Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
想法群聊室 — 反方角色。被 idea-team 主编排器调用,或用户单独说"反方意见"、"挑这个想法的刺"、"为什么会失败"、"找漏洞 / 反例"、"devil's advocate"时触发。专门挑漏洞、找隐藏假设、给反例——不安慰、不"也许可以这样"、不全盘否定。Do NOT use when 用户要数据(用 idea-research)、要类比启示(用…
$ npx skills add majiayu000/spellbook --skill idea-devils-advocate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install majiayu000/spellbook idea-devils-advocate --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/majiayu000/spellbook.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/idea-devils-advocate .claude/skills/idea-devils-advocate && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "idea-devils-advocate" agent skill from https://github.com/majiayu000/spellbook/tree/main/skills/idea-devils-advocate into .claude/skills/idea-devils-advocate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-devils-advocate", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/majiayu000/spellbook/tree/main/skills/idea-devils-advocateType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add majiayu000/spellbook --skill idea-devils-advocate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install majiayu000/spellbook idea-devils-advocate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/spellbook.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/idea-devils-advocate .agents/skills/idea-devils-advocate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "idea-devils-advocate" agent skill from https://github.com/majiayu000/spellbook/tree/main/skills/idea-devils-advocate into .agents/skills/idea-devils-advocate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-devils-advocate", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add majiayu000/spellbook --skill idea-devils-advocate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install majiayu000/spellbook idea-devils-advocate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/spellbook.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/idea-devils-advocate .cursor/skills/idea-devils-advocate && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "idea-devils-advocate" agent skill from https://github.com/majiayu000/spellbook/tree/main/skills/idea-devils-advocate into .cursor/skills/idea-devils-advocate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-devils-advocate", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/majiayu000/spellbook.git --path skills/idea-devils-advocate--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add majiayu000/spellbook --skill idea-devils-advocate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install majiayu000/spellbook idea-devils-advocate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/spellbook.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/idea-devils-advocate .gemini/skills/idea-devils-advocate && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "idea-devils-advocate" agent skill from https://github.com/majiayu000/spellbook/tree/main/skills/idea-devils-advocate into .gemini/skills/idea-devils-advocate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-devils-advocate", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install majiayu000/spellbook idea-devils-advocateInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add majiayu000/spellbook --skill idea-devils-advocate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/majiayu000/spellbook.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/idea-devils-advocate .github/skills/idea-devils-advocate && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "idea-devils-advocate" agent skill from https://github.com/majiayu000/spellbook/tree/main/skills/idea-devils-advocate into .github/skills/idea-devils-advocate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-devils-advocate", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add majiayu000/spellbook --skill idea-devils-advocate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install majiayu000/spellbook idea-devils-advocate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/spellbook.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/idea-devils-advocate .opencode/skills/idea-devils-advocate && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "idea-devils-advocate" agent skill from https://github.com/majiayu000/spellbook/tree/main/skills/idea-devils-advocate into .opencode/skills/idea-devils-advocate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "idea-devils-advocate", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
idea-devils-advocate想法群聊室 — 反方角色。被 idea-team 主编排器调用,或用户单独说"反方意见"、"挑这个想法的刺"、"为什么会失败"、"找漏洞 / 反例"、"devil's advocate"时触发。专门挑漏洞、找隐藏假设、给反例——不安慰、不"也许可以这样"、不全盘否定。Do NOT use when 用户要数据(用 idea-research)、要类比启示(用…
Idea Devils Advocate is an agent skill from majiayu000/spellbook. 想法群聊室 — 反方角色。被 idea-team 主编排器调用,或用户单独说"反方意见"、"挑这个想法的刺"、"为什么会失败"、"找漏洞 / 反例"、"devil's advocate"时触发。专门挑漏洞、找隐藏假设、给反例——不安慰、不"也许可以这样"、不全盘否定。Do NOT use when 用户要数据(用 idea-research)、要类比启示(用 idea-analogist)、或想要正向建议(这不是反方的活)。
Its SKILL.md is about 450 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Hypothesis generation. The repository describes itself as: Cross-runtime skills for Claude Code, Codex, and multi-agent workflows. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ed52af7. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Idea Devils Advocate loads about 446 tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 105 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from majiayu000/spellbook at commit ed52af7, republished under its MIT licence (© majiayu000). 105 words, ~446 tokens.
.claude/skills/idea-devils-advocate/SKILL.md (or your agent's skills folder).群聊室角色之一。专门挑刺、找漏洞、给反例。永远从"为什么这个想法会失败"角度入手。
| 你会 | 你不会 |
|---|---|
| 挑漏洞("这个假设其实不成立") | 不"也许可以这样优化" |
| 找隐藏假设("你默认了 X,但 X 未必") | 不羞辱用户("这想法很傻") |
| 给反例("X 公司试过,失败了") | 不汇总各方意见 |
| 质疑数据可靠性("调研员这数据可靠吗") | 不类比(那是类比者的活) |
| 指出尴尬场景("用户在咖啡厅举手机?") | 不否决整个想法(只挑具体点) |
| 算行为成本("这要用户多按 3 下") | 不预测未来("这肯定会失败") |
⚔️ 反方: <挑刺/反例/漏洞,≤ 80 字>。可以 @ 其他角色:
⚔️ 反方: @调研员 你说的 38% 数据是自我汇报,不是行为数据,会高估。| 维度 | 你会问 |
|---|---|
| 行为成本 | "用户真的会这么做吗?这要他多花 N 步" |
| 隐藏假设 | "你默认了什么没说?" |
| Stakeholder | "谁会反对这个想法?" |
| 历史失败 | "这个赛道已经死过几次了?" |
| 反向用户体验 | "最痛的用户会不会觉得这个产品更痛?" |
| 二阶后果 | "如果成功了,会带来什么意外副作用?" |
| 反向选择 | "用户为什么不用?给我 3 个理由" |
idea-devils-advocate skill,不进群聊)# ⚔️ 反方意见:<想法>
## 5-8 个挑刺点
1. **<漏洞名>**
- 隐藏假设:<什么>
- 反例:<具体例子>
- 用户行为成本:<多少步 / 多尴尬>
## 历史失败案例(如有)
- X 公司 2020 年试过类似的,失败原因是 ...
## 这 3 个问题你必须能答上来
1. 用户为什么**不**用?
2. 你假设了什么没说?
3. 如果失败,最可能死在哪一步?© majiayu000, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/idea-devils-advocate of majiayu000/spellbook.
Open the folder on GitHubat commit ed52af7
Idea Devils Advocate next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Idea Devils Advocate this skillmajiayu000/spellbook | 287 | — | ~446 | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Hypothesis GenerationK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.9k | Automated safety check: Pass | MIT | |
| Good QuestionRimagination/good-question | 305 | 1 repos | ~4.3k | Automated safety check: Pass | MIT | |
| High Stakes Analytics Decision Lablimingrui679-design/high-stakes-analytics-decision-lab | 1k | — | ~2.2k | Automated safety check: Pass | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
K-Dense-AI/claude-scientific-writer
Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions, measurements, and preregistration-ready…
Rimagination/good-question
A skill your agent uses when a researcher is choosing, framing, refining, or stress-testing a research question, hypothesis, thesis topic, project idea, grant direction, paper angle, or stalled…
limingrui679-design/high-stakes-analytics-decision-lab
Build or review source-backed descriptive, diagnostic, predictive, and prescriptive analysis for consequential decisions.
zjYao36/Auto-Research-Refine
Turns a refined research proposal into a claim-to-evidence-to-run-order roadmap instead of a sprawling benchmark wishlist.
majiayu000/spellbook
Audits and repairs how coding-agent Skills are owned, copied and exposed across runtimes, from canonical sources to quarantine and retirement.
majiayu000/spellbook
Scans a repository for real evidence and proposes, or on request writes, a small stack of root and scoped AGENTS.md files with validation commands and generated-file boundaries.
majiayu000/spellbook
Plans, produces or diagnoses evidence-backed product demo videos: script, capture plan, pacing checks and verified final media built on real product behavior.
majiayu000/spellbook
Single entry point that routes long or ambiguous agent tasks, checks live state, bounds autonomous loops and leaves a resumable handoff.
majiayu000/spellbook
Scans a repository, its lockfiles and node_modules for known malicious npm package versions and install-time indicators, using a read-only Python scanner.
majiayu000/spellbook
Product management helpers: a RICE scoring script, an interview transcript analyzer and PRD templates for prioritizing features, synthesizing research and writing requirements.
Categories
想法群聊室 — 反方角色。被 idea-team 主编排器调用,或用户单独说"反方意见"、"挑这个想法的刺"、"为什么会失败"、"找漏洞 / 反例"、"devil's advocate"时触发。专门挑漏洞、找隐藏假设、给反例——不安慰、不"也许可以这样"、不全盘否定。Do NOT use when 用户要数据(用 idea-research)、要类比启示(用…. Idea Devils Advocate is an agent skill from majiayu000/spellbook.
Idea Devils Advocate fits situations like: 用户要数据(用 idea-research)、要类比启示(用 idea-analogist)、或想要正向建议(这不是反方的活); tasks that involve Hypothesis generation.
Run `npx skills add majiayu000/spellbook --skill idea-devils-advocate -a claude-code`. Or copy the skill folder (skills/idea-devils-advocate in majiayu000/spellbook) into .claude/skills/idea-devils-advocate in your project. Claude Code loads it when a task matches its description.
Run `npx skills add majiayu000/spellbook --skill idea-devils-advocate -a codex`. Or copy the skill folder (skills/idea-devils-advocate in majiayu000/spellbook) into .agents/skills/idea-devils-advocate in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add majiayu000/spellbook --skill idea-devils-advocate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/idea-devils-advocate, .gemini/skills/idea-devils-advocate, .github/skills/idea-devils-advocate and .opencode/skills/idea-devils-advocate in your project.
SKILL.md names no scripts, command-line tools or credentials: Idea Devils Advocate is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Idea Devils Advocate is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 446 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Idea Devils Advocate: Hypothesis Generation (spacering-net/codeg, 3.9k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars), Hypothesis Generation (K-Dense-AI/claude-scientific-writer, 2.4k stars) and Good Question (Rimagination/good-question, 305 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
majiayu000 (a GitHub user) maintains it in majiayu000/spellbook, which has 287 GitHub stars. The repository holds 97 skills in this directory. The repository was last updated on October 8, 2026.
Source: majiayu000/spellbook on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.