MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Agent skill
Sibyl Supervisor Decision
by Sibyl-Research-Team in Sibyl-Research-Team/AutoResearch-SibylSystem
Sibyl 监督决策 agent - 分析实验结果决定 PIVOT 还是 PROCEED. An agent skill from Sibyl-Research-Team/AutoResearch-SibylSystem.
Install Sibyl Supervisor Decision
$ npx skills add Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Sibyl-Research-Team/AutoResearch-SibylSystem sibyl-supervisor-decision --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/Sibyl-Research-Team/AutoResearch-SibylSystem.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/sibyl-supervisor-decision .claude/skills/sibyl-supervisor-decision && 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 "sibyl-supervisor-decision" agent skill from https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem/tree/main/.claude/skills/sibyl-supervisor-decision into .claude/skills/sibyl-supervisor-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sibyl-supervisor-decision", 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/Sibyl-Research-Team/AutoResearch-SibylSystem/tree/main/.claude/skills/sibyl-supervisor-decisionType 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 Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Sibyl-Research-Team/AutoResearch-SibylSystem sibyl-supervisor-decision --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/sibyl-supervisor-decision .agents/skills/sibyl-supervisor-decision && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sibyl-supervisor-decision" agent skill from https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem/tree/main/.claude/skills/sibyl-supervisor-decision into .agents/skills/sibyl-supervisor-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sibyl-supervisor-decision", 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 Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Sibyl-Research-Team/AutoResearch-SibylSystem sibyl-supervisor-decision --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/sibyl-supervisor-decision .cursor/skills/sibyl-supervisor-decision && 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 "sibyl-supervisor-decision" agent skill from https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem/tree/main/.claude/skills/sibyl-supervisor-decision into .cursor/skills/sibyl-supervisor-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sibyl-supervisor-decision", 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/Sibyl-Research-Team/AutoResearch-SibylSystem.git --path .claude/skills/sibyl-supervisor-decision--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 Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Sibyl-Research-Team/AutoResearch-SibylSystem sibyl-supervisor-decision --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/sibyl-supervisor-decision .gemini/skills/sibyl-supervisor-decision && 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 "sibyl-supervisor-decision" agent skill from https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem/tree/main/.claude/skills/sibyl-supervisor-decision into .gemini/skills/sibyl-supervisor-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sibyl-supervisor-decision", 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 Sibyl-Research-Team/AutoResearch-SibylSystem sibyl-supervisor-decisionInstalls 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 Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/sibyl-supervisor-decision .github/skills/sibyl-supervisor-decision && 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 "sibyl-supervisor-decision" agent skill from https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem/tree/main/.claude/skills/sibyl-supervisor-decision into .github/skills/sibyl-supervisor-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sibyl-supervisor-decision", 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 Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Sibyl-Research-Team/AutoResearch-SibylSystem sibyl-supervisor-decision --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/sibyl-supervisor-decision .opencode/skills/sibyl-supervisor-decision && 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 "sibyl-supervisor-decision" agent skill from https://github.com/Sibyl-Research-Team/AutoResearch-SibylSystem/tree/main/.claude/skills/sibyl-supervisor-decision into .opencode/skills/sibyl-supervisor-decision/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sibyl-supervisor-decision", 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
sibyl-supervisor-decision- GitHub stars
- 283
- Token cost
- ~251 tokens
- SKILL.md length
- 52 words
- Files
- 1
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- None found
At a glance
Sibyl 监督决策 agent - 分析实验结果决定 PIVOT 还是 PROCEED. An agent skill from Sibyl-Research-Team/AutoResearch-SibylSystem.
- Agent Workflows work in your project
- Calls python3
What it does
Sibyl Supervisor Decision is an agent skill from Sibyl-Research-Team/AutoResearch-SibylSystem. Sibyl 监督决策 agent - 分析实验结果决定 PIVOT 还是 PROCEED
Its SKILL.md is about 250 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. The repository describes itself as: Fully Autonomous AI Research System with Self-Evolution, built natively on Claude Code.
When your agent uses it
- Agent Workflows work in your project
Example prompts
- “/sibyl-supervisor-decision”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Read, Write, Glob, Grep, Bash, Skill
What it can do on your machine
Read from SKILL.md and the folder at commit c30c216. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteGlobGrepBashSkill
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
python3
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
Sibyl Supervisor Decision loads about 251 tokens when it runs. Until then it costs about 18 tokens; SKILL.md has 52 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Write, Glob, Grep, Bash, Skill
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 52 words (~251 tokens).
“!SIBYL_WORKSPACE="$ARGUMENTS[0]" .venv/bin/python3 -c "from sibyl.orchestrate import render_skill_prompt; import os; ws = os.environ.get('SIBYL_WORKSPACE', ''); print(render_skill_prompt('supervisor_decision', workspace_path=ws))"”
- name
- sibyl-supervisor-decision
- allowed-tools
- Read, Write, Glob, Grep, Bash, Skill
- context
- fork
- agent
- sibyl-heavy
- user-invocable
- false
Files
Just SKILL.md in .claude/skills/sibyl-supervisor-decision of Sibyl-Research-Team/AutoResearch-SibylSystem.
Open the folder on GitHubat commit c30c216
Compare with similar skills
Sibyl Supervisor Decision 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 |
|---|---|---|---|---|---|---|
| Sibyl Supervisor Decision this skillSibyl-Research-Team/AutoResearch-SibylSystem | 283 | — | ~251 | Automated safety check: Notes | None | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 10 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 36 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 297k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Skill CreatorAzure/azqr | 796 | 89 repos | ~8.2k | Automated safety check: Pass | Apache-2.0 |
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Using Superpowers
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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.
- Official
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Create new skills, modify and improve existing skills, and measure skill performance.
- Official
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Related
Categories
Questions about Sibyl Supervisor Decision
What does Sibyl Supervisor Decision do?
Sibyl 监督决策 agent - 分析实验结果决定 PIVOT 还是 PROCEED. An agent skill from Sibyl-Research-Team/AutoResearch-SibylSystem. Sibyl Supervisor Decision is an agent skill from Sibyl-Research-Team/AutoResearch-SibylSystem.
When should I use Sibyl Supervisor Decision?
Sibyl Supervisor Decision fits situations like: agent Workflows work in your project.
How do I install Sibyl Supervisor Decision in Claude Code?
Run `npx skills add Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a claude-code`. Or copy the skill folder (.claude/skills/sibyl-supervisor-decision in Sibyl-Research-Team/AutoResearch-SibylSystem) into .claude/skills/sibyl-supervisor-decision in your project. Claude Code loads it when a task matches its description.
How do I install Sibyl Supervisor Decision in Codex?
Run `npx skills add Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a codex`. Or copy the skill folder (.claude/skills/sibyl-supervisor-decision in Sibyl-Research-Team/AutoResearch-SibylSystem) into .agents/skills/sibyl-supervisor-decision in your project. Codex loads it when a task matches its description.
Can I use Sibyl Supervisor Decision 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 Sibyl-Research-Team/AutoResearch-SibylSystem --skill sibyl-supervisor-decision -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sibyl-supervisor-decision, .gemini/skills/sibyl-supervisor-decision, .github/skills/sibyl-supervisor-decision and .opencode/skills/sibyl-supervisor-decision in your project.
What does Sibyl Supervisor Decision need to run?
Going by SKILL.md and its folder, Sibyl Supervisor Decision needs the command-line tools its instructions call (python3). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Glob, Grep, Bash, Skill.
Does Sibyl Supervisor Decision 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 Sibyl Supervisor Decision safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Sibyl Supervisor Decision use?
No licence was found for Sibyl Supervisor Decision or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Sibyl Supervisor Decision use?
About 251 tokens (SKILL.md is roughly 1k 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 Sibyl Supervisor Decision?
Skills that share tags, products or a category with Sibyl Supervisor Decision: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 297k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sibyl Supervisor Decision?
Sibyl-Research-Team (a GitHub organization) maintains it in Sibyl-Research-Team/AutoResearch-SibylSystem, which has 283 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on March 25, 2026.
Source: Sibyl-Research-Team/AutoResearch-SibylSystem on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.