Evidence Ledger
wanshuiyin/Anti-Autoresearch
Build the deterministic evidence ledger (artifactmanifest.json + claims.json) that every other Anti-Autoresearch auditor reads.
A skill your agent uses when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery.
Install Autoresearch Orchestration
$ npx skills add BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team autoresearch-orchestration --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/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .claude/skills && cp -r skills-src/teams/auto_research_team/skills/autoresearch-orchestration .claude/skills/autoresearch-orchestration && 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 "autoresearch-orchestration" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/autoresearch-orchestration into .claude/skills/autoresearch-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-orchestration", 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/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/autoresearch-orchestrationType 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 BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team autoresearch-orchestration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .agents/skills && cp -r skills-src/teams/auto_research_team/skills/autoresearch-orchestration .agents/skills/autoresearch-orchestration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "autoresearch-orchestration" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/autoresearch-orchestration into .agents/skills/autoresearch-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-orchestration", 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 BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team autoresearch-orchestration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/teams/auto_research_team/skills/autoresearch-orchestration .cursor/skills/autoresearch-orchestration && 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 "autoresearch-orchestration" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/autoresearch-orchestration into .cursor/skills/autoresearch-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-orchestration", 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/BingHanOfUESTC/open_agent_team.git --path teams/auto_research_team/skills/autoresearch-orchestration--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 BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team autoresearch-orchestration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/teams/auto_research_team/skills/autoresearch-orchestration .gemini/skills/autoresearch-orchestration && 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 "autoresearch-orchestration" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/autoresearch-orchestration into .gemini/skills/autoresearch-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-orchestration", 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 BingHanOfUESTC/open_agent_team autoresearch-orchestrationInstalls 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 BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .github/skills && cp -r skills-src/teams/auto_research_team/skills/autoresearch-orchestration .github/skills/autoresearch-orchestration && 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 "autoresearch-orchestration" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/autoresearch-orchestration into .github/skills/autoresearch-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-orchestration", 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 BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team autoresearch-orchestration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/teams/auto_research_team/skills/autoresearch-orchestration .opencode/skills/autoresearch-orchestration && 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 "autoresearch-orchestration" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/auto_research_team/skills/autoresearch-orchestration into .opencode/skills/autoresearch-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autoresearch-orchestration", 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
autoresearch-orchestration- GitHub stars
- 106
- Token cost
- ~691 tokens
- SKILL.md length
- 149 words
- Files
- 1
- Skills in repo
- 30
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery.
- Works in 5 steps: Workspace Contract → Two-Loop Operation → Decision Register → …
- Autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Open-ended research tasks
What it does
Autoresearch Orchestration is an agent skill from BingHanOfUESTC/open_agent_team. Use this skill when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery. Trigger for open-ended research tasks, autonomous research loops, idea-to-paper workflows, or long-running experiment iteration.
Its SKILL.md is about 690 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 Agent Workflows, covering Autonomous loops and LaTeX. It works with LaTeX. The repository describes itself as: Build persistent multi-agent teams that collaborate like real organizations to deliver complex tasks. The licence is MIT.
When your agent uses it
- Autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature
- Open-ended research tasks
- Autonomous research loops
- Idea-to-paper workflows
Example prompts
- “/autoresearch-orchestration”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 7e28736. 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 (its code samples are markdown).
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
Autoresearch Orchestration loads about 691 tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 149 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
The full file from BingHanOfUESTC/open_agent_team at commit 7e28736, republished under its MIT licence (© BingHanOfUESTC). 149 words, ~691 tokens.
Download SKILL.mdSave it as
.claude/skills/autoresearch-orchestration/SKILL.md (or your agent's skills folder).- name
- autoresearch-orchestration
- description
- Use this skill when auto_research_team needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery. Trigger for open-ended research tasks, autonomous research loops, idea-to-paper workflows, or long-running experiment iteration.
Autoresearch Orchestration
This skill gives auto_research_team a durable control loop. It is inspired by open-source auto-research systems, but the operating procedure here is specific to this repository.
Use it when the task is larger than a single literature review or code change.
1. Workspace Contract
Create or update:
research_workspace/research_state.md
research_workspace/research_log.md
research_workspace/findings.md
research_workspace/decision_register.md
research_workspace/to_boss.mdresearch_state.md tracks the current stage:
scope
literature
idea
plan
code_data
environment
implementation
experiment
analysis
paper
delivery
blockedfindings.md is persistent memory. Never bury lessons only in chat.
2. Two-Loop Operation
Outer synthesis loop:
1. collect evidence
2. update gap map
3. revise idea
4. revise experiment plan
5. decide whether to continue, pivot, or stopInner experiment loop:
1. choose smallest decisive experiment
2. run smoke test
3. run baseline
4. run main variant
5. run ablation or diagnostic
6. update results tableThe team must not jump to paper writing until both loops have produced traceable evidence or a clearly documented negative result.
3. Decision Register
Every major decision must be written as:
## Decision <N>: <short title>
- Date:
- Owner:
- Options considered:
- Evidence:
- Decision:
- Risk:
- Reversal condition:Use this for selecting papers, rejecting datasets, choosing the main idea, changing baseline, stopping training, or downgrading experiments.
4. Boss Escalation
Escalate only when progress requires Boss input:
data license requires approval
paid API or paid compute is required
private dataset credentials are missing
hardware is insufficient for all meaningful validation
research objective conflicts with safety or license constraintsOtherwise make a conservative assumption, record it, and continue.
5. Done Criteria
The loop is complete only when:
research question is explicit
literature evidence is traceable
idea is tied to a gap
code/data/environment status is known
experiments or valid downgrades are logged
result analysis states supported and unsupported claims
LaTeX report compiles or failure is recorded
artifact manifest and reproduction guide exist© BingHanOfUESTC, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in teams/auto_research_team/skills/autoresearch-orchestration of BingHanOfUESTC/open_agent_team.
Open the folder on GitHubat commit 7e28736
Compare with similar skills
Autoresearch Orchestration 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 |
|---|---|---|---|---|---|---|
| Autoresearch Orchestration this skillBingHanOfUESTC/open_agent_team | 106 | — | ~691 | Automated safety check: Pass | MIT | |
| Evidence Ledgerwanshuiyin/Anti-Autoresearch | 160 | — | ~11k | Automated safety check: Notes | MIT | |
| Proof Derivation Forensicswanshuiyin/Anti-Autoresearch | 160 | — | ~13k | Automated safety check: Notes | MIT | |
| Mathmodel SkillhandsomeZR-netizen/mathmodel-skill | 292 | — | ~2.5k | Automated safety check: Pass | MIT | |
| Leetcuda Tex To Readthedocsxlite-dev/LeetCUDA | 12k | — | ~902 | Automated safety check: Pass | GPL-3.0 | |
| Research Writingalfonso0512/research-writing-skill | 490 | 1 repos | ~818 | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Autoresearch Orchestration
What does Autoresearch Orchestration do?
A skill your agent uses when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery. Autoresearch Orchestration is an agent skill from BingHanOfUESTC/open_agent_team. Use this skill when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery.
When should I use Autoresearch Orchestration?
Autoresearch Orchestration fits situations like: autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature; open-ended research tasks; autonomous research loops; idea-to-paper workflows.
How do I install Autoresearch Orchestration in Claude Code?
Run `npx skills add BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a claude-code`. Or copy the skill folder (teams/auto_research_team/skills/autoresearch-orchestration in BingHanOfUESTC/open_agent_team) into .claude/skills/autoresearch-orchestration in your project. Claude Code loads it when a task matches its description.
How do I install Autoresearch Orchestration in Codex?
Run `npx skills add BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a codex`. Or copy the skill folder (teams/auto_research_team/skills/autoresearch-orchestration in BingHanOfUESTC/open_agent_team) into .agents/skills/autoresearch-orchestration in your project. Codex loads it when a task matches its description.
Can I use Autoresearch Orchestration 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 BingHanOfUESTC/open_agent_team --skill autoresearch-orchestration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/autoresearch-orchestration, .gemini/skills/autoresearch-orchestration, .github/skills/autoresearch-orchestration and .opencode/skills/autoresearch-orchestration in your project.
What does Autoresearch Orchestration need to run?
SKILL.md names no scripts, command-line tools or credentials: Autoresearch Orchestration is instructions for the agent only.
Does Autoresearch Orchestration 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 Autoresearch Orchestration 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 Autoresearch Orchestration use?
Autoresearch Orchestration is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Autoresearch Orchestration use?
About 691 tokens (SKILL.md is roughly 2.8k 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 Autoresearch Orchestration?
Skills that share tags, products or a category with Autoresearch Orchestration: Evidence Ledger (wanshuiyin/Anti-Autoresearch, 160 stars), Proof Derivation Forensics (wanshuiyin/Anti-Autoresearch, 160 stars), Mathmodel Skill (handsomeZR-netizen/mathmodel-skill, 292 stars) and Leetcuda Tex To Readthedocs (xlite-dev/LeetCUDA, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Autoresearch Orchestration?
BingHanOfUESTC (a GitHub user) maintains it in BingHanOfUESTC/open_agent_team, which has 106 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on June 23, 2026.
Source: BingHanOfUESTC/open_agent_team on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.