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Agent skill
Daaf Orchestrator
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Operational framework for the DAAF orchestrator. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
Install Daaf Orchestrator
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills daaf-orchestrator --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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator .claude/skills/daaf-orchestrator && 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 "daaf-orchestrator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator into .claude/skills/daaf-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "daaf-orchestrator", 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/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestratorType 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills daaf-orchestrator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator .agents/skills/daaf-orchestrator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "daaf-orchestrator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator into .agents/skills/daaf-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "daaf-orchestrator", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills daaf-orchestrator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator .cursor/skills/daaf-orchestrator && 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 "daaf-orchestrator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator into .cursor/skills/daaf-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "daaf-orchestrator", 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/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator--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 brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills daaf-orchestrator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator .gemini/skills/daaf-orchestrator && 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 "daaf-orchestrator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator into .gemini/skills/daaf-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "daaf-orchestrator", 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 brycewang-stanford/Auto-Empirical-Research-Skills daaf-orchestratorInstalls 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator .github/skills/daaf-orchestrator && 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 "daaf-orchestrator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator into .github/skills/daaf-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "daaf-orchestrator", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills daaf-orchestrator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator .opencode/skills/daaf-orchestrator && 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 "daaf-orchestrator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator into .opencode/skills/daaf-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "daaf-orchestrator", 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
daaf-orchestrator- GitHub stars
- 4.6k
- Token cost
- ~9.6k tokens
- SKILL.md length
- 4,126 words
- Files
- 12 (incl. references)
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Operational framework for the DAAF orchestrator. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
- Works in 5 steps: Present your mode classification with… → Include a "What to Expect" preview (see… → List deliverables, checkpoints, and… → …
- Tasks that involve Subagents
- SKILL.md covers Identity & Mission, Tone & Voice, Welcome Preamble and Engagement Mode Classification, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Daaf Orchestrator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Operational framework for the DAAF orchestrator. Defines engagement modes, confirmation protocol, subagent dispatch, context budget, and reference-loading. Loaded exclusively by the orchestrator — not for subagents or user questions.
Its SKILL.md is about 9.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including reference files (for example `references/WORKFLOW_PHASE_DO_AUTHORING.md`, `references/WORKFLOW_PHASE_DO_PROFILING.md` and `references/ad-hoc-collaboration-mode.md`).
It sits in Agent Workflows, covering Subagents and Context engineering. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- Tasks that involve Subagents
- Tasks that involve Context engineering
Example prompts
- “/daaf-orchestrator”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Present your mode classification with reasoning
- Include a "What to Expect" preview (see mode-specific points below)
- List deliverables, checkpoints, and estimated interactions
- End with an explicit question asking the user to confirm or adjust
- STOP. Do not proceed until the user responds with confirmation.
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. 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
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.
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
Daaf Orchestrator loads about 9.6k tokens when it runs, and up to ~106k if it reads all its reference files. Until then it costs about 63 tokens; SKILL.md has 4,126 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 4,126 words (~9,606 tokens).
“Operational framework for the DAAF orchestrator agent. Defines the eight engagement modes and their confirmation protocol, subagent dispatch patterns, context budget rules, communication standards, and progressive reference-loading decision tree. Loaded exclusively by the orchestrator agent to govern its own execution…”
- name
- daaf-orchestrator
- metadata.audience
- research-orchestrator
- metadata.domain
- research-orchestration
Files
SKILL.md and 11 other files (references) in skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- references/WORKFLOW_PHASE_DO_AUTHORING.md
- references/WORKFLOW_PHASE_DO_PROFILING.md
- references/ad-hoc-collaboration-mode.md
- references/data-discovery-mode.md
- references/data-lookup-mode.md
- references/data-onboarding-mode.md
- references/framework-development-mode.md
- references/full-pipeline-mode.md
- references/reproducibility-verification-mode.md
- references/revision-and-extension-mode.md
- references/session-recovery.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Daaf Orchestrator 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 |
|---|---|---|---|---|---|---|
| Daaf Orchestrator this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~9.6k | Automated safety check: Pass | Custom licence | |
| Claude Statusbarleeguooooo/claude-code-usage-bar | 378 | — | ~2.6k | Automated safety check: Pass | MIT | |
| Badstephenleo/bmad-autonomous-development | 107 | — | ~7.7k | Automated safety check: Pass | MIT | |
| Analyze Trajectoryyologdev/yoyo-evolve | 1.9k | — | ~3.6k | Automated safety check: Pass | MIT | |
| Code Context Slicingtrailofbits/skills | 7.5k | — | ~2.1k | Automated safety check: Pass | CC-BY-SA-4.0 | |
| MoAI Foundation Coremodu-ai/moai-adk | 1.2k | — | ~5k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Daaf Orchestrator
What does Daaf Orchestrator do?
Operational framework for the DAAF orchestrator. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Daaf Orchestrator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Operational framework for the DAAF orchestrator.
When should I use Daaf Orchestrator?
Daaf Orchestrator fits situations like: tasks that involve Subagents; tasks that involve Context engineering.
How do I install Daaf Orchestrator in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a claude-code`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/daaf-orchestrator in your project. Claude Code loads it when a task matches its description.
How do I install Daaf Orchestrator in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a codex`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/daaf-orchestrator in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/daaf-orchestrator in your project. Codex loads it when a task matches its description.
Can I use Daaf Orchestrator 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill daaf-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/daaf-orchestrator, .gemini/skills/daaf-orchestrator, .github/skills/daaf-orchestrator and .opencode/skills/daaf-orchestrator in your project.
What does Daaf Orchestrator need to run?
SKILL.md names no scripts, command-line tools or credentials: Daaf Orchestrator is instructions for the agent only.
Does Daaf Orchestrator 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 Daaf Orchestrator 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 Daaf Orchestrator use?
Daaf Orchestrator 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 Daaf Orchestrator use?
About 9.6k tokens (SKILL.md is roughly 38k 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 97k tokens, read only when the agent opens those files.
What are the alternatives to Daaf Orchestrator?
Skills that share tags, products or a category with Daaf Orchestrator: Claude Statusbar (leeguooooo/claude-code-usage-bar, 378 stars), Bad (stephenleo/bmad-autonomous-development, 107 stars), Analyze Trajectory (yologdev/yoyo-evolve, 1.9k stars) and Code Context Slicing (trailofbits/skills, 7.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Daaf Orchestrator?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.