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resume-research-workflow

Use when launching, stopping, or resuming an expensive multi-agent research run (deep-research or a Workflow fan-out) — how to checkpoint at launch, stop before a usage meter runs into paid overage, and resume from the journal cache byte-identically instead of re-paying. Invoke before firing a long Workflow, when the maintainer names a usage threshold or reports a meter running hot, and before diagnosing an empty or failed run as lost work.

Quality

88%

Does it follow best practices?

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

78%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 tight, mechanically specific instruction skill: exact tool calls, parameters, and dated incident evidence replace generic advice, and the checkpoint/stop/resume lifecycle is well sequenced with validation built in. The only weaknesses are minor — slight redundancy on the model-choice lever and two under-specified mechanisms (checkpoint file format, send_later arming).

Suggestions

Give the launch checkpoint a concrete location and minimal format (e.g. an exact scratchpad path and the fields run ID, script path, verbatim args) so the resume step is fully reproducible.

Show the actual send_later arming call (payload and delay) for the timed one-shot stop, since this is the mechanism the skill mandates when a threshold is named.

Collapse the repeated model-choice advice into one place — either 'Run the tail cheap' or the threshold-stop bullet — and trim the final bullet's justification to shorten the skill.

DimensionReasoningScore

Conciseness

The body is dense and assumes Claude's competence (no concept explanations), but the model-choice lever is stated in both 'Run the tail cheap' and the final 'Never promise a threshold stop' bullet, and that final bullet is long enough to trim.

4 / 5

Actionability

Concrete tool calls are given throughout — 'TaskStop', 'Workflow({scriptPath, resumeFromRunId, args})', 'journal.jsonl in the workflow transcript dir', 'send_later, e.g. 15–20 minutes out' — with exact failure modes (omitting args aborts, changed args miss the cache). Minor gaps keep it below 5: the checkpoint file's location/format ('scratchpad or session dir') and the send_later invocation are named but not spelled out.

4 / 5

Workflow Clarity

The bullets follow the lifecycle order (checkpoint at launch → stop → resume → run tail cheap → journal check) and include validation checkpoints ('read the journal' before diagnosing lost work; 'say which one was done' before ending the turn). It sits at anchor 4 rather than 5 because there is no post-resume verification step confirming the resumed run completed and produced the expected output.

4 / 5

Progressive Disclosure

The skill is under 50 lines with no bundle files and no need for external references, and is cleanly organized into 'Standing practice' and 'Related' sections; the two external pointers (`.claude/rules/workflow.md` rule 12, `~/.claude/CLAUDE.md`'s frontier gate) are clearly signaled and one level deep. Per the simple-skill guideline this merits 5.

5 / 5

Total

17

/

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 that explicitly states what the skill does and when to invoke it, with concrete, differentiated trigger phrases tied to maintainer behavior. Its only gap is synonym coverage for cost/limit language, which slightly limits natural-trigger recall.

DimensionReasoningScore

Specificity

It names multiple concrete actions covering the full lifecycle — 'how to checkpoint at launch, stop before a usage meter runs into paid overage, and resume from the journal cache byte-identically instead of re-paying' — matching the comprehensive-coverage anchor rather than the minor-gaps anchor at 4.

5 / 5

Completeness

Both halves are explicit: the 'what' is the checkpoint/stop/resume mechanics, and the 'when' gives concrete trigger phrases — 'Use when launching, stopping, or resuming an expensive multi-agent research run' and 'Invoke before firing a long Workflow, when the maintainer names a usage threshold or reports a meter running hot, and before diagnosing an empty or failed run as lost work.'

5 / 5

Trigger Term Quality

Good natural-term coverage — 'launching, stopping, or resuming', 'deep-research', 'Workflow fan-out', 'checkpoint', 'usage threshold', 'meter running hot' — but common synonyms a maintainer would say ('budget', 'cost', 'rate limit') are missing, which is anchor 4 rather than the comprehensive-synonym anchor at 5.

4 / 5

Distinctiveness Conflict Risk

It occupies a clear niche (expensive multi-agent research runs, usage meters, journal-cache resume) with triggers distinct from adjacent workflow or cost skills, so conflict risk is minimal.

5 / 5

Total

19

/

20

Passed

Validation

100%

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

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

alethical-org/alethical

Path

.claude/skills/resume-research-workflow/SKILL.md

Reviewed

Table of Contents

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