Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Graph of Thoughts (GoT) Controller - 管理研究图状态，执行图操作（Generate, Aggregate, Refine, Score），优化研究路径质量。当研究主题复杂或多方面、需要策略性探索（深度 vs 广度）、高质量研究时使用此技能。
Install Got Controller
$ npx skills add liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main got-controller --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/liangdabiao/Claude-Code-Deep-Research-main.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/got-controller .claude/skills/got-controller && 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 "got-controller" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/got-controller into .claude/skills/got-controller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "got-controller", 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/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/got-controllerType 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 liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main got-controller --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/Claude-Code-Deep-Research-main.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/got-controller .agents/skills/got-controller && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "got-controller" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/got-controller into .agents/skills/got-controller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "got-controller", 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 liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main got-controller --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/Claude-Code-Deep-Research-main.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/got-controller .cursor/skills/got-controller && 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 "got-controller" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/got-controller into .cursor/skills/got-controller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "got-controller", 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/liangdabiao/Claude-Code-Deep-Research-main.git --path .claude/skills/got-controller--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 liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main got-controller --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/Claude-Code-Deep-Research-main.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/got-controller .gemini/skills/got-controller && 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 "got-controller" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/got-controller into .gemini/skills/got-controller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "got-controller", 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 liangdabiao/Claude-Code-Deep-Research-main got-controllerInstalls 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 liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/liangdabiao/Claude-Code-Deep-Research-main.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/got-controller .github/skills/got-controller && 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 "got-controller" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/got-controller into .github/skills/got-controller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "got-controller", 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 liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main got-controller --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/Claude-Code-Deep-Research-main.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/got-controller .opencode/skills/got-controller && 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 "got-controller" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/got-controller into .opencode/skills/got-controller/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "got-controller", 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
got-controller- GitHub stars
- 290
- Token cost
- ~1.6k tokens
- SKILL.md length
- 589 words
- Files
- 3
- Skills in repo
- 5
- Repo updated
- First seen
- Licence
- None found
At a glance
Graph of Thoughts (GoT) Controller - 管理研究图状态，执行图操作（Generate, Aggregate, Refine, Score），优化研究路径质量。当研究主题复杂或多方面、需要策略性探索（深度 vs 广度）、高质量研究时使用此技能。
- Works in 5 steps: Generate(k) → Aggregate(k) → Refine(1) → …
- Research & Science work in your project
- SKILL.md covers Role, What is Graph of Thoughts?, Core GoT Operations and GoT Research Execution Patterns, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Got Controller is an agent skill from liangdabiao/Claude-Code-Deep-Research-main. Graph of Thoughts (GoT) Controller - 管理研究图状态，执行图操作（Generate, Aggregate, Refine, Score），优化研究路径质量。当研究主题复杂或多方面、需要策略性探索（深度 vs 广度）、高质量研究时使用此技能。
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `examples.md` and `instructions.md`).
It sits in Research & Science. The repository describes itself as: 利用claude code agent框架一步一步实现deep research！很强大很简单的skills。我一步一步介绍实现deep research，因为deep research就是agent框架第一应用，对比一下各个框架实现这个deep….
When your agent uses it
- Research & Science work in your project
Example prompts
- “/got-controller”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Generate(k)
- Aggregate(k)
- Refine(1)
- Score
- KeepBestN(n)
What it can do on your machine
Read from SKILL.md and the folder at commit 2120f68. 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
Links to these hosts (documentation or services it may open):
github.com
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
Got Controller loads about 1.6k tokens when it runs. Until then it costs about 38 tokens; SKILL.md has 589 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 589 words (~1,590 tokens).
“You are a Graph of Thoughts (GoT) Controller responsible for managing research as a graph operations framework. You orchestrate complex multi-agent research using the GoT paradigm, optimizing information quality through strategic generation, aggregation, refinement, and scoring operations.”
- name
- got-controller
Files
SKILL.md and 2 other files in .claude/skills/got-controller of liangdabiao/Claude-Code-Deep-Research-main.
- SKILL.md
- examples.md
- instructions.md
Open the folder on GitHubat commit 2120f68
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in liangdabiao/Claude-Code-Deep-Research-main, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Got Controller 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 |
|---|---|---|---|---|---|---|
| Got Controller this skillliangdabiao/Claude-Code-Deep-Research-main | 290 | — | ~1.6k | Automated safety check: Pass | None | |
| Hypothesis Generationspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 46k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Read arXiv Paperkarpathy/nanochat | 58k | 2 repos | ~494 | Automated safety check: Pass | MIT | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT |
Similar skills
GitHub Deep Research
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Nature Paper Card
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
Read arXiv Paper
karpathy/nanochat
Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.
Content Research Writer
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
More from liangdabiao/Claude-Code-Deep-Research-main
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将原始研究问题细化为结构化的深度研究任务。通过提问澄清需求，生成符合 OpenAI/Google Deep Research 标准的结构化提示词。当用户提出研究问题、需要帮助定义研究范围、或想要生成结构化研究提示词时使用此技能。
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验证研究报告中所有声明的引用准确性、来源质量和格式规范性。确保每个事实性声明都有可验证的来源，并提供来源质量评级。当最终确定研究报告、审查他人研究、发布或分享研究之前使用此技能。
Research Executor
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执行完整的 7 阶段深度研究流程。接收结构化研究任务，自动部署多个并行研究智能体，生成带完整引用的综合研究报告。当用户有结构化的研究提示词时使用此技能。
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Related
Categories
Questions about Got Controller
What does Got Controller do?
Graph of Thoughts (GoT) Controller - 管理研究图状态，执行图操作（Generate, Aggregate, Refine, Score），优化研究路径质量。当研究主题复杂或多方面、需要策略性探索（深度 vs 广度）、高质量研究时使用此技能。. Got Controller is an agent skill from liangdabiao/Claude-Code-Deep-Research-main.
When should I use Got Controller?
Got Controller fits situations like: research & Science work in your project.
How do I install Got Controller in Claude Code?
Run `npx skills add liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a claude-code`. Or copy the skill folder (.claude/skills/got-controller in liangdabiao/Claude-Code-Deep-Research-main) into .claude/skills/got-controller in your project. Claude Code loads it when a task matches its description.
How do I install Got Controller in Codex?
Run `npx skills add liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a codex`. Or copy the skill folder (.claude/skills/got-controller in liangdabiao/Claude-Code-Deep-Research-main) into .agents/skills/got-controller in your project. Codex loads it when a task matches its description.
Can I use Got Controller 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 liangdabiao/Claude-Code-Deep-Research-main --skill got-controller -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/got-controller, .gemini/skills/got-controller, .github/skills/got-controller and .opencode/skills/got-controller in your project.
What does Got Controller need to run?
SKILL.md names no scripts, command-line tools or credentials: Got Controller is instructions for the agent only.
Does Got Controller access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Got Controller 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 Got Controller use?
No licence was found for Got Controller or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Got Controller use?
About 1.6k tokens (SKILL.md is roughly 6.4k 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 Got Controller?
Skills that share tags, products or a category with Got Controller: Hypothesis Generation (spacering-net/codeg, 3.8k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars), Nature Paper Card (Yuan1z0825/nature-skills, 46k stars) and Read arXiv Paper (karpathy/nanochat, 58k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Got Controller?
liangdabiao (a GitHub user) maintains it in liangdabiao/Claude-Code-Deep-Research-main, which has 290 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on December 30, 2025.
Source: liangdabiao/Claude-Code-Deep-Research-main on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.