("{}", serde_json::to_string_pretty(&result)?);
Ok(())
}
```
**Python:**
```python
import asyncio, loregrep
async def main():
lg = loregrep.LoreGrep.polyglot_project(".") # Rust + Python + TypeScript
await lg.scan(".")
result = await lg.execute_tool("search_functions", {"pattern": "auth", "limit": 20})
print(result)
asyncio.run(main())
```
## Tools
| `search_functions` | Find functions by name/regex | `pattern` |
| `search_structs` | Find structs/classes/interfaces by name/regex | `pattern` |
| `find_callers` | All call sites of a function | `function_name` |
| `get_dependencies` | A file's imports/exports | `file_path` |
| `analyze_file` | A file's skeleton (functions/structs/imports/calls) | `file_path` |
| `get_repository_tree` | Repository overview / tree | — |
Optional: `limit`, `language` (`rust`/`python`/`typescript`), `include_content`,
`include_file_details`, `max_depth`. Get machine-readable schemas with
`LoreGrep::get_tool_definitions()`.
## Language support
| Rust | ✅ | ✅ | ✅ | ✅ |
| Python | ✅ | ✅ | ✅ | ✅ |
| TypeScript / TSX | ✅ | ✅ | ✅ | ✅ |
| JavaScript, Go | _planned_ | | | |
Adding a language is a **drop-in** contribution: implement one trait in one file — see
[docs/adding-a-language.md](https://github.com/Vasu014/loregrep/blob/main/docs/adding-a-language.md).
## How it works
The registry dispatches by language, so analyzers are additive; the scanner is gitignore-aware, and
the index persists to disk and re-scans only when files change (see the diagram above). Full design
in [ARCHITECTURE.md](https://github.com/Vasu014/loregrep/blob/main/ARCHITECTURE.md).
## Contributing
Contributions — especially new language analyzers — are welcome. See
[CONTRIBUTING.md](https://github.com/Vasu014/loregrep/blob/main/CONTRIBUTING.md) and
[docs/adding-a-language.md](https://github.com/Vasu014/loregrep/blob/main/docs/adding-a-language.md).
CI runs `cargo fmt`, `cargo test`, and the Python binding tests on every PR.
## License
Dual-licensed under either [MIT](https://github.com/Vasu014/loregrep/blob/main/LICENSE-MIT) or
[Apache-2.0](https://github.com/Vasu014/loregrep/blob/main/LICENSE-APACHE), at your option.