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BF karpathy-wiki

基于 Karpathy LLM Wiki 模式，为科研工作建立和维护持久化知识库。 当用户提到建立知识库、LLM Wiki、Karpathy 方法、Obsidian 知识管理、论文管理、 研究笔记、摄入论文、维护 Wiki 时使用。

ClawHub Agent Skills author: Walle v1.1.3 MIT-0 4 files · 1 script body ≈ 1 106 tokens Open the sourceclawhub.ai↗ analyzed 4 d ago

As a process F 33/100 · Will not run — References files that are not bundled: 路径, concepts/xxx.md, papers/xxx.md

ProcedureObsidianAI and agentsInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
B
82/100
safety, quality, tests
Safety 60%
100
Quality 40%
54
Run on models
none yet
Process rating
F
33/100
Will not run
References files that are not bundled: 路径, concepts/xxx.md, papers/xxx.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 4. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning missing-ref reference to a missing file: 路径
  • warning missing-ref reference to a missing file: concepts/xxx.md
  • warning missing-ref reference to a missing file: papers/xxx.md
  • warning missing-ref reference to a missing file: ../raw/papers/xxx.pdf

Process rating: all ten parameters 33/100

Will not run. References files that are not bundled: 路径, concepts/xxx.md, papers/xxx.md
  • 0Tools and files. 4 referenced file(s) missing: 路径, concepts/xxx.md, papers/xxx.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 20When it triggers. No condition that starts the skill
  • 40Consistency. Frontmatter name (karpathy-wiki) differs from the folder (karpathy-wiki-cn)
  • 100Steps. 41 steps
  • 100Execution cost. Instruction body is 1106 tokens
  • 100Running it twice. No mutating operations
  • 100Progress reporting. Reports progress

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Description length 116: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • -31 of 2 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +4Structure: 18 headings
  • +3Step-by-step instructions: 41 items
  • +4Has examples (3 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 54.

External checks

ClawHub: clean
This skill is a disclosed local research-wiki workflow with optional arXiv paper downloading, not hidden or malicious behavior.
LLM: benign (high) · VirusTotal: · 29 May 2026