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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.

71

2.28x
Quality

64%

Does it follow best practices?

Impact

73%

2.28x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./data/skills-md/0xdarkmatter/claude-mods/atomise/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Discovery

67%

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

The description does a good job of explaining both what the skill does and when to use it, including an explicit exclusion clause. However, the trigger terms lean technical and may not match how users naturally phrase requests for help with complex problems. The methodology-specific language (AoT, atomic units) provides some distinctiveness but the broader terms like 'structured thinking' and 'complex reasoning' could overlap with other reasoning skills.

Suggestions

Add more natural trigger terms that users would actually say, such as 'break down', 'step by step', 'think through', 'analyze carefully', or 'work through this problem'.

Provide more concrete examples of what constitutes 'genuinely complex reasoning' to help Claude better distinguish when to select this skill (e.g., 'multi-step logic puzzles, causal analysis, or problems requiring hypothesis testing').

DimensionReasoningScore

Specificity

Names the domain (complex reasoning/problem decomposition) and some actions (decompose into atomic units, confidence tracking, backtracking), but the actions are somewhat abstract and methodology-focused rather than concrete task-oriented actions.

2 / 3

Completeness

Clearly answers both 'what' (decompose complex problems into atomic units with confidence tracking and backtracking) and 'when' (for genuinely complex reasoning, not everyday questions, with explicit trigger terms listed). The exclusion clause ('not everyday questions') adds useful scoping.

3 / 3

Trigger Term Quality

Includes explicit trigger terms like 'atomise', 'complex reasoning', 'decompose problem', 'structured thinking', 'verify hypothesis', but these are somewhat specialized/technical. Users are unlikely to naturally say 'atomise' or 'verify hypothesis' when they need help with a complex problem. Missing more natural terms like 'break down', 'step by step', 'think through'.

2 / 3

Distinctiveness Conflict Risk

The concept of 'structured thinking' and 'complex reasoning' could overlap with other reasoning or problem-solving skills. However, the specific methodology (Atom of Thoughts, atomic units, confidence tracking, backtracking) provides some distinctiveness. Terms like 'structured thinking' and 'decompose problem' are fairly generic in a reasoning context.

2 / 3

Total

9

/

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 skill with a clear workflow and good use of tables and formatting. Its main weakness is the lack of a concrete worked example showing the full decomposition process in action — the examples section only shows CLI invocations without demonstrating actual atom chains. There's also some redundancy and unnecessary explanation that could be trimmed.

Suggestions

Add one complete worked example showing the full atom decomposition process (e.g., a security question going through decompose -> solve -> verify -> contract -> conclude with actual atom content filled in)

Remove the 'Honest Caveat' paragraph and the anti-patterns section — merge the key point ('confidence is heuristic') into the confidence table and the 'Don't use for' line already covers misuse cases

Consider showing the output format populated with real data from the worked example rather than just placeholder template variables

DimensionReasoningScore

Conciseness

Generally efficient but includes some unnecessary content like the 'Honest Caveat' section explaining that confidence numbers aren't calibrated probabilities (Claude knows this), and the anti-patterns section restates what 'Don't use for' already covers. The atom type table and confidence thresholds are useful but could be tighter.

2 / 3

Actionability

The core loop and execution guide provide clear steps, and the output format is concrete. However, there's no fully worked example showing the actual decomposition process end-to-end — the examples section only shows invocation commands, not what the reasoning trace looks like in practice. The atom structure is described but never demonstrated with real content flowing through the phases.

2 / 3

Workflow Clarity

The workflow is clearly sequenced with explicit phases (Setup -> Iterate), has validation checkpoints (confidence thresholds triggering backtracking), feedback loops (verify -> low confidence -> backtrack -> try alternative), and clear termination conditions. The backtracking protocol is well-defined with specific steps.

3 / 3

Progressive Disclosure

The content is well-structured with clear sections and headers, but it's all in one file with no references to external resources for deeper content. The modes, atom types, and execution guide could benefit from being split out, especially since the file is fairly long. However, for a self-contained skill this is acceptable — the main issue is that some sections (like a full worked example) are missing rather than linked.

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
NeverSight/skills_feed
Reviewed

Table of Contents

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