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fp-pipe-ref

Quick reference for pipe and flow. Use when user needs to chain functions, compose operations, or build data pipelines in fp-ts.

72

Quality

89%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

The canonical home for this skill is fp-pipe-ref in administrakt0r/AI-Agents-Safe-Coding-Skills

SKILL.md
Quality
Evals
Security

Quality

Content

100%Scale 1-5

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

This is an excellent quick-reference skill that is lean, actionable, and well-structured. It provides exactly what Claude needs to help users with pipe and flow in fp-ts: executable examples, a clear decision table, and practical patterns with fp-ts types. No improvements needed.

DimensionReasoningScore

Conciseness

Every token earns its place. No unnecessary explanations of what fp-ts is, how functional programming works, or what composition means. The comments inside code (e.g., `// = fn3(fn2(fn1(startValue)))`) are genuinely clarifying, not redundant.

5 / 5

Actionability

All code examples are fully executable TypeScript with correct imports. Covers the two core functions (pipe, flow) with copy-paste ready examples, plus practical fp-ts usage patterns with Option and Array.

5 / 5

Workflow Clarity

This is a simple, single-purpose reference skill (not a multi-step or destructive workflow). The decision table for when to use pipe vs flow is clear and unambiguous. The progression from basic usage to fp-ts types to reusable patterns is logical.

5 / 5

Progressive Disclosure

For a concise quick-reference skill under 50 lines with no need for external files, the content is well-organized with clear section headers (basic pipe, basic flow, decision guide, fp-ts integration, common pattern). No external references are needed.

5 / 5

Total

20

/

20

Passed

Description

78%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.

This is a solid, well-structured description that clearly communicates both purpose and trigger conditions. It benefits from naming the specific library (fp-ts) and specific utilities (pipe, flow), which aids distinctiveness. Minor improvements could include additional trigger term synonyms and slightly more specific capability descriptions.

Suggestions

Add synonyms like 'function composition', 'piping', or 'functional programming' to improve trigger term coverage for users who may not use the exact terms 'chain' or 'compose'.

DimensionReasoningScore

Specificity

Names the domain (fp-ts pipe and flow) and mentions concrete actions like 'chain functions, compose operations, build data pipelines,' but these are somewhat generic functional programming concepts rather than deeply specific capabilities.

3 / 5

Completeness

Clearly answers both 'what' (quick reference for pipe and flow) and 'when' (Use when user needs to chain functions, compose operations, or build data pipelines in fp-ts) with explicit trigger phrases.

5 / 5

Trigger Term Quality

Includes good natural keywords like 'pipe', 'flow', 'chain functions', 'compose operations', 'data pipelines', and 'fp-ts'. Missing some variations like 'function composition', 'pipeline operator', 'piping', or 'functional programming' that users might naturally say.

4 / 5

Distinctiveness Conflict Risk

The specificity to fp-ts pipe and flow makes it fairly distinct, though 'chain functions' and 'compose operations' could overlap with general functional programming skills. The explicit mention of fp-ts reduces conflict risk significantly.

4 / 5

Total

16

/

20

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
administrakt0r/AI-Agents-Safe-Coding-Skills
Reviewed

Table of Contents

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