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computer-use-driven-iteration

Improve an interactive product through repeated computer-use simulations, bounded Claude implementation, verification, and reflection to find opportunities to collapse complexity. Use when asked to keep exercising and improving a UI across implementation waves. Skip one-off browser actions, routine fixes, and API-only work without an interactive product to exercise.

Quality

91%

Does it follow best practices?

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

88%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A tightly written coordination skill with an exemplary concise, unpadded style and a clearly sequenced workflow with genuine validation checkpoints and error-recovery paths. It falls slightly short on actionability (no concrete tool entrypoints or artifact locations, some strategy-level directives) and on progressive disclosure, since all five referenced sibling skills live outside the bundle and could not be verified.

Suggestions

Name the concrete computer-use entrypoints and evidence/artifact locations (e.g. where screenshots and task notes should be recorded) instead of deferring with 'the available computer-use tools' and 'existing task notes or evidence locations', so an agent can act without guessing.

Add one short worked example of a single wave (observation → delegated change → re-exercised journey → outcome) to ground abstract directives like 'Hunt for the owner, invariant, or smaller promise that makes a family of complexity unnecessary'.

The five linked sibling skills (../delegate-claude/SKILL.md, ../consult-claude/SKILL.md, ../post-implementation-review/SKILL.md, ../adversarial-review/SKILL.md, ../collapse-pass/SKILL.md) are not part of this bundle and could not be verified; either confirm they always ship alongside this skill or inline a one-line fallback for when a linked skill is unavailable.

DimensionReasoningScore

Conciseness

The body is dense, directive prose with no padding and no explanation of concepts Claude already knows — e.g. 'A screenshot cannot prove persistence or native hardware behavior' and 'A running worker's newer code is not evidence about the app currently open in the browser' are sharp, earned tokens. Every sentence instructs; nothing could be cut without losing guidance.

5 / 5

Actionability

For an instruction-only skill the guidance is mostly concrete: journey cases are enumerated ('switching items during an operation, interrupting and retrying, closing and reopening'), delegation inputs are named ('baseline, raw evidence, affected consumers, allowed changes, and a bounded stop condition'), and a resume checklist is given. But no commands or tool entrypoints are provided ('Use the available computer-use tools and their documented entrypoints' defers entirely), and some directives remain strategy-level, leaving minor gaps.

4 / 5

Workflow Clarity

The multi-wave process is explicitly sequenced (establish evidence → choose and execute the wave → reflect and challenge → continue or finish) with real validation checkpoints: pre-edit justification, 'Inspect the returned diff, run relevant checks', 'Distinguish worker-reported checks from checks Codex reproduced', regression re-exercise of the changed journey, an error-recovery path when UI access is blocked, and explicit stop conditions. Feedback loops are present throughout.

5 / 5

Progressive Disclosure

Structure is good: five well-organized sections, and each linked skill ([delegate-claude], [consult-claude], [post-implementation-review], [adversarial-review], [collapse-pass]) is referenced one level deep with a stated ownership scope ('The delegation skill owns clone preparation, dispatch, correction, and integration mechanics'). However, all five references point to sibling skills outside this bundle, none of which exist in the skill's directory — the skill ships with no references/, scripts/, or assets/ files, so the linked material cannot be verified from the bundle itself.

4 / 5

Total

18

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: it clearly and explicitly states what the skill does, when to use it, and when not to, with concrete activity names and disambiguating negative triggers. The only weakness is reliance on a few skill-internal terms where a natural user synonym would broaden trigger matching.

DimensionReasoningScore

Specificity

The description enumerates the full concrete activity loop — 'repeated computer-use simulations, bounded Claude implementation, verification, and reflection' — plus the goal 'to find opportunities to collapse complexity'. Coverage of what the skill does is complete rather than gapped, matching the 'multiple specific concrete actions; comprehensive coverage' anchor.

5 / 5

Completeness

It explicitly answers both questions: the first sentence states what the skill does ('Improve an interactive product through repeated computer-use simulations...'), and 'Use when asked to keep exercising and improving a UI across implementation waves' is a concrete trigger clause, further reinforced by negative triggers ('Skip one-off browser actions, routine fixes, and API-only work...').

5 / 5

Trigger Term Quality

'keep exercising and improving a UI' and 'interactive product' are phrases a user would plausibly say, and the skip clause sharpens matching. However 'implementation waves', 'computer-use simulations', and 'collapse complexity' are skill-internal jargon, and natural synonyms like 'iterate on the UI' or 'dogfood the app' are missing — good coverage with a few natural terms absent, not comprehensive.

4 / 5

Distinctiveness Conflict Risk

The skill occupies a clear niche — iterative, simulation-driven product improvement with delegation — and the explicit skip clause ('Skip one-off browser actions, routine fixes, and API-only work without an interactive product to exercise') actively disambiguates it from adjacent browser-automation and general-fix skills.

5 / 5

Total

19

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

relative_links

Relative link issues: 5 suspicious

Warning

Total

15

/

16

Passed

Repository

EpicenterHQ/epicenter

Path

.agents/skills/computer-use-driven-iteration/SKILL.md

Reviewed

Table of Contents

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