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Agent Engineering Toolkit

简体中文 · Start here · Full product reference

Your coding agent says tests passed. AET proves which code was actually tested.

Proof-carrying workflows for coding agents. AET binds test runs, changed files, artifacts, and agent claims into portable evidence, then tells you when that proof no longer applies.

uvx --from agent-engineering-toolkit aet demo stale-proof

Released in AET v1.18.0 and verified from the public PyPI package.

AET stale-proof demo

1. Test command executed                    PASS
2. Proof matches the tested source          EXACT_MATCH
3. Source changed without rerunning tests   RELEVANT_FILES_CHANGED

The test really passed, but that proof no longer applies to the current code.
Demo result: PASS

AET detects stale test proof

AET is not another coding agent. AET does not replace tests or CI. It does not turn missing evidence into PASS, and it does not auto-edit, auto-commit, push, merge, or release.

What the demo proves

The installed demo runs a real standard-library test in a temporary Git repository, records a Quick Proof against the exact fixture source, verifies EXACT_MATCH, changes a declared relevant file without rerunning the test, and then reports RELEVANT_FILES_CHANGED.

That means:

  • the test really executed and passed;
  • the historical result remains a real fact;
  • the old proof no longer applies to the changed source;
  • the expected stale detection makes the demo itself pass.

It does not prove that every test passed, that an Agent's implementation is correct, or that a change should be merged. Git is required. Missing dependencies, unreadable fixtures, timeouts, and broken proof data fail closed as UNAVAILABLE, UNKNOWN, or a nonzero exit.

Four Quick Skills

Question Skill CLI
Are Agent instructions usable and verifiable? /aet-check aet quick check .
Does this diff stay inside the approved task? /aet-scope aet quick scope . --base main --intent aet.intent.json
Did this exact command run on these files? /aet-proof aet quick proof --output proof.json --relevant-path src/app.py -- python -m unittest
Does an older proof still apply? /aet-fresh aet quick fresh --proof proof.json
What should change, without editing yet? /aet-plan aet plan context ...

The first four are bounded daily Quick surfaces. /aet-plan is a separate, read-only PROPOSED planning handoff; it never grants implementation or verification authority.

Real workflows

Stale proof

A green log can be historically true and currently inapplicable. See the reproducible stale-proof case.

Scope drift

AET distinguishes task-relevant cross-module work from unrelated expansion; it does not treat every multi-file change as scope drift. See scope drift.

Cross-Agent handoff

A reviewer without AET installed can consume the JSON/JSONL records and Markdown projection in a Portable Evidence Bundle. See cross-Agent handoff.

Install

Path Command Status
Public package uv tool install agent-engineering-toolkit PyPI v1.18.0
One-shot demo uvx --from agent-engineering-toolkit aet demo stale-proof Publicly verified
Exact Release wheel uv tool install https://github.com/AdvancingTitans/agent-engineering-toolkit/releases/download/v1.18.0/agent_engineering_toolkit-1.18.0-py3-none-any.whl GitHub Release asset
Agent Skills npx skills add AdvancingTitans/agent-engineering-toolkit External CLI; see telemetry note

To opt out of the skills.sh CLI's anonymous installation telemetry:

DISABLE_TELEMETRY=1 npx skills add AdvancingTitans/agent-engineering-toolkit

AET itself adds no telemetry, account, API key, model call, or cloud service. Python 3.11+ is required.

Use it with your Agent

Start with the five-minute guide, then use the smallest surface that answers your question. For precise state and authority semantics, read status and authority.

How AET relates to existing tools

CI verifies checks. AET records what ran, what it was bound to, and whether that evidence still applies. Plan Mode proposes work. AET can ground a bounded plan without executing it. Observability explains broad system behavior. AET focuses on local engineering evidence and authority.

Advanced product surfaces

Portable Evidence Bundles, Evidence Atlas, grounded Improvements, Evidence-Guided Planner, evaluation suites, schemas, release gates, and Repository Evolution remain supported. They are intentionally not all first- screen concepts. See the complete technical overview.

Freshness remains explicit: EXACT_MATCH, RELEVANT_FILES_MATCH, HEAD_CHANGED_RELEVANT_FILES_MATCH, RELEVANT_FILES_CHANGED, ARTIFACT_CHANGED, ENVIRONMENT_CHANGED, or UNKNOWN.

Evidence-Guided Planner

The v1.17 Planner is a separate read-only PROPOSED surface built on v1.16 evidence. It performs bounded localization, preserves NEEDS_EVIDENCE and UNKNOWN, and never implements edits. In one bounded real case—not a general model-quality claim—production decision precision moved from 44.44% to 100% (+55.56 points). See the full product reference.

Real-world Repository Audit Showcase

The commit-locked static cases remain in the full product reference.

flowchart LR
    %% Evidence Atlas
    N_0b51dce8fe915eda{"[CONFLICT] The Bundle v1 change-scope view alone proves complete real diff grouping."}
    N_6f91af1641ed1424{{"[SUPPORTED] AET projects ten fixed evidence perspectives and exposes complex nodes as recursive Viewer subg..."}}
    N_8575658723b5d49d{{"[SUPPORTED] AET builds a canonical Evidence Graph from source-backed Bundle records without letting Mermaid..."}}
    N_5522d8dace1cb6e7{"[CONFLICT] Path binding is useful for scope context but insufficient to prove complete real diff grouping."}
    N_ac65699e766edc85["[UNKNOWN] Unresolved conflict conflict-change-scope-v1"]
    N_ef4722a060cacfda["[VERIFIED] Bundle Evidence records can bind facts to repository paths."]
    N_1ded0fae46344828["[VERIFIED] The Portable Evidence v1 Evidence record schema does not define an explicit Change Group field."]
    N_c075a66077dd6940["[VERIFIED] The Graph Builder creates canonical nodes and source-backed edges."]
    N_e824b2ad012b224e["[VERIFIED] The Perspective module defines ten fixed deterministic projections."]
    N_a42d56cfe9dff13d["[VERIFIED] The offline Viewer contains recursive subgraph navigation."]
    N_f797fb20a8448aa0["[RECORDED] Review AET's own Evidence Atlas implementation and retain support, counter-evidence, limitation..."]
    N_a17fb3165e6b0db5["[RECORDED] The view must display UNKNOWN rather than infer real diff groups."]
    N_6630b028247f1a08["[RECORDED] Rendering success still requires the packaged Mermaid runtime."]
    N_2eb930959384d64c["[OMITTED] 17 lower-priority nodes"]
    N_0b51dce8fe915eda -.->|"contradicted by"| N_1ded0fae46344828
    N_0b51dce8fe915eda -->|"limited by"| N_a17fb3165e6b0db5
    N_0b51dce8fe915eda ==>|"supported by"| N_ef4722a060cacfda
    N_5522d8dace1cb6e7 -.->|"contradicted by"| N_1ded0fae46344828
    N_5522d8dace1cb6e7 -->|"leaves unknown"| N_ac65699e766edc85
    N_5522d8dace1cb6e7 -.->|"contradicted by"| N_ef4722a060cacfda
    N_6f91af1641ed1424 -->|"limited by"| N_6630b028247f1a08
    N_6f91af1641ed1424 ==>|"supported by"| N_a42d56cfe9dff13d
    N_6f91af1641ed1424 ==>|"supported by"| N_e824b2ad012b224e
    N_8575658723b5d49d ==>|"supported by"| N_c075a66077dd6940
    N_0b51dce8fe915eda -->|"answers"| N_f797fb20a8448aa0
    N_6f91af1641ed1424 -->|"answers"| N_f797fb20a8448aa0
    N_8575658723b5d49d -->|"answers"| N_f797fb20a8448aa0
    classDef verified fill:#dcfce7,stroke:#166534,color:#052e16,stroke-width:2px
    classDef observation fill:#e0f2fe,stroke:#0369a1,color:#082f49
    classDef candidate fill:#fef3c7,stroke:#92400e,color:#451a03,stroke-dasharray:5 3
    classDef supported fill:#ede9fe,stroke:#6d28d9,color:#2e1065,stroke-width:2px
    classDef unsupported fill:#fee2e2,stroke:#b91c1c,color:#450a0a,stroke-width:2px,stroke-dasharray:5 3
    classDef conflict fill:#fee2e2,stroke:#b91c1c,color:#450a0a,stroke-width:2px
    classDef unknown fill:#f3f4f6,stroke:#4b5563,color:#111827,stroke-dasharray:5 3
    classDef stale fill:#ffedd5,stroke:#c2410c,color:#431407,stroke-dasharray:3 3
    classDef authorization fill:#ecfccb,stroke:#3f6212,color:#1a2e05
    classDef omitted fill:#f3f4f6,stroke:#6b7280,color:#111827,stroke-dasharray:2 3
    classDef evidenceDefault fill:#ffffff,stroke:#475569,color:#0f172a
    class N_0b51dce8fe915eda conflict
    class N_6f91af1641ed1424 supported
    class N_8575658723b5d49d supported
    class N_5522d8dace1cb6e7 conflict
    class N_ac65699e766edc85 unknown
    class N_ef4722a060cacfda verified
    class N_1ded0fae46344828 verified
    class N_c075a66077dd6940 verified
    class N_e824b2ad012b224e verified
    class N_a42d56cfe9dff13d verified
    class N_f797fb20a8448aa0 evidenceDefault
    class N_a17fb3165e6b0db5 evidenceDefault
    class N_6630b028247f1a08 evidenceDefault
    class N_2eb930959384d64c omitted
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Community and trust

If stale proof, bounded scope, or portable Agent evidence is a problem you want to revisit, Star the repository as a bookmark—and, more importantly, try the demo and report what did or did not reproduce.

MIT License.