neuron-explorer
Steering-first neuron explorer for Qwen3.5-4B: push every MLP neuron, keep every rollout, browse the results
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Turn any folder into a queryable knowledge graph
翻译准备中
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Understand a codebase before you touch it. astria turns any folder into a queryable knowledge graph — deterministic AST extraction in Rust, optional local-embedding semantics, zero API keys, everything on your machine.
astria is inspired by the Python Graphify project's core idea — turn a corpus into a queryable knowledge graph — but it is an independent, from-scratch implementation: a deterministic, offline-first Rust/tree-sitter pipeline, not a fork or a port. astria is not affiliated with, sponsored by, or endorsed by the Graphify project or Graphify Labs.查看完整 README ↗Knowledge graph builder for codebases
Docs | Getting started | CLI Reference | Architecture | Worked examples | Changelog | Release notes | Security
Built by Nodesify
Find an implementation, inspect its relationships, and assess a change before editing. Astria builds a local SQLite knowledge graph with deterministic Rust/tree-sitter extraction. CLI and MCP queries use the same retrieval engine; source locations and evidence classes make results inspectable. Structural analysis needs no API key. Local embeddings and remote semantic enrichment are optional.
npm install -g @nodesify/astria
Node.js >= 22 is required. Prebuilt native binaries ship with the package; installation needs no Rust toolchain. macOS/Linux can also use brew install nodesify/tap/astria (tap).
Intel Mac (darwin-x64), musl Linux and windows-arm64 builds omit local embeddings because ONNX Runtime has no prebuilt runtime there. Structural analysis works; run --embed reports that embeddings are unsupported. Check astria stats --json for embeddingsSupported.
astria run . # build .astria/
astria map # orient by source modules
astria query "where is request authentication implemented"
astria explain <node-id> # inspect a returned symbol
astria path <caller-id> <callee-id> # follow relationships
astria affected <node-id> # assess a proposed change
astria update . # refresh after editing
Use node IDs returned by the graph. Confirm important results against the linked source: name-derived call/import bindings are RESOLVED, and ambiguous targets remain INFERRED. --detail high restricts traversal to EXTRACTED/DECLARED facts. affected reports graph reachability; it cannot prove runtime behavior.
Exclude files with .astriaignore (gitignore syntax). Graphs and reports live under .astria/; read graph_report.md for orientation. Unchanged source reuses extraction caches, while updates reconcile references across the current corpus. After upgrading, run astria update . to refresh cached extraction for qualified call targets.
The evaluation harness separates file and declaration retrieval, delivered tokens, search/read cost and graph build time. Historical comparisons used tiny, exercised external sets and a single-pass search floor. New Requests and Commander questions are source-grounded, agent-authored, reserved and unexercised until their first explicit evaluation. No result establishes broad superiority or savings over a complete agent task.
Rust workspace with 20 crates plus a Node.js CLI. Uses 42 registered language configurations; exact parser coverage and optional lang-* build features are described in language support. See ARCHITECTURE.md for pipeline, caching and evidence contracts.
Astria is an independent implementation inspired by Graphify, and is not affiliated with or endorsed by that project.
# Build Rust core
cargo build --release
# Copy the native library for the source CLI (Linux)
mkdir -p packages/astria-cli/dist
cp target/release/libastria_napi.so packages/astria-cli/dist/astria.node
# Build Node.js CLI
cd packages/astria-cli && npm ci && npm run build
See Contributing for macOS and Windows native artifact paths.
Requires Rust 1.88+ (declared as rust-version in the workspace) and Node.js >= 22.
MIT — see LICENSE.
Contributions are welcome and accepted under the Contributor License Agreement — see CONTRIBUTING.md to get started.
Installation defaults to project scope: astria install --platform codex --scope project. Use --scope user explicitly for user-wide integrations. Run astria doctor after setup or upgrades. See the installation lifecycle guide for supported platforms, upgrade, backup/restore and complete removal.