Research Refine
zjYao36/Auto-Research-Refine
Turns a vague research direction into a focused, problem-anchored method plan through up to five review rounds with a second model.
Agent skill
Research Coordinator
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Research Coordinator v12.0 - Human-Centered Edition (Systematic Review Automation) Context-persistent platform with 24 specialized agents across 9 categories (A-G, I, X).
Install Research Coordinator
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-coordinator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills research-coordinator --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/25-HosungYou-Diverga/skills/research-coordinator .claude/skills/research-coordinator && 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 "research-coordinator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/research-coordinator into .claude/skills/research-coordinator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-coordinator", 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/25-HosungYou-Diverga/skills/research-coordinatorType 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 research-coordinator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills research-coordinator --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/25-HosungYou-Diverga/skills/research-coordinator .agents/skills/research-coordinator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "research-coordinator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/research-coordinator into .agents/skills/research-coordinator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-coordinator", 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 research-coordinator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills research-coordinator --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/25-HosungYou-Diverga/skills/research-coordinator .cursor/skills/research-coordinator && 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 "research-coordinator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/research-coordinator into .cursor/skills/research-coordinator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-coordinator", 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/25-HosungYou-Diverga/skills/research-coordinator--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 research-coordinator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills research-coordinator --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/25-HosungYou-Diverga/skills/research-coordinator .gemini/skills/research-coordinator && 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 "research-coordinator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/research-coordinator into .gemini/skills/research-coordinator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-coordinator", 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 research-coordinatorInstalls 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 research-coordinator -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/25-HosungYou-Diverga/skills/research-coordinator .github/skills/research-coordinator && 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 "research-coordinator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/research-coordinator into .github/skills/research-coordinator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-coordinator", 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 research-coordinator -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 research-coordinator --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/25-HosungYou-Diverga/skills/research-coordinator .opencode/skills/research-coordinator && 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 "research-coordinator" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/research-coordinator into .opencode/skills/research-coordinator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "research-coordinator", 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
research-coordinator- GitHub stars
- 4.5k
- Token cost
- ~3.2k tokens
- SKILL.md length
- 1,104 words
- Files
- 1
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Research Coordinator v12.0 - Human-Centered Edition (Systematic Review Automation) Context-persistent platform with 24 specialized agents across 9 categories (A-G, I, X).
- Works in 5 steps: diverga_check_prerequisites(agent_id) 호출 → approved: false → 각 missing checkpoint에… → REQUIRED 전제조건은 절대 스킵 불가 (사용자가 "건너뛰자"해도… → …
- Input is Korean
- SKILL.md covers MANDATORY: Checkpoint…, Human Checkpoint System, Paradigm Detection and Agent Catalog (24 Agents), plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Research Coordinator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Research Coordinator v12.0 - Human-Centered Edition (Systematic Review Automation) Context-persistent platform with 24 specialized agents across 9 categories (A-G, I, X). Features: Human Checkpoints First, VS Methodology, Paradigm Detection, Systematic Review Automation. Supports quantitative, qualitative, mixed methods research, and systematic review automation. Language: English. Responds in Korean when user input is Korean. Triggers: research question, theoretical framework, hypothesis, literature review…
Its SKILL.md is about 3.2k 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 Literature review, ORMs and data access and Statistics. It works with Prisma and Model Context Protocol. 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
- Input is Korean
- Tasks that involve Literature review
- Tasks that involve ORMs and data access
Example prompts
- “/research-coordinator”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- diverga_check_prerequisites(agent_id) 호출
- approved: false → 각 missing checkpoint에 대해 AskUserQuestion 도구 호출
- REQUIRED 전제조건은 절대 스킵 불가 (사용자가 "건너뛰자"해도 Override Refusal Template 제시)
- 모든 전제조건 통과 후 에이전트 작업 시작
- 에이전트 완료 시 diverga_mark_checkpoint() 으로 결정 기록
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
Research Coordinator loads about 3.2k tokens when it runs. Until then it costs about 227 tokens; SKILL.md has 1,104 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 1,104 words (~3,181 tokens).
“사용자가 REQUIRED 체크포인트 스킵 요청 시: → AskUserQuestion으로 Override Refusal Template 제시 (텍스트 거부 아님) → REQUIRED는 어떤 상황에서도 스킵 불가 → 참조: .claude/references/checkpoint-templates.md → Override Refusal Template”
- name
- research-coordinator
- version
- 12.0.1
Files
Just SKILL.md in skills/25-HosungYou-Diverga/skills/research-coordinator of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Research Coordinator 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 |
|---|---|---|---|---|---|---|
| Research Coordinator this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.2k | Automated safety check: Pass | Custom licence | |
| Research RefinezjYao36/Auto-Research-Refine | 128 | 6 repos | ~6.9k | Automated safety check: Notes | None | |
| Lit Searchluwill/research-skills | 858 | — | ~3.5k | Automated safety check: Notes | MIT | |
| Ma Search Bibliographyhtlin222/meta-pipe | 139 | — | ~2.1k | Automated safety check: Notes | Custom licence | |
| Denariodavila7/claude-code-templates | 32k | 8 repos | ~1.5k | Automated safety check: Notes | MIT | |
| Bgpt Paper SearchK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2k | Automated safety check: Pass | MIT |
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Denario
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Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication.
Bgpt Paper Search
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Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extracted from full text, including experiments, reported statistics, scope, limitations, and provenance.
Research Paper Writing
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End-to-end pipeline for writing ML/AI research papers — from experiment design through analysis, drafting, revision, and submission.
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Related
Works with
Categories
Questions about Research Coordinator
What does Research Coordinator do?
Research Coordinator v12.0 - Human-Centered Edition (Systematic Review Automation) Context-persistent platform with 24 specialized agents across 9 categories (A-G, I, X). Research Coordinator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.0 - Human-Centered Edition (Systematic Review Automation) Context-persistent platform with 24 specialized agents across 9 categories (A-G, I, X).
When should I use Research Coordinator?
Research Coordinator fits situations like: input is Korean; tasks that involve Literature review; tasks that involve ORMs and data access.
How do I install Research Coordinator in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-coordinator -a claude-code`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/research-coordinator in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/research-coordinator in your project. Claude Code loads it when a task matches its description.
How do I install Research Coordinator in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill research-coordinator -a codex`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/research-coordinator in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/research-coordinator in your project. Codex loads it when a task matches its description.
Can I use Research Coordinator 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 research-coordinator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/research-coordinator, .gemini/skills/research-coordinator, .github/skills/research-coordinator and .opencode/skills/research-coordinator in your project.
What does Research Coordinator need to run?
SKILL.md names no scripts, command-line tools or credentials: Research Coordinator is instructions for the agent only.
Does Research Coordinator 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 Research Coordinator 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 Research Coordinator use?
Research Coordinator 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 Research Coordinator use?
About 3.2k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Research Coordinator?
Skills that share tags, products or a category with Research Coordinator: Research Refine (zjYao36/Auto-Research-Refine, 128 stars), Lit Search (luwill/research-skills, 858 stars), Ma Search Bibliography (htlin222/meta-pipe, 139 stars) and Denario (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Research Coordinator?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,542 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.