Agent skill · Audited from source
Systematic Debugging
skill · GanyuanRan/AegisMIT licenceAudited 18 Oct 2026 · source 177240a262fe
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 177240a262fe and found no filesystem, network or shell access and no hard-coded secrets. What it does: Use when encountering a bug, test failure, or unexpected behavior, before proposing fixes
Cite
Cite this page
ModelsAtlas. “Systematic Debugging (GanyuanRan/Aegis)”. Retrieved 18 Oct 2026. https://modelsatlas.com/skills/ganyuanran/systematic-debugging
8 skills are called “Systematic Debugging”. You are viewing GanyuanRan/Aegis.
- GanyuanRan/Aegis★ 1.4k✓SAFE
- obra/superpowers★ 306k✓SAFE
- jnMetaCode/superpowers-zh★ 8.3k✓SAFE
- xintaofei/codeg★ 3.9k✓SAFE
- foryourhealth111-pixel/Vibe-Skills★ 3.6k✓SAFE
and 3 more with this name.
Trust audit
Audit 0.4.1 · source read 18 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 0 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | PASS | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (0)
No findings at any severity. We re-audit when the source changes.
Audit 0.4.1 · source sha 177240a262fe · 18 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- PublisherGanyuanRan GitHub userOwner of the repository this skill is read from
- Source folderGanyuanRan/Aegis/skills/systematic-debuggingThe exact folder we audited
- LicenceMITAs the repository states it
- Commit pinned for this verdict177240a262feA new audit runs when the source changes
- Repository statusNot archivedPushed today
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Use when encountering a bug, test failure, or unexpected behavior, before proposing fixes
--- name: systematic-debugging description: "Use when encountering a bug, test failure, or unexpected behavior, before proposing fixes" --- # Execute Bug, failure, or unexpected behavior: 1. **Isolate** — read error, reproduce, inspect the diff, and drill upward through diagnostic layers: L1 symptom → L2 logic → L3 system → L4 architecture → L5 cross-system contract → L6 platform → L7 spec gap. Layers are observation altitudes, not one causal chain; the causal shape at the stop altitude is classified explicitly before any root claim. Stop only when causal proof accounts for the recurrence generator or reaches a T-class boundary. 2. **Identify owner** — compare working behavior, trace the bad value, locate the canonical owner, and treat duplicate owners as a finding. 3. **Decide before editing** — Before fixing, run Patch-Shape Triage and Ripple Signal Triage when shared logic, contracts, fallbacks, adapters, producer/consumer seams, or source-of-truth boundaries are involved. Surface Change Necessity for any new source-code path or non-trivial source edit. Run Minimality Check for a new branch, fallback, adapter, owner, or compatibility path, and Pre-Edit Complexity Check for an overloaded owner or complexity growth. After Change Necessity selects `code-change` and before the first repair edit, own the TDD Route for the repair slice per `test-driven-development` (`off` default; `strict` on behavior/bugfix/shared/contract/persistence/permission/migration risk). 4. **Prove** — test one hypothesis with the smallest reproduction or verification. A failing test first is required only by a recorded `TDD Route: strict`; with `TDD Mode: off`, do not require a failing test or RED/GREEN cycle. Three failed fixes means stop and question architecture. 5. **Repair and close** — fix minimally at the canonical owner, verify in proportion to risk, review architecture, and close both repair and retirement tracks. If any symptom remains, stop and diagnose it separately. Done: confidence ≥ B, causal status matches recurrence evidence or an external terminal, tracks explicit, no H signal, and required D evidence passes. ## Core invariant Find root cause and fix the bug class at its canonical owner. A minimal fix is not the smallest textual diff; it is the smallest sufficient owner-level repair. ## Quick bug lane For a low-risk, reproducible, single-owner bug with no patch-shape signal, keep the readback compact: `Symptom`, `Reproduction`, `Root Cause`, `Change Necessity`, `Fix Boundary`, and `Verification`. Skip the causal card only when the causal-proof owner's `Quick Exit Proof` passes. Quick bug lane must surface Change Necessity before source edits. One sentence may cover the user-visible need, no-change/non-code option, why code must change, minimum boundary, and an explicit decision token such as `Decision: code-change`. If shared logic, a contract, fallback, duplicate owner, consumer patch, or cross-module behavior appears, leave this lane. `Aegis Visibility` names the evidence/owner/patch-shape/verification effect. Pass root cause, avoided misfix, boundary, evidence, complexity, and risk to `verification-before-completion`; no separate receipt. ## Diagnose before repair For UI/interaction defects, compose `ui-ux-governance` for relevant state and recovery rules at the user-visible seam. Keep reproduction/root-cause ownership here; a proposed manual check is not executed evidence. 1. Read the complete error/stack and record inputs, environment, versions, and success criteria. Reproduce the user's failed outcome on the correct object, through final delivery; successful parsing or green internal checks may hide the failure. Verify the repaired behavior and a relevant neighboring case, not a hardcoded example. Read-only diagnosis does not authorize repair. 2. Reproduce consistently. If unstable, read `feedback-loop-construction.md` **only when evidence shows intermittent or timing-dependent reproduction** and build a bounded loop. Shrink the repro to load-bearing elements as the test input, never the fix scope: still drill upward; test at the correct seam. 3. Inspect recent changes and compare a working example. Code is evidence; if authority, glossary, code, and tests disagree, compose `establishing-project-context` rather than silently redefining a term. 4. Instrument component boundaries, then trace the bad value toward its source. Read `root-cause-tracing.md` **only when the observed bad value is several calls or components downstream from its origin**. 5. State one hypothesis and falsify it with one-variable evidence. Do not stack speculative fixes. End each loop with `Goal | DeeperCause | Evidence | Risk/Unknown | Decision`. ### Canonical-owner and patch-shape gate Before editing, continue upward unless evidence proves the local site is the canonical owner when the candidate is any of these signals: - keyword, phrase, regex, negation-word list, or sample-text exception; - local guard, extra conditional, `try`/`catch`, early return, or one-off branch; - fallback, adapter, compatibility branch, prompt branch, or legacy path expansion; - consumer/caller/readiness/presentation-layer patch; - downstream logic re-parses raw text or re-infers action/state while typed intent, normalized state, contract, or another source-of-truth exists; - artifact/download/export/readback/cache patch without producer/owner proof. ```text PatchShape: CanonicalOwner: UpwardDrillSignal: Decision: fix owner | continue investigation | escalate ``` A locally green test does not erase triage; a renamed carrier is not a new direction. When a repair may reinterpret or retire existing semantics, responsibility, contract, or relationship, name the behavior to preserve, highest-risk counterexample, and material unknown. For each known explicit anchor or upstream/downstream reference, state its role and disposition: pr
Excerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit 177240a
git clone https://github.com/GanyuanRan/Aegis git -C Aegis checkout 177240a262fe
The author documents no install command, so this uses the repository directly. Our verdict covers commit 177240a262fe only.
Works in
The author has not said which agents this skill supports, and we have not tested it in any.
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
177240a262fe
README badge
For maintainers · shows the latest audit
[](https://modelsatlas.com/skills/ganyuanran/systematic-debugging/)
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Questions about Systematic Debugging
What does the Systematic Debugging skill do?
Is Systematic Debugging safe to install?
What can Systematic Debugging access on my machine?
How current is this page?
Sources
- github.com/GanyuanRan/Aegis/tree/main/skills/systematic-debuggin — the audited source at commit 177240a262fe and every finding aboveObserved · 18 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the Systematic Debugging skill do?
- Is Systematic Debugging safe to install?
- What can Systematic Debugging access on my machine?