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deslop

Remove AI writing patterns from prose. Use this skill when writing, drafting, editing, reviewing, or revising any text to eliminate predictable AI tells, slop, and formulaic patterns. Trigger this skill whenever the user asks to "deslop", "de-AI", "make it sound human," "remove AI patterns," "remove AI tropes," "clean up AI writing," fix "slop," "deslop" text, or review prose for authenticity. Also use when the user asks you to write or draft anything and wants it to sound natural rather than AI-generated. Common use cases include scientific writing (manuscripts, abstracts, cover letters, grant narratives, discussion sections, peer review responses), blog posts, newsletters, memos, reports, and any other substantial prose.

70

Quality

86%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

78%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.

Well-structured, lean, and actionable instruction skill with a real pre-delivery checklist and a clean reference split into existing bundle files. Tightening a few verbose rules and adding an explicit re-check loop would push it higher.

Suggestions

Trim the more verbose Quick Checks entries to one line each to lift conciseness toward 5.

Add an explicit feedback loop in the workflow (run Quick Checks -> if any fail, fix and re-check -> only deliver when clean) to strengthen workflow_clarity.

Consolidate the duplicated examples.md pointer (the Reference Files section and the Examples section both link it) to reduce redundancy.

DimensionReasoningScore

Conciseness

Efficient body that assumes Claude's competence and avoids explaining concepts Claude already knows; a few rules and quick-check entries could be tightened further.

4 / 5

Actionability

Instruction-only skill with concrete, specific guidance — exact phrases to cut, named patterns ('Not X. Y.'), and before/after examples — that is directly executable; minor gaps in completeness rather than abstraction.

4 / 5

Workflow Clarity

A pre-delivery 'Quick Checks' checklist and a scoring rubric with a revision threshold provide clear sequencing and a checkpoint, though an explicit error-recovery feedback loop is not spelled out.

4 / 5

Progressive Disclosure

Clear overview in SKILL.md with well-signaled, one-level-deep references (phrases.md, structures.md, tropes.md, examples.md) that all exist as real files, each with a described purpose and easy navigation.

5 / 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: concrete, third-person, with excellent trigger coverage and explicit what/when guidance. Minor room to sharpen the 'what' beyond the single task family, but triggers and use cases are comprehensive.

DimensionReasoningScore

Specificity

Names a concrete core action ('Remove AI writing patterns') and enumerates specific sub-targets (tells, slop, formulaic patterns, tropes) plus concrete use cases, though it is a single task family rather than multiple distinct tool actions.

4 / 5

Completeness

Explicitly answers both 'what' ('Remove AI writing patterns from prose') and 'when' ('Use this skill when...', 'Trigger this skill whenever...') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Comprehensive natural trigger phrases users would actually say — 'deslop', 'de-AI', 'make it sound human', 'remove AI patterns', 'clean up AI writing' — covering synonyms and variations.

5 / 5

Distinctiveness Conflict Risk

Clear niche (AI-tell removal) with distinctive triggers ('deslop', 'de-AI') that minimize overlap with generic writing or editing skills.

5 / 5

Total

19

/

20

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

metadata_field

'metadata' should map string keys to string values

Warning

Total

14

/

16

Passed

Repository
every-app/open-seo
Reviewed

Table of Contents

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