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automate-me

Use for "automate me", "create/update/refresh my -mode skill", "turn/capture my preferences or working style into a skill", or wanting agents to follow how the user works. Drafts or revises a personal -mode skill via create-skill + unslop, optionally pulling fresh evidence from recent transcripts.

72

Quality

90%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

90%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, highly actionable orchestration skill: lean prose, concrete paths and commands, a clearly sequenced flow with user-facing checkpoints, and appropriately referenced (not inlined) sibling skills. The only structural gaps are minor — implicit landing/trigger verification and unverified/relative external references.

DimensionReasoningScore

Conciseness

The body is lean and operational throughout — e.g. "Don't dump 20 questions.", "Cut ruthlessly. A mode skill is not a manual.", "Patterns seen in 2+ slices are high-confidence. Lone signals are weak and usually get dropped." — with no explanation of concepts Claude already knows and every line carrying instruction. It assumes competence and earns its tokens, matching the 5 anchor rather than the 4 anchor (no trimmable over-explanation found).

5 / 5

Actionability

For an instruction-only skill the guidance is fully executable: concrete paths ("`.cursor/skills/<handle>/<handle>-mode/SKILL.md`", "`~/.cursor/skills/*-mode/SKILL.md`"), a runnable command ("`git log -1 --format=%cI <path>`"), tool parameters ("`AskQuestion` … 4-6 options each, `allow_multiple: true`"), and specific subagent slicing instructions ("last 2-4 weeks, split into 3 slices"). Per the scoring notes, absence of code is not penalized when guidance is this actionable.

5 / 5

Workflow Clarity

Steps 0–6 are clearly sequenced with real checkpoints: intent confirmation via AskQuestion in step 0, cross-slice validation in step 1 ("Cross-check across slices before elevating a signal"), and an explicit user feedback loop in step 5 ("Show the draft to the user and take feedback. Expect multiple iterations."). Not a 5 because a few checkpoints are implicit rather than explicit validation steps (e.g. no check that the PR landed or that the new skill actually triggers), though no destructive or batch operation requires a cap.

4 / 5

Progressive Disclosure

Good structure with well-organized sections (Flow, Guardrails, Evaluation, When not to use) and clearly signaled one-level references (the adapter doc at the top, "The **poteto-mode** skill shows the shape. Read it for granularity.", "Reference, don't inline"). Not a 5: sibling skills are referenced by name without paths, and the adapter path `../../docs/harness/claude-code.md` points outside the skill directory and could not be verified to exist; no bundle files are present to absorb any detail.

4 / 5

Total

18

/

20

Passed

Description

87%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: third-person voice, explicit "Use for" triggers with natural phrasings, and a clear statement of what the skill produces. Minor room to broaden trigger synonyms, but it clearly communicates both capability and invocation conditions.

DimensionReasoningScore

Specificity

The description lists several concrete actions — "Drafts or revises a personal -mode skill via create-skill + unslop, optionally pulling fresh evidence from recent transcripts" — naming the domain and the mechanisms. Not a 5 because coverage is moderate (draft/revise plus optional transcript mining) without additional specifics about what the resulting skill contains; not a 3 because multiple concrete actions are explicitly stated rather than minimal or generic.

4 / 5

Completeness

It explicitly answers "when" with an opening "Use for" clause containing multiple concrete trigger phrases, and "what" with "Drafts or revises a personal -mode skill via create-skill + unslop, optionally pulling fresh evidence from recent transcripts". This matches the 5 anchor (both what and when explicit with concrete trigger phrases); a 4 would require the when to be only loosely specified, which it is not.

5 / 5

Trigger Term Quality

Natural trigger phrases are quoted directly — "automate me", "create/update/refresh my -mode skill", "turn/capture my preferences or working style into a skill", "wanting agents to follow how the user works" — phrases a user would plausibly say, with variations. A few natural synonyms are missing (e.g. "my working style", "personal skill", "capture my conventions"), which keeps it below the comprehensive 5 anchor.

4 / 5

Distinctiveness Conflict Risk

The niche is distinct — generating a personal `-mode` skill from the user's own preferences — with triggers unlikely to fire for generic skill-authoring or coding requests. The "-mode skill" scoping distinguishes it from plain `create-skill` usage, so conflict risk is minimal.

5 / 5

Total

18

/

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: 1 suspicious

Warning

Total

15

/

16

Passed

Repository

cursor/plugins

Path

harness/pstack/claude-code/skills/automate-me/SKILL.md

Reviewed

Table of Contents

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