Executing Plans Inline
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
Creates implementation plan, writes project code with judge feedback loop, and submits final experiment run.
Install Inno Experiment Dev
$ npx skills add OpenLAIR/dr-claw --skill inno-experiment-dev -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install OpenLAIR/dr-claw inno-experiment-dev --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/OpenLAIR/dr-claw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/inno-experiment-dev .claude/skills/inno-experiment-dev && 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 "inno-experiment-dev" agent skill from https://github.com/OpenLAIR/dr-claw/tree/main/skills/inno-experiment-dev into .claude/skills/inno-experiment-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inno-experiment-dev", 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/OpenLAIR/dr-claw/tree/main/skills/inno-experiment-devType 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 OpenLAIR/dr-claw --skill inno-experiment-dev -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install OpenLAIR/dr-claw inno-experiment-dev --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLAIR/dr-claw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/inno-experiment-dev .agents/skills/inno-experiment-dev && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "inno-experiment-dev" agent skill from https://github.com/OpenLAIR/dr-claw/tree/main/skills/inno-experiment-dev into .agents/skills/inno-experiment-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inno-experiment-dev", 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 OpenLAIR/dr-claw --skill inno-experiment-dev -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install OpenLAIR/dr-claw inno-experiment-dev --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLAIR/dr-claw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/inno-experiment-dev .cursor/skills/inno-experiment-dev && 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 "inno-experiment-dev" agent skill from https://github.com/OpenLAIR/dr-claw/tree/main/skills/inno-experiment-dev into .cursor/skills/inno-experiment-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inno-experiment-dev", 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/OpenLAIR/dr-claw.git --path skills/inno-experiment-dev--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 OpenLAIR/dr-claw --skill inno-experiment-dev -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install OpenLAIR/dr-claw inno-experiment-dev --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLAIR/dr-claw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/inno-experiment-dev .gemini/skills/inno-experiment-dev && 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 "inno-experiment-dev" agent skill from https://github.com/OpenLAIR/dr-claw/tree/main/skills/inno-experiment-dev into .gemini/skills/inno-experiment-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inno-experiment-dev", 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 OpenLAIR/dr-claw inno-experiment-devInstalls 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 OpenLAIR/dr-claw --skill inno-experiment-dev -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/OpenLAIR/dr-claw.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/inno-experiment-dev .github/skills/inno-experiment-dev && 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 "inno-experiment-dev" agent skill from https://github.com/OpenLAIR/dr-claw/tree/main/skills/inno-experiment-dev into .github/skills/inno-experiment-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inno-experiment-dev", 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 OpenLAIR/dr-claw --skill inno-experiment-dev -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install OpenLAIR/dr-claw inno-experiment-dev --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenLAIR/dr-claw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/inno-experiment-dev .opencode/skills/inno-experiment-dev && 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 "inno-experiment-dev" agent skill from https://github.com/OpenLAIR/dr-claw/tree/main/skills/inno-experiment-dev into .opencode/skills/inno-experiment-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "inno-experiment-dev", 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.
Facts
- Skill name
inno-experiment-dev- GitHub stars
- 1.2k
- Token cost
- ~2.3k tokens
- SKILL.md length
- 803 words
- Files
- 10 (incl. references)
- Skills in repo
- 35
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Creates implementation plan, writes project code with judge feedback loop, and submits final experiment run.
- Works in 3 steps: Create Implementation Plan → Implement and Iterate → Submit Experiment
- Tasks that involve Planning
- SKILL.md covers Inputs, Outputs, Cache Artifacts and Instructions, plus 3 more sections
- Calls python
What it does
Inno Experiment Dev is an agent skill from OpenLAIR/dr-claw. Creates implementation plan, writes project code with judge feedback loop, and submits final experiment run. Use after code-survey in both Idea and Plan branches.
Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files (for example `prompts/build_iteration_query.md`, `prompts/build_judge_query.md` and `prompts/build_judge_simple_query.md`).
It sits in Agent Workflows, covering Planning. The repository describes itself as: A Super AI Lab with massive AI Doctors as Assistants. Best IDE for Research via AI Power.
When your agent uses it
- Tasks that involve Planning
Example prompts
- “Use the inno-experiment-dev skill to create implementation plan, writes project code with judge feedback loop, and submits final experiment run”
- “/inno-experiment-dev”
Requirements
- Python 3
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Create Implementation Plan
- Implement and Iterate
- Submit Experiment
What it can do on your machine
Read from SKILL.md and the folder at commit d51b64e. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Inno Experiment Dev loads about 2.3k tokens when it runs, and up to ~4.4k if it reads all its reference files. Until then it costs about 46 tokens; SKILL.md has 803 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.
Safety
Auto-check passed
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.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 803 words (~2,295 tokens).
“Merges the former inno-implementation-plan, inno-ml-dev-iteration, and the submit step of inno-experiment-submit-refine. Mirrors _create_implementation_plan (830-858), _implement_and_iterate (861-920), and the submit portion of _submit_and_refine_experiments (922-945) in run_infer_idea_ours.py.”
- name
- inno-experiment-dev
Files
SKILL.md and 9 other files (references) in skills/inno-experiment-dev of OpenLAIR/dr-claw.
- SKILL.md
- prompts/build_iteration_query.md
- prompts/build_judge_query.md
- prompts/build_judge_simple_query.md
- prompts/build_ml_dev_query.md
- prompts/build_plan_query.md
- prompts/build_submit_query.md
- references/coding_plan_agent.md
- references/judge_agent_instructions.md
- references/ml_agent_instructions.md
Open the folder on GitHubat commit d51b64e
Compare with similar skills
Inno Experiment Dev 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 |
|---|---|---|---|---|---|---|
| Inno Experiment Dev this skillOpenLAIR/dr-claw | 1.2k | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Interview Meaddyosmani/agent-skills | 102k | 6 repos | ~3.8k | Automated safety check: Pass | MIT | |
| OpenSpec Guided OnboardingFission-AI/OpenSpec | 71k | 1 repos | ~4.5k | Automated safety check: Pass | MIT | |
| Writing Plansgeeksblabla/stateofdev.ma | 163 | 56 repos | ~661 | Automated safety check: Pass | None | |
| Subagent Driven DevelopmentAsvarox/allkaraoke | 261 | 37 repos | ~1.2k | Automated safety check: Pass | None |
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Related
Categories
Questions about Inno Experiment Dev
What does Inno Experiment Dev do?
Creates implementation plan, writes project code with judge feedback loop, and submits final experiment run. Inno Experiment Dev is an agent skill from OpenLAIR/dr-claw. Creates implementation plan, writes project code with judge feedback loop, and submits final experiment run.
When should I use Inno Experiment Dev?
Inno Experiment Dev fits situations like: tasks that involve Planning.
How do I install Inno Experiment Dev in Claude Code?
Run `npx skills add OpenLAIR/dr-claw --skill inno-experiment-dev -a claude-code`. Or copy the skill folder (skills/inno-experiment-dev in OpenLAIR/dr-claw) into .claude/skills/inno-experiment-dev in your project. Claude Code loads it when a task matches its description.
How do I install Inno Experiment Dev in Codex?
Run `npx skills add OpenLAIR/dr-claw --skill inno-experiment-dev -a codex`. Or copy the skill folder (skills/inno-experiment-dev in OpenLAIR/dr-claw) into .agents/skills/inno-experiment-dev in your project. Codex loads it when a task matches its description.
Can I use Inno Experiment Dev in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add OpenLAIR/dr-claw --skill inno-experiment-dev -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/inno-experiment-dev, .gemini/skills/inno-experiment-dev, .github/skills/inno-experiment-dev and .opencode/skills/inno-experiment-dev in your project.
What does Inno Experiment Dev need to run?
Going by SKILL.md and its folder, Inno Experiment Dev needs the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Inno Experiment Dev access the network?
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.
Is Inno Experiment Dev safe to install?
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.
What licence does Inno Experiment Dev use?
Inno Experiment Dev has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Inno Experiment Dev use?
About 2.3k tokens (SKILL.md is roughly 9.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.1k tokens, read only when the agent opens those files.
What are the alternatives to Inno Experiment Dev?
Skills that share tags, products or a category with Inno Experiment Dev: Executing Plans Inline (obra/superpowers, 296k stars), Interview Me (addyosmani/agent-skills, 102k stars), OpenSpec Guided Onboarding (Fission-AI/OpenSpec, 71k stars) and Writing Plans (geeksblabla/stateofdev.ma, 163 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Inno Experiment Dev?
OpenLAIR (a GitHub organization) maintains it in OpenLAIR/dr-claw, which has 1,152 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on September 17, 2026.
Source: OpenLAIR/dr-claw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.