Content
27%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This skill reads like an academic survey paper on CoT prompting techniques rather than a concise, actionable skill file. It massively over-explains concepts Claude already understands deeply (prompting techniques, reasoning patterns) and includes unnecessary metadata like citation counts and paper references. The content would be far more effective as a brief decision matrix with technique selection criteria, linking to separate files for each technique's details.
Suggestions
Reduce the SKILL.md to a concise overview (~50-80 lines) with the decision matrix and brief 1-2 line descriptions of each technique, moving detailed templates and examples into separate referenced files (e.g., techniques/react.md, techniques/tot.md).
Remove all paper citations, citation counts, and 'How It Works' explanations — Claude already knows these techniques intimately. Focus only on the specific prompt templates and implementation patterns.
Add concrete validation criteria for each technique: how to tell if the technique is working, when to switch techniques, and what failure modes look like in practice.
Remove the 'Strengths' and 'Limitations' sections for each technique — these are well-known to Claude. Replace with a single compact comparison table if needed.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Extremely verbose at ~500+ lines. Explains concepts Claude already knows well (what CoT is, how prompting works, paper citations, citation counts). Much of this is textbook-level information about prompting techniques that Claude is deeply familiar with. The accuracy gain percentages, paper references, and extensive explanations of 'how it works' for each technique are unnecessary padding. | 1 / 3 |
Actionability | Provides concrete prompt templates and some Python code examples, which is good. However, much of the code is pseudocode or conceptual (e.g., the Tree of Thoughts BFS implementation references undefined functions like `generate_thoughts`, `evaluate`, `is_solved`). The templates are usable but the skill reads more like a reference guide than executable instructions. | 2 / 3 |
Workflow Clarity | The decision matrix provides a clear flowchart for technique selection, and some techniques like Least-to-Most and Reflexion show clear multi-stage processes. However, there are no validation checkpoints or feedback loops for verifying whether a chosen technique is actually working. The 'start simple and progress' advice in Best Practices is vague without concrete criteria for when to escalate. | 2 / 3 |
Progressive Disclosure | This is a monolithic wall of text with no references to external files. All 9 techniques are fully detailed inline, making the skill extremely long. There's no bundle structure to offload detailed technique descriptions, examples, or references. Each technique could be its own referenced file with the SKILL.md serving as a concise overview and decision guide. | 1 / 3 |
Total | 6 / 12 Passed |