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talk-foxwell-reinvention-dev-team

Assists with questions about Hannah Foxwell's talk 'The Reinvention of the Dev Team'. Use when a user asks about Foxwell's arguments on agentic software development, engineering team composition, AI-driven velocity, dev-to-PM ratios, the three anchors (build something worth building, speed requires safety, people matter), the Keep/Trash/Try inventory, on-call sustainability, broken-comb skills, or wants to audit their own team against Foxwell's framework.

Quality

89%

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SKILL.md
Quality
Evals
Security

Quality

Content

81%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 well-structured reference-skill body: the lookup workflow is concrete and fully executable, with explicit grounding/validation checkpoints and strong error-recovery edge cases. The weaknesses are redundancy — the grounding rules, lookup workflow, and example walkthroughs restate the same procedure — and a bundle whose three referenced companion files are absent, leaving the well-signaled references dangling.

Suggestions

Consolidate the Grounding rules, the Lookup workflow, and the examples' 'Expected approach' bullets into a single statement of the locate→read→quote→cite procedure; grounding rules 1 and 4 and the 'Key quotes' section currently duplicate the Lookup workflow and Edge-case handling sections.

Ship the companion files in the bundle: `outline.md`, `transcript.md`, and `quote.md` are referenced throughout but are not present, so the skill cannot answer anything as packaged.

Fix the bundle note's 'two companion files' count to include `quote.md`, whose role (pre-extracted highlights) is distinct from `outline.md` and `transcript.md`.

DimensionReasoningScore

Conciseness

The body is mostly efficient — no explanations of concepts Claude already knows, and the sections are short — but the same locate→read→quote→cite procedure is stated three times: grounding rule 1 ("read `outline.md` to locate the relevant section, then read that section of `transcript.md`") duplicates the Lookup workflow's "**Locate**" and "**Read**" steps, grounding rule 4 ("If a topic spans multiple sections... read all relevant sections") duplicates the Edge-case handling bullet, and the standalone "Key quotes" section re-explains `quote.md` already covered in the "**Quote**" step. This matches anchor 3 ('mostly efficient... could be tightened') rather than anchor 4's 'minor instances': the redundancies are whole duplicated rules/sections, not trims.

3 / 5

Actionability

For an instruction-only skill the guidance is fully executable: a concrete four-step sequence with named files ("Read `outline.md`", "Read the identified section(s) in `transcript.md`", "Pull safe excerpts", "Reference the section name or timestamp"), testable rules ("Never put quotation marks around paraphrased content"), and two worked examples with a response template ("*In the \"Team Composition Under AI Velocity\" section, Foxwell states: \"[safe excerpts from transcript].\"*"). Per the rubric's code-vs-instruction note, absence of code is not penalized; every step is something Claude can directly perform, matching anchor 5's 'fully executable... specific examples cover the common cases'.

5 / 5

Workflow Clarity

The sequence (Locate → Read → Quote → Cite) is explicit and numbered, and validation/error-recovery paths are thorough: "If a claim isn't in `transcript.md`, say so explicitly — do not speculate", "If a topic spans multiple sections... read all relevant sections before answering", "If the user asks about something not covered in the talk at all, state that plainly", and "Ambiguous question: Before doing any lookup, ask a brief clarifying question". These explicit checkpoints with failure-handling loops match anchor 5 ('clear sequence with explicit validation steps; feedback loops for error recovery; checklists'); this is a read-only lookup skill, so the destructive/batch cap does not apply.

5 / 5

Progressive Disclosure

The body is a lean overview with clearly signaled, one-level-deep references, each with a distinct role ("`outline.md` (section map and glossary)", "`transcript.md` (full verbatim transcript)", "`quote.md` contains pre-extracted safe highlights"), which matches the structure of anchor 5. However, verified against the actual bundle, none of the three referenced files exist (no `references/`, `scripts/`, or `assets/` directories), so the disclosure chain cannot be completed; the bundle note also says "two companion files" while three are referenced. These are more than minor organization gaps, keeping it below 5 but above anchor 3, whose signature (references not clearly signaled, content inlined that should be separate) does not fit.

4 / 5

Total

17

/

20

Passed

Description

95%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: explicit 'what' and 'when', rich natural trigger terms covering the talk's distinctive vocabulary, and a clearly bounded niche. The only softness is that the action space is concentrated in one verb ('assists with questions') plus the team-audit use case, though the enumerated concrete topics largely compensate.

DimensionReasoningScore

Specificity

The description names the domain ("Assists with questions about Hannah Foxwell's talk 'The Reinvention of the Dev Team'") plus a second concrete action ("audit their own team against Foxwell's framework"), and enumerates concrete capabilities — "dev-to-PM ratios", "the three anchors (build something worth building, speed requires safety, people matter)", "the Keep/Trash/Try inventory", "on-call sustainability", "broken-comb skills". This lists several specific capabilities with only minor coverage gaps, matching anchor 4 rather than anchor 3: the named framework concepts go beyond the '1-2 concrete actions' of a score-3 description, though the verb space itself is narrow ('assists with questions', 'audit'), which keeps it below the comprehensive multi-action coverage of anchor 5.

4 / 5

Completeness

It explicitly answers 'what' ("Assists with questions about Hannah Foxwell's talk 'The Reinvention of the Dev Team'") and 'when' with a concrete "Use when a user asks about..." clause followed by specific trigger phrases ("agentic software development, engineering team composition, AI-driven velocity, dev-to-PM ratios..."). This matches anchor 5 exactly — both what and when are explicit with concrete triggers; it is well above anchor 4, where the 'when' would be less specific.

5 / 5

Trigger Term Quality

Trigger terms are comprehensive and natural for this niche: "Hannah Foxwell", the talk title, "agentic software development", "engineering team composition", "AI-driven velocity", "dev-to-PM ratios", "Keep/Trash/Try", "on-call sustainability", "broken-comb skills", and "audit their own team". A user who saw this talk would naturally say any of these phrases, and both the speaker's name and the talk title (synonym forms) are covered. Not score 4: no common variation a real user would say is missing — file extensions don't apply to a talk-reference skill.

5 / 5

Distinctiveness Conflict Risk

It occupies a clear niche — a single named talk by a named speaker — with triggers tied to that talk's unique vocabulary ("Foxwell's arguments", "the three anchors", "Keep/Trash/Try inventory"). No other plausible skill would trigger on these phrases, matching anchor 5's 'clear niche with distinct triggers; minimal conflict risk'; anchor 4's 'minor overlap risk with closely related skills' does not apply because no closely related skill shares these triggers.

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

metadata_version

'metadata.version' is missing

Warning

Total

15

/

16

Passed

Repository

jscraik/Agent-Skills

Path

Plugins/aidevcon/skills/talk-foxwell-reinvention-dev-team/SKILL.md

Reviewed

Table of Contents

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