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recipe-fullstack-implement

Orchestrate full-cycle implementation across backend and frontend layers

35

Quality

31%

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./skills/recipe-fullstack-implement/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Discovery

0%

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

This description is vague, buzzword-heavy, and lacks any concrete actions, natural trigger terms, or explicit usage guidance. It would be nearly impossible for Claude to reliably distinguish this skill from other development-related skills in a large skill library. It needs a complete rewrite with specific capabilities and clear trigger conditions.

Suggestions

Replace vague language with specific concrete actions, e.g., 'Creates REST API endpoints, database models, and corresponding React UI components for new features'.

Add an explicit 'Use when...' clause with natural trigger terms, e.g., 'Use when the user asks to build a new feature end-to-end, implement a full-stack feature, or connect frontend to backend.'

Narrow the scope to a distinct niche to reduce conflict risk, such as specifying the tech stack, project type, or workflow pattern this skill targets.

DimensionReasoningScore

Specificity

The description uses vague, abstract language like 'orchestrate full-cycle implementation' and 'backend and frontend layers' without listing any concrete actions. No specific tasks such as 'create API endpoints', 'build UI components', or 'set up database schemas' are mentioned.

1 / 3

Completeness

The description weakly addresses 'what' with vague language and completely lacks any 'when' clause or explicit trigger guidance. There is no 'Use when...' or equivalent.

1 / 3

Trigger Term Quality

The terms 'orchestrate', 'full-cycle implementation', and 'backend and frontend layers' are buzzwordy and not natural keywords a user would say. Users would more likely say things like 'build a feature', 'create an API', 'add a page', or 'full-stack development'.

1 / 3

Distinctiveness Conflict Risk

This description is extremely generic and could conflict with virtually any coding, web development, or software engineering skill. 'Backend and frontend' covers nearly all application development, providing no clear niche.

1 / 3

Total

4

/

12

Passed

Implementation

62%

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

This is a well-structured orchestration skill with strong workflow clarity — clear phases, validation checkpoints, feedback loops, and escalation paths. Its main weaknesses are moderate verbosity from repeated cross-references and procedural descriptions that could be more concise, plus heavy reliance on external references (monorepo-flow.md, subagents-orchestration-guide) without those files being available in the bundle to verify completeness. The actionability is decent for an orchestration-level skill but lacks concrete executable examples.

Suggestions

Reduce repetitive references to monorepo-flow.md and subagents-orchestration-guide — mention them once at the top and use shorter shorthand references thereafter.

Include the referenced bundle files (monorepo-flow.md, subagents-orchestration-guide) or provide inline summaries of the critical steps so the skill is self-contained enough to be actionable without external dependencies.

Move detailed sections like 'Final Cleanup' and 'Post-Implementation Verification' into separate reference files to keep the main SKILL.md as a concise orchestration overview.

DimensionReasoningScore

Conciseness

The skill is moderately efficient — it avoids explaining basic concepts Claude would know, but contains significant repetition (e.g., repeatedly referencing monorepo-flow.md and subagents-orchestration-guide) and verbose table/checklist structures that could be tightened. Some sections like 'Scope Boundary for Subagents' and 'Execution Method' add little unique information.

2 / 3

Actionability

The skill provides structured decision tables, filename patterns for agent routing, and specific status-checking logic, which is fairly concrete. However, it relies heavily on external references (monorepo-flow.md, subagents-orchestration-guide) for the actual executable steps, and contains no runnable code examples or concrete command invocations — most guidance is procedural description rather than copy-paste ready instructions.

2 / 3

Workflow Clarity

The multi-step workflow is clearly sequenced with explicit phases (Requirements → Design → Planning → Implementation → QA), validation checkpoints (quality-fixer before commit, implementation readiness check, post-implementation verification), feedback loops (stub_detected → return to executor, fix cycle with re-verification), and clear escalation paths (blocked → escalate to user). Stop points are explicitly marked.

3 / 3

Progressive Disclosure

The skill references external files (monorepo-flow.md, subagents-orchestration-guide) appropriately for detailed flow definitions, but no bundle files are provided to verify these references exist. The SKILL.md itself is quite long (~150 lines of dense procedural content) with some sections that could be split into separate reference files (e.g., Post-Implementation Verification, Final Cleanup). The structure is reasonable but the inline detail level is heavy for an orchestrator overview.

2 / 3

Total

9

/

12

Passed

Validation

90%

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

Validation10 / 11 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

10

/

11

Passed

Repository
shinpr/claude-code-workflows
Reviewed

Table of Contents

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