aufsicht
Deterministic, reusable quality guardrails for existing Python repositories, built so AI coding agents cannot silently degrade them.
aufsicht (German for oversight / supervision — the only
non-English identifier in the system) implements the
Python AI Code Quality Guardrails specification v5.1 (Tier 1) and
the distribution layer from the aufsicht distribution spec v1.
Both documents, plus the Tier 3 mutation-testing addendum, live
verbatim in spec/.
The three layers
Layer 1 runner this package. All gate logic. Versioned, pinned, never
regenerated per repository.
Layer 2 init `aufsicht init` — deterministic bootstrap: probes,
writes .quality/, verifies, refuses.
Layer 3 skill delivery via an agent harness. Zero gate logic, zero
policy. Runs install/bootstrap.sh and reads init's
output. That is all.
The invariant: no policy above Layer 1. Thresholds, rule lists and
mechanisms live in the runner and in .quality/ inside each guarded
repository — never in the skill, never in prose an agent paraphrases.
Install
uv tool install aufsicht==0.2.0 # or: pipx install aufsicht==0.2.0
cd /path/to/existing/repo
aufsicht init # detect → probe → propose → write → verify
init branches (never commits to the default branch), writes .quality/,
a CI workflow, an AGENTS.md section — configuration and nothing else.
The repository's pyproject.toml dependencies and lockfile are
provably untouched: the runner is a standalone tool, not a project
dependency (distribution spec §3).
Command surface
aufsicht fast quality-fast read-only, diff-scoped, < 15 s (v5.1 §5)
aufsicht full quality-full read-only, whole repo, per-rule ratchets
aufsicht fix quality-fix MAY mutate — never in validation or CI
aufsicht init Layer 2 installer
aufsicht upgrade prints the .quality/ diff a runner upgrade would apply,
writes nothing
Exit codes (v5.1 §15): 0 pass, 1 hard gate, 2 regression only,
3 tooling error. Init exit codes (distribution spec §5.2): 0
installed, 1 refused, 2 installed with warnings, 3 tooling error.
What the gate does
Tier 1 — no baseline artifact, three mechanisms (v5.1 §4):
- absolute — test failures, circular imports (pyscn structured analysis minus allowlist), pip-audit findings, guardrail integrity
- diff-scoped — Ruff errors/format, enumerated Ruff
Srules, C901 complexity (changed-file scope — measured, seesrc/aufsicht/probe_facts.py), Pyright on changed files, Semgrep anti-evasion rules, suppression-comment added-line scan - per-rule count ratchet — Ruff, Pyright, pyscn dead code, deptry,
Xenon aggregate, grouped by rule id with a
<no-rule>bucket for null rule ids
Analyzer versions come from .quality/toolchain.lock (protected
path, v5.1 §11.2) and run from runner-managed environments keyed on
lockfile hash. A ratchet never compares diagnostics produced by
different versions of the same analyzer (v5.1 §4.4).
Self-hosting
This repository runs its own guardrails (.quality/,
.github/workflows/aufsicht.yml). src/aufsicht/** is documented in
AGENTS.md as the product rather than a protected path — its control is
code review plus the self-test suite (distribution spec §7).
Development
uv sync
uv run pytest
The self-test suite (v5.1 §18, distribution spec §8) executes every case against generated scratch repositories — real git history, real merge base, real violation, real CLI invocation.
License
Apache-2.0
Metadata
Release files for aufsicht 0.2.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| aufsicht-0.2.5.tar.gz | 180.1 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| aufsicht-0.2.5-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 291.6 kB
Release files / aufsicht-0.2.5.tar.gz
| Download URL | aufsicht-0.2.5.tar.gz |
|---|---|
| Size | 180.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
2d0835686af6be6826b42f78d3b9cc2aed3a33255506c6487191a941ff6dc98a
|
|
BLAKE2b-256 checksum How to use checksums |
0e24db3beb38d04632e9e7b23463e3f430e169b5cbb387202d7b8f8bf11e9c8d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 31, 2026.
Transparency logRelease files / aufsicht-0.2.5-py3-none-any.whl
| Download URL | aufsicht-0.2.5-py3-none-any.whl |
|---|---|
| Size | 111.5 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
5b20d9e9c686ed6489501a5909fdac6dfe3f4e4f53f014e31368dacfe043864a
|
|
BLAKE2b-256 checksum How to use checksums |
ed45f69fed9eeeb02801931d52c4f633f3ed7569bdccbbccaffcd2074482214e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 31, 2026.
Transparency logSecurity for aufsicht 0.2.5
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for aufsicht-0.2.5.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 31, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.