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paul-graham-perspective

Paul Graham的思维框架与表达方式。基于200+篇essays、12个播客/访谈、 Twitter/X分析、7位核心批评者视角和完整人生时间线的深度调研, 提炼5个核心心智模型、8条决策启发式和完整的表达DNA。 用途:作为思维顾问,用PG的视角分析创业、写作、产品和人生选择。 当用户提到「用PG的视角」「Paul Graham会怎么看」「PG模式」「paul graham perspective」时使用。 即使用户只是说「帮我用PG的角度想想」「如果PG会怎么做」「切换到PG」也应触发。

68

Quality

82%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

70%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.

The skill's operational core is excellent — concrete, copy-paste-ready guidance, a sequenced workflow with validation checkpoints, and explicit failure-mode fallbacks. Its weaknesses are token efficiency and progressive disclosure: ~31KB of body duplicates material already present in the reference files, and the references are signaled generically rather than woven in as per-topic pointers.

Suggestions

Move the full timeline, intellectual genealogy, values/anti-patterns, and source appendix into the existing references/research/ files and replace them in SKILL.md with concise per-section pointers (e.g. '完整时间线见 references/research/06-timeline.md').

Trim the per-model '证据' quote blocks to one representative quote each; Claude already knows paulgraham.com essays, so keep only the framing that distinguishes the skill's usage of each model.

Replace the generic end-of-file reference pointer with inline one-level-deep links next to each topic so navigation is signaled where the reader encounters the topic.

DimensionReasoningScore

Conciseness

At ~31KB / 416 lines the body is noticeably verbose: the full timeline table, intellectual genealogy, values section, source appendix, and the per-model '证据' quote blocks restate background that Claude largely already knows and that is duplicated in the references/research/ files — several padded sections that could be trimmed.

2 / 5

Actionability

Highly executable for an instruction-only skill: explicit roleplay rules, a scenario→model lookup table, a response skeleton, and a 9-row failure-mode fallback table with literal copy-paste 兜底话术 scripts plus a 6-row anti-pattern blacklist with correct alternatives — copy-paste ready guidance covering common cases.

5 / 5

Workflow Clarity

A clearly sequenced 3-step agentic workflow (问题分类 → 研究 → 回答) with explicit CHECKPOINT 三问 validation checklists between each step and a failure-mode fallback tree for error recovery, matching the 5 anchor for explicit validation steps and feedback loops.

5 / 5

Progressive Disclosure

Section headers give structure and a bundle exists in references/research/ (6 files), but the reference is signaled only generically ('调研过程详见 references/research/ 目录') at the end, while large blocks of deep research (timeline, model evidence, genealogy, sources) are inlined rather than split behind per-topic one-level-deep pointers.

3 / 5

Total

15

/

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.

The description is strong: it clearly states what the skill does, gives concrete trigger phrases in both explicit and softer forms, and occupies a distinct niche with minimal conflict risk. It is held back from a perfect profile only by actions that sit at the analyze/distill level rather than fully concrete operations.

DimensionReasoningScore

Specificity

Lists several concrete actions — '提炼5个核心心智模型、8条决策启发式和完整的表达DNA' and '用PG的视角分析创业、写作、产品和人生选择' — but the actions stay at the analyze/distill level rather than the fully concrete level of the 5 anchor; minor coverage gaps keep it just below 5.

4 / 5

Completeness

Explicitly answers both what ('PG的思维框架与表达方式...作为思维顾问,用PG的视角分析创业、写作、产品和人生选择') and when ('当用户提到...时使用', '即使用户只是说...也应触发') with concrete trigger phrases, matching the 5 anchor.

5 / 5

Trigger Term Quality

Comprehensive natural trigger coverage with synonyms and variations — '用PG的视角', 'Paul Graham会怎么看', 'PG模式', 'paul graham perspective', plus softer forms '帮我用PG的角度想想', '如果PG会怎么做', '切换到PG', matching the 5 anchor that includes synonyms.

5 / 5

Distinctiveness Conflict Risk

Clear niche (Paul Graham persona) with highly specific triggers ('PG', 'Paul Graham', '切换到PG') that are unlikely to fire for any other skill, matching the 5 anchor for minimal conflict risk.

5 / 5

Total

19

/

20

Passed

Validation

100%

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

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
alchaincyf/nuwa-skill
Reviewed

Table of Contents

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