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.
Referencewill not run
DeerFlow 2.0 一键安装与配置技能。基于真实部署经验(2026-03-29),涵盖从下载仓库到成功运行的全流程,包括踩坑规避方案。
Use when: (1) 需要在 OpenClaw 环境安装 DeerFlow 2.0, (2) 需要快速排查安装问题, (3) 需要了解 DeerFlow 的最佳实践。
- References files that are not bundled: scripts/deerflow_client.py
- 1 referenced file(s) missing: scripts/deerflow_client.py
- Does not say what the result is
clawhub · ↓ 918 ★ 1
Procedurewill not run
A text adventure game engine based on masterpiece "The Hitchhiker's Guide to the Galaxy" and the 1984 Infocom classic. Use when the user wants to play a joyful, humorous, and witty
- References files that are not bundled: assets/GUIDE.md, assets/hitchhikers_save.json
- The response is described with custom markup (7 tags): a typed call is more reliable
- 2 referenced file(s) missing: assets/GUIDE.md, assets/hitchhikers_save.json
clawhub · ↓ 1 828
Reference
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 1 783
Generator
Develop, extend, and contribute to Lobster AI — the multi-agent bioinformatics engine.
Use when working on Lobster codebase, creating agents/services, understanding architecture,
f
- 11 top-level sections: this looks like several domains in one skill
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 1 782
Integration
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 1 022 ★ 1
Procedurewill not run
AI情报追踪系统 + 大数据业界洞察双引擎。当用户需要追踪AI领域动态、生成AI晨报/晚报时使用。触发词:AI情报、AI哨兵、AI资讯、AI动态、科技新闻、论文追踪、开源项目追踪、晨报、晚报。**大数据洞察模块**:大数据洞察、数据中台、湖仓一体、数据治理、荣耀对标、华为OPPOvivo数据平台。
- References files that are not bundled: 链接
- 1 referenced file(s) missing: 链接
- Does not say what the result is
clawhub · ↓ 998 ★ 1
Procedure
图图智控(TUTU Smart Control)— 远程控制 Android 手机,执行 GUI 自动化、系统管理和日常任务。当用户提到以下任何内容时使用此 skill:
- 控制手机、操作手机、手机上做某事
- 打开手机上的 App(微信、抖音、支付宝、淘宝等)
- 手机截图、查看手机屏幕
- 在手机上点击、输入、滑动
- 手机自动化、GUI 自动化
-
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 1 742
AnalyzerTelegramWhatsAppwill not run
Launch Claude Code async in background with automatic delivery to Telegram/WhatsApp. Use for coding, refactoring, codebase research, file generation, and complex multi-step automat
- References files that are not bundled: references/testing-protocol.md, WAKE-TROUBLESHOOTING.md
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 20 top-level sections: this looks like several domains in one skill
clawhub · ↓ 1 799
Generator
Send and read email via a combination of python and bash scripts which makes use of the main agent for reasoning and logic. This skill enables the agent to write to memory based on
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 1 799
Reference
一个基于对话的客户关系管理技能。管理员通过自然语言录入客户信息,
系统自动将客户资料存储为 YAML 文件,并支持查询、更新、跟踪等功能。
用于:
- 新增客户并保存为 YAML 文件
- 更新客户信息
- 添加跟进记录
- 添加销售行为记录(支持销售漏斗分析)
- 查询客户资料
- 条件搜索客户
- 销售漏斗分析报表
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 709 ★ 2
Generator
Prevent context loss during LLM compaction via Write-Ahead Logging (WAL), Working Buffer, and automatic recovery. Three mechanisms that ensure critical state — decisions, preferenc
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 1 739
Reference
Deploy web apps and APIs to a public URL with a single command.
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 1 796
Analyzerwill not run
A comprehensive, self-evolving skill designed to diagnose and solve OpenClaw issues by following a structured, multi-stage resolution cycle. It incorporates Proactive Prediction (L
- References files that are not bundled: docs/MODULE_03_Enhancement_Reports.md
- 1 referenced file(s) missing: docs/MODULE_03_Enhancement_Reports.md
- Does not say what the result is
clawhub · ↓ 994 ★ 1
Reference
查询阿里平台(淘宝/天猫)商品月销量,支持商品ID或链接输入,返回月销量数据
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 970 ★ 1
Reference
⚠️ DEPRECATED — use fomo-research instead. Install: npx clawhub install fomo-research
- Prose only: no discrete steps
- Does not say what the result is
clawhub · ↓ 1 771
Procedure
Backtest, deploy, and monitor trading bots on Hyperliquid. Supports Grid, DCA, and Spot-Perp Arbitrage strategies across Native Perps, Spot markets (USDC/USDH), and HIP-3 sub-DEXes
- 24 top-level sections: this looks like several domains in one skill
- The response is described with custom markup (32 tags): a typed call is more reliable
- Does not say what the result is
clawhub · ↓ 1 790
Procedurewill not run
WHAT: Turborepo monorepo build system - caching, task pipelines, and parallel execution for JS/TS projects.
WHEN: User configures turbo.json, creates packages, sets up monorepo, s
- References files that are not bundled: references/configuration/README.md, references/caching/README.md, references/environment/README.md
- 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 (5 tags): a typed call is more reliable
clawhub · ↓ 1 754
Procedure
Collect, scroll, extract, and summarize recent X (Twitter) posts for any handle (optionally filtered by keyword search) using the Actionbook Rust CLI (actionbook-rs) workflow (open
- 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 (3 tags): a typed call is more reliable
- Does not say what the result is
clawhub · ↓ 1 790
Generatorwill not run
AI-powered solvency report generator for China C-ROSS Phase II (Rules II, effective 2024-03-18) regulation. Generates quarterly and annual solvency reports, capital adequacy calcul
- References files that are not bundled: references/solvency_report_template.md, references/pressure_test_guide.md, references/solvency_disclosure_template.md
- 3 referenced file(s) missing: references/solvency_report_template.md, references/pressure_test_guide.md, references/solvency_disclosure_template.md
- Does not say what the result is
clawhub · ↓ 1 071 ★ 1
Procedurewill not run
- References files that are not bundled: 封面微信URL, 章节微信URL, url
- 7 referenced file(s) missing: 封面微信URL, 章节微信URL, url
- Does not say what the result is
clawhub · ↓ 969 ★ 1
Procedure
A comprehensive AI agent skill for running operations effectively across engineering, business, and organizational contexts. Manages runbooks, incident coordination, deployment pro
- Prose only: no discrete steps
- Does not say what the result is
clawhub · ↓ 1 974
IntegrationGmailwill not run
Interact with Google Workspace APIs (Gmail, Calendar, Drive, Sheets) using gsuite-sdk.
- References files that are not bundled: ../docs/GETTING_CREDENTIALS.md
- 1 referenced file(s) missing: ../docs/GETTING_CREDENTIALS.md
- Does not say what the result is
clawhub · ↓ 1 768
Integrationwill not run
React hooks for real-time data with SSE, WebSocket, and SWR integration. Covers connection management, reconnection logic, and optimistic updates. Use when building React apps with
- References files that are not bundled: ../../meta/realtime-dashboard/, ../resilient-connections/, ../../design-systems/animated-financial-display/
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 10 top-level sections: this looks like several domains in one skill
clawhub · ↓ 1 768
Procedurewill not run
拆分 SQL 文件为独立文件(存储过程、函数、视图、触发器、表结构、索引、约束),自动分析依赖并生成合并脚本
- References files that are not bundled: v3.3.0修复, references/dm-converter-v240-fixes.md
- 18 top-level sections: this looks like several domains in one skill
- 2 referenced file(s) missing: v3.3.0修复, references/dm-converter-v240-fixes.md
clawhub · ↓ 2 213
Procedure
查询全球城市或者经纬度位置的实时天气、天气预报、空气质量等信息的技能。当用户询问某个城市或者经纬度的天气、气温、降雨、风向、空气质量时调用。
- The response is described with custom markup (3 tags): a typed call is more reliable
- Does not say what the result is
- No condition that starts the skill
clawhub · ↓ 986 ★ 1