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CF douyin-comment-collector

抖音数据采集技能（评论采集 + 账号主页作品抓取）。① 评论：手上有抖音视频完整 URL、短链 v.douyin.com 转发链接或数字 aweme_id，想把评论抓下来做舆情/选题/复盘/词频统计时使用；② 主页作品：给定账号主页 URL / 短链 / sec_uid，抓取该账号发布的作品标题（desc）与发布时间（create_time），支持 --since/--until 本地时间区间过滤，正是「拉取指定账号在指定时间发布内容的标题和时间」场景。评论提供两条路径：无头浏览器游客态（免登录）与纯 Python 签名(a_bogus)+mssdk 真 msToken 创作者接口（需本人 cookie）；主页作品用浏览器拦截 aweme/post 接口，支持 --since/--until 时间过滤与 --analyze 按天分布统计。统一入口 douyin.py 一键路由评论/作品两个子命令。支持可选 jieba 词频分析；全自包含、可独立安装。不适用于快手/小红书/视频号等其他平台（那是别的技能），也不绕过登录做越权抓取——仅采集你有权访问的公开数据。

ClawHub Agent Skills author: onebysuzhong-dot v1.4.0 MIT-0 19 files · 13 scripts body ≈ 2 268 tokens Open the sourceclawhub.ai↗ analyzed 6 d ago

抖音数据采集技能（评论采集 + 账号主页作品抓取）。① 评论：手上有抖音视频完整 URL、短链 v.douyin.com 转发链接或数字 awemeid，想把评论抓下来做舆情/选题/复盘/词频统计时使用；② 主页作品：给定账号主页 URL / 短链 /…

As a process F 33/100 · No process to follow — References files that are not bundled: scripts/douyin_cookie.json

AnalyzerPlaywrightSoftware developmenttype 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
C
87/100
safety, quality, tests
Safety 60%
98
Quality 40%
70
Run on models
none yet
Process rating
F
33/100
No process to follow
References files that are not bundled: scripts/douyin_cookie.json
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 · 2

✓ No critical or high findings

Medium and low: 2
  • low Secrets in code secret-high-entropy-token scripts/mstoken.py:36
    High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
    _CUSTOM_B64 = "Dkdp…B80/Mfvw…R25+WUAl…tCe"
    quoted
  • low Secrets in code secret-high-entropy-token scripts/sign/ab_pure.py:30
    High-entropy token-like string (may be an id, hash or a credential) (quoted — discussed, not commanded)
    ALPHABET_S3 = "ckdp…B80/Mfvw…R25+WQAl…tCe"
    quoted

Files scanned: 19. 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: scripts/douyin_cookie.json
  • note frontmatter-key unknown frontmatter key "slug"
  • note frontmatter-key unknown frontmatter key "displayName"
  • note frontmatter-key unknown frontmatter key "agent_created"

Process rating: all ten parameters 33/100

Will not run. References files that are not bundled: scripts/douyin_cookie.json
  • 0Tools and files. 1 referenced file(s) missing: scripts/douyin_cookie.json
  • 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
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 2 mutating operations with no state check
  • 100Steps. 32 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 2268 tokens
  • low The response is described with custom markup (7 tags): a typed call is more reliable

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)
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +3Description length 486: enough signal without eating the budget
  • +4Structure: 10 headings
  • +3Step-by-step instructions: 32 items
  • +4Has examples (8 code blocks)
  • +4Reference files are cited in the instructions (1 of 1)
  • +3All 9 scripts are documented

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

External checks

ClawHub: suspicious
This Douyin scraping skill is mostly coherent, but it stores and reuses live account cookies and includes platform-bypass techniques that need careful review before installation.
LLM: suspicious (high) · 21 Sept 2026