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atomise

Atom of Thoughts (AoT) reasoning - decompose complex problems into atomic units with confidence tracking and backtracking. For genuinely complex reasoning, not everyday questions. Triggers on: atomise, complex reasoning, decompose problem, structured thinking, verify hypothesis.

91

2.28x
Quality

Does it follow best practices?

Impact

73%

2.28x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

100%

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

A well-crafted, self-contained reasoning framework: lean, highly actionable, with a clearly sequenced workflow including verification checkpoints and backtracking. No bundle files are present or needed, and the single-file organization is appropriate.

DimensionReasoningScore

Conciseness

The body is dense and structured (core loop, atom schema, threshold tables, modes, output template) with no padding explaining concepts Claude already knows; the short "Remember" recap serves as quick-reference rather than verbosity.

3 / 3

Actionability

It gives concrete executable guidance: an explicit atom schema {id, type, content, depends_on[], confidence, verified}, numeric confidence thresholds, flag-based modes, a copy-ready output template, and a phased execution guide with backtracking triggers.

3 / 3

Workflow Clarity

The 5-step core loop and phased execution guide are clearly sequenced with explicit validation checkpoints (atomicity gate, confidence thresholds) and a feedback loop (backtrack when confidence < 0.5).

3 / 3

Progressive Disclosure

No bundle files exist and none are needed; the skill is a self-contained cohesive method with clearly organized sections (Core Loop, Atoms, Confidence, Modes, Output, Execution Guide, Examples), so there is nothing that should be split out.

3 / 3

Total

12

/

12

Passed

Description

92%

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 that clearly states capabilities and includes explicit trigger guidance with natural keywords. Its only weakness is a couple of generic trigger terms that could overlap with broader reasoning skills.

Suggestions

Tighten the generic triggers: replace or qualify "complex reasoning"/"structured thinking" with more distinctive phrasing tied to atomic decomposition (e.g., "decompose into verifiable atoms") to reduce overlap with other reasoning skills.

DimensionReasoningScore

Specificity

"decompose complex problems into atomic units with confidence tracking and backtracking" lists multiple concrete actions (decompose, confidence tracking, backtracking), matching the multiple-specific-actions anchor.

3 / 3

Completeness

It states what the skill does (decompose into atomic units with tracking/backtracking) and gives an explicit "when" via "For genuinely complex reasoning, not everyday questions" plus a "Triggers on:" clause, answering both what and when.

3 / 3

Trigger Term Quality

"Triggers on: atomise, complex reasoning, decompose problem, structured thinking, verify hypothesis" gives good coverage of natural phrases a user would actually say, beyond the skill name.

3 / 3

Distinctiveness Conflict Risk

The Atom-of-Thoughts framing and "decompose problem"/"atomise" triggers form a clear niche, but "complex reasoning" and "structured thinking" are generic enough to overlap with other thinking-framework skills.

2 / 3

Total

11

/

12

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.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository
NeverSight/skills_feed
Reviewed

Table of Contents

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