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talk-luebken-embedding-pi-coding-agent

Explains, summarizes, and turns Matthias Luebken's talk on embedding Pi-style coding agents into safe product-design artifacts: tool-contract sketches, guardrail checklists, session-record models, and malleable-software review plans. Use when the user asks about OpenClaw, Pi-style product agents, lifecycle guardrails, agent sessions, or design-level application of these primitives.

66

Quality

83%

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SKILL.md
Quality
Evals
Security

Quality

Content

71%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 lean, well-organized instructional skill with clearly sequenced workflows, explicit boundary/redaction handling, and fielded output templates. Its main defect is structural: all three bundle files it directs the reader to are missing, so the progressive-disclosure navigation cannot actually be followed.

Suggestions

Ship outline.md, quote.md, and transcript.md in a references/ directory (or update the Read Order paths to files that exist) so the referenced navigation targets resolve.

Replace one of the 'Response shape' sketches in Examples with a fully worked example response to make the output templates copy-paste concrete.

Merge the 'Redacted Request' template with Read Order item 4, since both state the same redaction guidance, to trim duplicated tokens.

DimensionReasoningScore

Conciseness

The ~75-line body is lean with no explanations of concepts Claude already knows, but "What This Skill Produces" restates the artifact list already in the description, and the "Redacted Request" template duplicates Read Order item 4 ("If the user asks for omitted mechanics, say that the bundle is redacted"). Matches the 4 anchor (efficient, minor instances that could be trimmed); not 5 because of that duplication; not 3 because there is no padding or over-explanation.

4 / 5

Actionability

Numbered workflows carry concrete constraints ("Answer in 2-5 sentences", "Add one short excerpt from quote.md only if it strengthens the answer", "Add boundary checks before and after sensitive actions") and output templates specify exact fields (Goal/Boundaries/Review points/Evidence/Open questions). For an instruction-only skill this is mostly executable guidance. Not 5: the Examples section gives only "Response shape" sketches rather than one fully worked response, and templates are placeholders; not 3: the guidance is specific and executable, not pseudocode-level.

4 / 5

Workflow Clarity

Three workflows (factual question, applying to user's work, redacted request) are each clearly sequenced with checkpoints present: "State when the bundle does not cover a requested detail" and boundary checks before and after sensitive actions. Matches the 4 anchor (clear sequence, most checkpoints present). Not 5: the application workflow has no explicit verification step confirming the produced artifact covers all sensitive actions; not 3: checkpoints are explicit, not merely implied.

4 / 5

Progressive Disclosure

Read Order clearly signals one-level-deep references to `outline.md`, `quote.md`, and `transcript.md`, but none of these files exist in the bundle (no references/, scripts/, or assets/ directories are present), so every referenced navigation path is dangling. Matches the 3 anchor (some structure, could be better organized); not 4: well-signaled references should also resolve to real bundle files; not 2: the SKILL.md itself is well-organized and the references are prominently surfaced, not buried or inlined.

3 / 5

Total

15

/

20

Passed

Description

88%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, concrete about both actions and outputs, with an explicit 'Use when' trigger clause naming natural keywords. The only weaknesses are modest — missing trigger variations and mild overlap risk from generic terms like 'agent sessions' standing alongside the talk-specific ones.

DimensionReasoningScore

Specificity

"Explains, summarizes, and turns Matthias Luebken's talk ... into safe product-design artifacts: tool-contract sketches, guardrail checklists, session-record models, and malleable-software review plans" names multiple concrete actions plus four specific outputs in third-person voice, matching the 5 anchor (multiple specific concrete actions, comprehensive coverage). Not 4: there are no minor gaps — the artifact outputs fully enumerate what the skill produces.

5 / 5

Completeness

The description explicitly answers what ("Explains, summarizes, and turns ... into safe product-design artifacts") and when ("Use when the user asks about OpenClaw, Pi-style product agents, lifecycle guardrails, agent sessions ...") with concrete trigger phrases, matching the 5 anchor. Not 4: the when-clause is already explicit and trigger-specific, not merely improvable.

5 / 5

Trigger Term Quality

"Use when the user asks about OpenClaw, Pi-style product agents, lifecycle guardrails, agent sessions, or design-level application of these primitives" gives good natural keyword coverage including the product name. Not 5: common variations are missing (e.g., "embedding a coding agent in your product", the talk title itself); not 3: the terms present are ones users would naturally say for this need.

4 / 5

Distinctiveness Conflict Risk

Anchoring to "Matthias Luebken's talk" with named triggers (OpenClaw, Pi-style product agents) carves a clear niche, but the generic terms "lifecycle guardrails" and "agent sessions" carry minor overlap risk with general agent-design skills. Not 5 because of that overlap; not 3 because the talk-specific framing prevents broad conflict with similar skills.

4 / 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

metadata_version

'metadata.version' is missing

Warning

Total

15

/

16

Passed

Repository
jscraik/Agent-Skills
Reviewed

Table of Contents

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