What exactly is broken in popular skills: references to files that are not bundled, actions taken without human approval, processes with no stopping condition. Everything here is measured from the skill text rather than judged by a model, so every line can be checked.
Analyzerwill not run
A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.
- References files that are not bundled: assets/gep/events.jsonl
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 1 referenced file(s) missing: assets/gep/events.jsonl
clawhub · ↓ 1 285 ★ 2
Generatorwill not run
When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the
- References files that are not bundled: ../../tools/REGISTRY.md, ../../tools/integrations/google-ads.md, ../../tools/integrations/meta-ads.md
- 12 top-level sections: this looks like several domains in one skill
- 5 referenced file(s) missing: ../../tools/REGISTRY.md, ../../tools/integrations/google-ads.md, ../../tools/integrations/meta-ads.md
clawhub · ↓ 1 839 ★ 1
Procedurewill not run
AutoMD-GROMACS: AI-friendly molecular dynamics automation for GROMACS with workflow, enhanced sampling, special-system simulation, advanced analysis, and publication-ready visualiz
- References files that are not bundled: references/templates/
- 1 referenced file(s) missing: references/templates/
- Does not say what the result is
clawhub · ↓ 1 367 ★ 2
Referencewill not run
AI 新闻日报 v1.0.3 - 自动抓取全球 AI 行业最新动态,每日推送 10 条精选新闻。支持英文标题/内容自动翻译、400-500 字中文摘要、外部配置 (config.yaml)、失败重试、智能去重。安装后自动创建 OpenClaw 定时任务,每天早上 9:00 自动推送到对话框。用于定时抓取 AI 新闻、RSS 聚合、多语言支持。
- References files that are not bundled: url
- 11 top-level sections: this looks like several domains in one skill
- 1 referenced file(s) missing: url
clawhub · ↓ 1 302 ★ 2
Integrationwill not run
将 flomo 所有记录 memo 同步/备份到本地 Markdown 文件的工具。使用 scripts/flomo-sync.py 脚本通过 flomo API 拉取 memo,支持增量同步、附件下载、多文件输出。当用户需要备份 flomo、同步 flomo memo 到本地、导出 flomo 笔记为 Markdown 时使用。
- References files that are not bundled: images/2024/07/11/MTI3MTMwMzQ0_photo.png, path
- 2 referenced file(s) missing: images/2024/07/11/MTI3MTMwMzQ0_photo.png, path
- Does not say what the result is
clawhub · ↓ 1 279 ★ 2
Procedurewill not run
获取36氪官方自助报道栏目文章. Use when the user asks about 36kr AI报道, 自助报道, aireport, 36kr自助报道, AI寻求报道, 自助报道文章, 最新自助报道, 查看AI报道, 36kr aireport, 查自助报道, 今日自助报道, 36kr AI寻求报道栏目, 最新报道列表.
- References files that are not bundled: url, authorUrl
- 2 referenced file(s) missing: url, authorUrl
- Does not say what the result is
clawhub · ↓ 1 284 ★ 2
GeneratorWhatsAppwill not run
Search global companies and professional contacts for cross‑border B2B lead generation. Help exporters, sourcing agents and sales teams identify purchasing decision‑makers, source
- References files that are not bundled: scripts/*.py
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 11 top-level sections: this looks like several domains in one skill
clawhub · ↓ 1 684 ★ 2
Referencewill not run
小升初英语单词深度学习系统。当用户提供单词列表、时限和可用时间,或想要帮助孩子学习英语单词、制定单词学习计划、设计单词故事记忆法、出单词考核题目、查看复习提醒时,必须使用此skill。涵盖:单词故事串联、直接生成图文教学卡PNG、分级考核(听写/发音/用法)、遗忘曲线复习提醒、学习进度追踪与下一课调整。只要用户涉及"单词学习计划"、"单词故事"、"单词考核"
- References files that are not bundled: references/ebbinghaus.md, references/assessment-templates.md, references/story-themes.md
- 3 referenced file(s) missing: references/ebbinghaus.md, references/assessment-templates.md, references/story-themes.md
- Does not say what the result is
clawhub · ↓ 991 ★ 3
Generatorwill not run
根据文本、脚本或 Markdown 生成结构化讲解动画视频,使用 Web 页面制作和预览 AE / PR 风格的动效。必须严格根据解说文本规划合理的动画播放与切换时间,先生成预览,只有在用户明确确认后才导出 mp4。适用于知识讲解、产品介绍、口播配套动画、字幕强化、步骤演示和数据解说视频。
- References files that are not bundled: assets/themes/*.json, assets/templates/*.json
- 15 top-level sections: this looks like several domains in one skill
- The response is described with custom markup (6 tags): a typed call is more reliable
clawhub · ↓ 1 332 ★ 2
Procedurewill not run
Install, repair, or customize this OpenClaw cyberpunk chat and dream theme. Use when the user wants this exact theme, needs compatibility restored after an OpenClaw update, wants t
- References files that are not bundled: scripts/apply_cyberpunk_theme.py, assets/theme/assets/, assets/theme/dreaming-bg.png
- The response is described with custom markup (6 tags): a typed call is more reliable
- 5 referenced file(s) missing: scripts/apply_cyberpunk_theme.py, assets/theme/assets/, assets/theme/dreaming-bg.png
clawhub · ↓ 2 064 ★ 1
Referencewill not run
Persistent cross-session knowledge base for research papers. Ingest arXiv/DOI → extract method, gap, threat level → append to PAPERS.md. Never lose paper context again across sessi
- References files that are not bundled: <arxiv_or_doi_url>
- 10 top-level sections: this looks like several domains in one skill
- 1 referenced file(s) missing: <arxiv_or_doi_url>
clawhub · ↓ 1 842 ★ 1
Procedurewill not run
AndonQ 腾讯云智能客服智能体 — 不切窗口、不排队,即刻获得腾讯云全产品线专业解答。支持工单查询(列表/详情/流水)、集团/MC 工单与需求单管理、腾讯云全产品线智能问答、云产品资源查询等。当用户查询工单、查看工单详情、咨询腾讯云产品问题、查询集团(360)工单/需求单、或查询腾讯云资源信息时使用。
- References files that are not bundled: 授权URL, {authorize_url}
- The response is described with custom markup (9 tags): a typed call is more reliable
- 2 referenced file(s) missing: 授权URL, {authorize_url}
clawhub · ↓ 1 408 ★ 2
Analyzerwill not run
根据用户提供的论文主题,进行系统性中英文文献回顾(Literature Survey)。
采用8阶段工作流,支持CNKI、Web of Science、ScienceDirect等主流数据库,
无需API配置,通过浏览器自动化获取文献信息。
输出包含GB/T 7714-2015引文、标题、摘要的Markdown文档。
当用户提到"文献回顾"、"文献综述"、"
- References files that are not bundled: url
- 17 top-level sections: this looks like several domains in one skill
- 1 referenced file(s) missing: url
clawhub · ↓ 1 282 ★ 2
Procedurewill not run
Intelligent memory management system v3.5.13 - 修復 heartbeat-trigger.py 改用上次 heartbeat 到現在的增量窗口抓取 important context,避免固定 3 小時窗口遺漏與重掃。
- References files that are not bundled: LICENSE
- 15 top-level sections: this looks like several domains in one skill
- 1 referenced file(s) missing: LICENSE
clawhub · ↓ 1 828 ★ 1
Integrationwill not run
Use this skill as an entry point to discover, select, and fetch specific integration parameters for all supported AI image generation models.
- References files that are not bundled: image_url
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- The response is described with custom markup (4 tags): a typed call is more reliable
clawhub · ↓ 1 010 ★ 3
GeneratorPowerPointwill not run
Use when the user wants to CREATE or GENERATE a report, business summary, data dashboard, or research doc — 报告/数据看板/商业报告/研究文档/KPI仪表盘. Handles Chinese and English equally. Supports
- References files that are not bundled: references/toc-and-template.md, scripts/export-image.py, references/spec-loading-matrix.md
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 11 top-level sections: this looks like several domains in one skill
clawhub · ↓ 1 838 ★ 1
Generatorwill not run
Generate draw.io diagrams from Mermaid, XML, or CSV code. Use this skill when the user requests any visual diagram including flowcharts, UML diagrams, ERD, architecture diagrams, m
- References files that are not bundled: <URL>
- 1 referenced file(s) missing: <URL>
- Does not say what the process needs to start
clawhub · ↓ 1 841 ★ 1
IntegrationDockerwill not run
Use this skill for MaxFrame SDK development and documentation navigation on Alibaba Cloud MaxCompute (ODPS). Helps answer MaxFrame API, concept, official example, and supported pan
- References files that are not bundled: scripts/lookup_operator.py, references/maxframe-client-docs/user_guide/, references/maxframe-client-docs/user_guide/dataframe/supported_pd_apis.md
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 16 top-level sections: this looks like several domains in one skill
clawhub · ↓ 4 383
Generatorwill not run
SurrealDB Surrealism WASM extension development. Write Rust functions, compile to WASM, deploy as database modules. Part of the surreal-skills collection.
- References files that are not bundled: ../../rules/surrealism.md
- 1 referenced file(s) missing: ../../rules/surrealism.md
- Does not say what the result is
clawhub · ↓ 1 245 ★ 2
Analyzerwill not run
This skill applies Ray Dalio's macro analysis framework to analyze global economic conditions, investment allocation, and geopolitical risks. Updated to 2026: covers Dalio's latest
- References files that are not bundled: references/five_forces_framework.md, references/debt_cycle_guide.md, references/dalio_2026_views.md
- 4 referenced file(s) missing: references/five_forces_framework.md, references/debt_cycle_guide.md, references/dalio_2026_views.md
- Does not say what the result is
clawhub · ↓ 1 426 ★ 2
Procedurewill not run
Earn yield on USDC by investing in AI-managed DeFi funds, or launch your own fund and build a public track record on Base. Browse funds, deposit USDC, check fund performance, monit
- References files that are not bundled: scripts/*.sh
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 11 top-level sections: this looks like several domains in one skill
clawhub · ↓ 1 255 ★ 2
Procedurewill not run
Agent memory and self-improvement system. Replaces naive file-based agent memory with a structured SQLite learning engine: capture corrections, errors, and reusable lessons during
- References files that are not bundled: scripts/..., references/...
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 14 top-level sections: this looks like several domains in one skill
clawhub · ↓ 1 795 ★ 1
Procedurewill not run
Security checks for external content — downloads, fetched documents, attachments, and newly imported resources. Use when verifying external content before trusting it. External inf
- References files that are not bundled: SKILL.md.sha256
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 27 top-level sections: this looks like several domains in one skill
clawhub · ↓ 2 176 ★ 1
Procedurewill not run
Reflective Memory
- References files that are not bundled: keep/data/system/conversations.md, keep/data/system/domains.md
- 2 referenced file(s) missing: keep/data/system/conversations.md, keep/data/system/domains.md
- Does not say what the result is
clawhub · ↓ 3 360
Integrationwill not run
Safe OpenClaw gateway restart workflow with doctor precheck, checkpoint, restart-health-resume chain, task continuation, reconcile, and user-visible notifications.
- References files that are not bundled: examples/plan-valid.json, examples/plan-invalid.json, references/phase4-rollout-checklist.md
- 3 referenced file(s) missing: examples/plan-valid.json, examples/plan-invalid.json, references/phase4-rollout-checklist.md
- No condition that starts the skill
clawhub · ↓ 1 226 ★ 2