Agent skill · Audited from source
deepen
skill · juliusbrussee/cavekitMIT licenceAudited 23 Oct 2026 · source 4ddfda34b42a
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 4ddfda34b42a and found no filesystem, network or shell access and no hard-coded secrets. What it does: Optional design-improvement pass for when you have spare usage to drain. Finds the shallowest modules in the code the spec touches, researches a deeper design, and proposes refactors that shrink interfaces and hide…
Cite
Cite this page
ModelsAtlas. “deepen (juliusbrussee/cavekit)”. Retrieved 23 Oct 2026. https://modelsatlas.com/skills/juliusbrussee/deepen
Trust audit
Audit 0.4.1 · source read 23 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 | NA | 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 4ddfda34b42a · 23 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- Publisherjuliusbrussee GitHub userOwner of the repository this skill is read from
- Source folderjuliusbrussee/cavekit/skills/deepenThe exact folder we audited
- LicenceMITAs the repository states it
- Commit pinned for this verdict4ddfda34b42aA new audit runs when the source changes
- Repository statusNot archivedLast push 69 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Optional design-improvement pass for when you have spare usage to drain. Finds the shallowest modules in the code the spec touches, researches a deeper design, and proposes refactors that shrink interfaces and hide…
--- name: deepen description: | Optional design-improvement pass for when you have spare usage to drain. Finds the shallowest modules in the code the spec touches, researches a deeper design, and proposes refactors that shrink interfaces and hide decisions — behavior held constant, tests green before and after. Proposes §I/§V/§T edits, never silent rewrites. Triggers when the user says "deepen this", "improve the design", "this module feels shallow", "pull complexity down", "use spare budget on the codebase", or invokes /ck:deepen. Leans on the codebase-design skill's deep-module vocabulary when present. --- # deepen — make modules deep **Behavior is sacred: tests green before AND after. Every change shrinks an interface or hides a decision — deepen, don't churn.** A **deep module** hides a lot behind a small interface; a **shallow** one's interface costs as much to use as writing the code yourself. Complexity = dependencies + obscurity, and it compounds. Deepen spends spare usage paying that down *before* it becomes a §B. Run it when the build is green & you have budget to drain — not under deadline. ## WHEN TO DEEPEN - Build is green, tests pass, & you have token budget spare. - A module's interface feels as complex as its implementation (shallow smell). - The same change keeps touching many files (change amplification). - User explicitly asks to improve design quality. ⊥ run mid-feature or under pressure. Deepen is the deliberate pass, not the reflex. ## FIVE STEPS ### 1. PICK THE SHALLOW Scan the modules the spec touches. Rank by shallowness — interface surface vs work done. Pick the **one** worst offender. Tells: - Pass-through method that only forwards to one other (shallow layer). - Caller must set 5 flags right to use it (config leakage). - Same abstraction repeated at two layers (no information hiding). - A `?` or §B that traces back to a confusing interface. One module per pass. Deepening is surgical, ⊥ a codebase sweep. ### 2. DIAGNOSE Name the design defect in caveman, citing file:line: > src/auth/token.go: 6-arg ctor leaks rotation policy to every caller. shallow. Complexity is real only if it shows: change amplification, high cognitive load, or an unknown-unknown (caller must know a hidden fact to call it right). ### 3. RESEARCH THE DEEPENING What does a deeper version look like? Pull a known pattern (hand to **research** for the external case → §R) or derive from the codebase's own better modules. Moves that deepen: - **Pull complexity down** — hide the hard part inside, give callers the simple path. - **Define errors out of existence** — design the interface so the edge can't occur. - **Information hiding** — one decision, one module; callers don't learn it. - **General-purpose interface** over a pile of special-case methods. ### 4. PROPOSE Draft the change as spec edits, not a silent rewrite: - New/simpler §I shape for the module. - §V that locks the deepened invariant so a future build can't re-shallow it. - §T refactor row(s), each citing the §V/§I it serves. Hand to **spec** to write. Show the before/after interface so the user sees the shrink. ### 5. VERIFY BEHAVIOR HELD Refactor ≠ rewrite. Full suite green before you start AND after. A deepening that changes behavior is a feature in disguise — stop, route through `/spec` + `/build`. New interface gets a test proving the old callers still work. ## WHEN TO STOP Done when the chosen module's interface is strictly smaller, its hidden decision no longer leaks, tests are green, and §I/§V record the new shape. One module deepened beats five churned. Budget left → pick the next shallowest, fresh pass. ## BOUNDARIES - ⊥ change behavior. Green before, green after. Pure structure. - ⊥ write SPEC.md. Propose §I/§V/§T; spec writes. - ⊥ deepen more than one module per pass. - ⊥ run under deadline or mid-feature. This is the spare-budget pass. - ⊥ add abstraction for single-use code. A deep module earns its hiding; a speculative one is just more surface.
Excerpt, first 4,017 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 4ddfda3
git clone https://github.com/juliusbrussee/cavekit git -C cavekit checkout 4ddfda34b42a
The author documents no install command, so this uses the repository directly. Our verdict covers commit 4ddfda34b42a 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
4ddfda34b42a
README badge
For maintainers · shows the latest audit
[](https://modelsatlas.com/skills/juliusbrussee/deepen/)
The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.
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Questions about deepen
What does the deepen skill do?
Is deepen safe to install?
What can deepen access on my machine?
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Sources
- github.com/juliusbrussee/cavekit/tree/main/skills/deepen — the audited source at commit 4ddfda34b42a and every finding aboveObserved · 23 Oct 2026
Spotted something wrong? Report a correction · Methodology
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Opens with this page as the source. We add nothing else to the prompt.
- What does the deepen skill do?
- Is deepen safe to install?
- What can deepen access on my machine?