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Architectural sensor for Python codebases

Project description

archy

PyPI Python CI Code style: ruff License

Architectural sensor for Python codebases - keeps structure honest under AI-assisted development.

Status: v0.9.0. Usable today via:

Mode Command
Inspection archy graph, archy cycles
CI governance archy check (reads archy.yaml)
Transitive contracts archy contracts (reads .importlinter; requires archy[contracts])
One-shot score archy score
Trended score archy score --record + archy trend
MCP server archy mcp

How the score is computed and how to read it: docs/SCORING.md. Benchmarks against pydantic, fastapi, flask, pytest, and archy-on-archy: docs/CASE_STUDIES.md. Design rationale and comparison with sentrux: docs/LEARNINGS.md.

Why

AI agents generate code at machine speed. Without a feedback loop on structural health (module coupling, import cycles, layer violations), codebases drift architecturally even when every individual change looks fine in review.

archy watches a Python codebase, builds a live module-dependency graph, and surfaces drift through a single trended score plus a handful of actionable sub-metrics. It's designed to run in CI, in pre-commit, and as an MCP server (archy mcp) so coding agents can read their own architectural impact before committing.

Scope

  • Python only. The cross-language story is deliberately someone else's problem.
  • Tree-sitter powered. Robust to in-flight edits and partial files; survives syntax errors that would crash ast.
  • Score that trends over time. A single number per commit, persisted, plotted. Trend matters more than the absolute value.
  • Rules as YAML. "Layer X cannot import Y." No DSL, no plugins (yet).

Non-goals

  • Multi-language analysis
  • Replacing linters, type checkers, or test runners
  • Generating code or auto-fixing violations

Quick start

uv sync

Inspect the graph

uv run archy graph path/to/project --internal-only
uv run archy graph path/to/project --format json > graph.json
uv run archy graph path/to/project --format dot | dot -Tsvg > graph.svg

Find import cycles

Tarjan SCCs of size >= 2, plus self-loops (a module importing itself). Use --strict in CI to fail on any cycle.

uv run archy cycles path/to/project
uv run archy cycles path/to/project --format json
uv run archy cycles path/to/project --strict

Enforce layer rules

Reads archy.yaml from the repo root. Exits 1 on any violation. See Layer rules below.

uv run archy check path/to/project
uv run archy check path/to/project --format json
uv run archy check path/to/project --config custom.yaml

Transitive contracts (archy contracts)

archy check only sees direct edges. archy contracts wraps import-linter so the same layer story is enforced transitively (A → B → C still counts as A reaching C). It is the strictness upgrade for projects whose layers leak through indirect paths.

uv sync --extra contracts        # or: pip install 'archy[contracts]'
uv run archy contracts path/to/project
uv run archy contracts path/to/project --format json

Config resolution. archy contracts reads, in order:

  1. The --config argument if passed.
  2. .importlinter in the project root.
  3. archy.yaml: each forbid rule becomes one Forbidden contract checked transitively. No additional config required: a project that already has archy.yaml can run archy contracts immediately to upgrade direct-edge enforcement to transitive.

Reach for .importlinter only when you need contract types archy.yaml does not express: Independence, Protected, AcyclicSiblings, or hand-tuned Layers. See .importlinter in this repo for a real-world example, and the import-linter contract types reference for the full grammar.

Compute a quality score

Composite of modularity, acyclicity, depth, and equality (geometric mean). See docs/SCORING.md for formulas and how to interpret the breakdown.

uv run archy score path/to/project
uv run archy score path/to/project --format json

Track score over time

Persist per-commit scores to .archy/history.jsonl and chart the trend.

uv run archy score path/to/project --record
uv run archy trend path/to/project
uv run archy trend path/to/project --last 30 --format json

Regression gate

Fail if the current score drops more than --strict-tolerance (default 0.02) below the most recent recorded run.

uv run archy score path/to/project --strict
uv run archy score path/to/project --strict --record           # check then record
uv run archy score path/to/project --strict --strict-tolerance 0.0

Blast radius

List internal modules that transitively depend on a given file. Useful before refactoring or removing a module.

uv run archy impact path/to/project --file app/libs/db.py
uv run archy impact path/to/project --file app/libs/db.py --file app/services/auth.py --format json

Snapshot and diff (agent feedback loop)

Capture a baseline at the start of an editing session, then diff after edits to see exactly which cycles or layer rules changed. See docs/AGENT_LOOP.md for the full playbook (also available via the MCP server's loop prompt).

uv run archy snapshot path/to/project   # writes .archy/baseline.json
# ... edit code ...
uv run archy diff path/to/project       # score deltas + added/resolved cycles & violations

Run as an MCP server

Stdio transport, so AI agents can call archy directly. See MCP server below.

uv run archy mcp

MCP server (archy mcp)

archy mcp exposes nine tools and one prompt to MCP-aware AI agents (Claude Code, the Anthropic API, etc.):

Tool Purpose
archy_score Compute the four-metric score; optional record=True and strict=True for the same regression-gate behaviour the CLI offers.
archy_cycles Find import cycles.
archy_check Run layer rules from archy.yaml.
archy_contracts Run import-linter contracts (transitive Layers, Forbidden, Independence, Protected, AcyclicSiblings). Stricter than archy_check; requires archy[contracts].
archy_trend Read recent score history.
archy_impact Given changed file paths, return the modules that transitively import them (blast radius).
archy_snapshot Capture score, cycles, and violations to .archy/baseline.json. Call at session start.
archy_diff Compare current state against the snapshot; returns added/resolved cycles & violations and per-component score deltas.
archy_record_baseline Convenience wrapper for archy_score(record=True); mirrors sentrux's session_start.

The server also exposes a loop prompt with the agent feedback-loop playbook (snapshot at start, impact before edit, diff after edit). Discoverable via the standard MCP prompts/list call. See docs/AGENT_LOOP.md for the human-readable version.

Wire it into Claude Code with this stanza in your config:

{
  "mcpServers": {
    "archy": { "command": "uv", "args": ["run", "archy", "mcp"] }
  }
}

Regression-gate semantics

--strict reads the last row from .archy/history.jsonl and compares the current score against it. Drops beyond the tolerance fail with exit code 1. The default tolerance (0.02) matches the threshold sentrux's gate uses. This gives archy parity with sentrux's regression-gate use case while keeping the long-term JSONL history for archy trend.

CI integration

GitHub Action

archy ships a composite action you can drop into any workflow:

- uses: hslee16/archy@v0.9.0
  with:
    command: score      # score | check | cycles
    path: .
    strict: "true"      # fail on regression (score) or any cycle (cycles)

Inputs (all optional unless noted):

Input Default Notes
command score score, check, or cycles
path . Project root to analyze
strict true score/cycles: fail on regression / any cycle
strict-tolerance 0.02 score --strict tolerance
record false score: append result to .archy/history.jsonl
config (auto) check: path to archy.yaml
python-version 3.10 Python to install

Pre-commit hook

Add to .pre-commit-config.yaml:

repos:
  - repo: https://github.com/hslee16/archy
    rev: v0.9.0
    hooks:
      - id: archy-check          # layer rules from archy.yaml
      - id: archy-score-strict   # regression gate against last recorded score
      - id: archy-cycles         # fail on any import cycle

archy-score-strict reads .archy/history.jsonl; commit a baseline first with archy score . --record.

Layer rules (archy check)

Drop an archy.yaml at the repo root declaring layers and forbidden directions:

layers:
  domain:
    modules:
      - "myapp.domain.**"
  application:
    modules:
      - "myapp.application.**"
  infra:
    modules:
      - "myapp.infra.**"
      - "myapp.adapters.**"

forbid:
  - {from: domain, to: application}
  - {from: domain, to: infra}
  - {from: application, to: infra}

Pattern syntax. Dotted-name globs: * matches one segment, ** matches zero or more. myapp.domain.** covers the package itself and every descendant. Modules must belong to at most one layer.

Excluding directories. Add an optional exclude: list of directory basenames to skip codegen output, vendored code, etc. Each name is matched anywhere in the project tree (same mechanism as the built-in skips for .venv, node_modules, __pycache__):

exclude:
  - baml_client
  - generated

exclude: applies to every analysis (graph, cycles, score, check) and the equivalent MCP tools.

Namespace packages (roots:). archy discovers packages by walking __init__.py files. PEP 420 namespace packages (no __init__.py) are invisible by default. Declare them as roots so descendants get qualified names:

roots:
  - app           # `app/main.py` becomes `app.main`
  - src/service   # `src/service/db.py` becomes `service.db`

Without roots:, a project like app/libs/db.py (no app/__init__.py) is either skipped entirely or shows up as a top-level libs.db, which makes layer rules like app.libs.** match nothing.

Discovery. archy check walks PATH upward to find archy.yaml unless --config is given. Exits 1 on violation.

archy enforces its own architecture this way; see archy.yaml at the repo root and the archy check . step in .github/workflows/ci.yml.

Development

uv sync                    # install runtime + dev deps from uv.lock
uv run ruff check          # lint
uv run ruff format         # format
uv run ty check            # type check
uv run pytest              # tests

Roadmap

Next up:

  • archy graph MCP tool: expose the dep graph itself for agent-side reasoning
  • Call graph: second edge type alongside imports
  • Design Structure Matrix (archy dsm)

Shipped: tree-sitter import graph, __init__.py re-export resolution, Tarjan cycle detection, YAML layer rules (archy check), composite score (archy score), JSONL history + archy trend, MCP server (archy mcp), GitHub Action + pre-commit hooks, blast-radius (archy impact), snapshot/diff agent loop (archy snapshot / archy diff + MCP loop prompt), import-linter contract wrap (archy contracts, archy[contracts]).

See docs/FUTURE.md for the longer list and docs/LEARNINGS.md for design notes.

Contributing

See CONTRIBUTING.md for style rules. Notably: no em-dash characters (U+2014) anywhere in the repo.

License

MIT, see LICENSE.

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