Synthesis
yologdev/yoyo-evolve
Multi-source research synthesis — aggregate and compare 3+ sources or any source 5KB using sub-agent dispatch and SharedState
Use parallel subagents to scale large reviews, with an honest model of where the speedup actually comes from (LLM reasoning, not API throughput)
Install Subagent Driven Review
$ npx skills add wentorai/Research-Claw --skill subagent-driven-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wentorai/Research-Claw subagent-driven-review --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/wentorai/Research-Claw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/subagent-driven-review .claude/skills/subagent-driven-review && 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 "subagent-driven-review" agent skill from https://github.com/wentorai/Research-Claw/tree/main/skills/subagent-driven-review into .claude/skills/subagent-driven-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-review", 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/wentorai/Research-Claw/tree/main/skills/subagent-driven-reviewType 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 wentorai/Research-Claw --skill subagent-driven-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wentorai/Research-Claw subagent-driven-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/Research-Claw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/subagent-driven-review .agents/skills/subagent-driven-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "subagent-driven-review" agent skill from https://github.com/wentorai/Research-Claw/tree/main/skills/subagent-driven-review into .agents/skills/subagent-driven-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-review", 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 wentorai/Research-Claw --skill subagent-driven-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wentorai/Research-Claw subagent-driven-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/Research-Claw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/subagent-driven-review .cursor/skills/subagent-driven-review && 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 "subagent-driven-review" agent skill from https://github.com/wentorai/Research-Claw/tree/main/skills/subagent-driven-review into .cursor/skills/subagent-driven-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-review", 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/wentorai/Research-Claw.git --path skills/subagent-driven-review--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 wentorai/Research-Claw --skill subagent-driven-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wentorai/Research-Claw subagent-driven-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/Research-Claw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/subagent-driven-review .gemini/skills/subagent-driven-review && 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 "subagent-driven-review" agent skill from https://github.com/wentorai/Research-Claw/tree/main/skills/subagent-driven-review into .gemini/skills/subagent-driven-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-review", 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 wentorai/Research-Claw subagent-driven-reviewInstalls 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 wentorai/Research-Claw --skill subagent-driven-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wentorai/Research-Claw.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/subagent-driven-review .github/skills/subagent-driven-review && 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 "subagent-driven-review" agent skill from https://github.com/wentorai/Research-Claw/tree/main/skills/subagent-driven-review into .github/skills/subagent-driven-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-review", 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 wentorai/Research-Claw --skill subagent-driven-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wentorai/Research-Claw subagent-driven-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wentorai/Research-Claw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/subagent-driven-review .opencode/skills/subagent-driven-review && 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 "subagent-driven-review" agent skill from https://github.com/wentorai/Research-Claw/tree/main/skills/subagent-driven-review into .opencode/skills/subagent-driven-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subagent-driven-review", 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
subagent-driven-review- GitHub stars
- 858
- Token cost
- ~3k tokens
- SKILL.md length
- 1,069 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Use parallel subagents to scale large reviews, with an honest model of where the speedup actually comes from (LLM reasoning, not API throughput)
- Works in 4 steps: Parallel Scoring (most common) → Deep Dive on Priority Papers → Citation Network Exploration → …
- Tasks that involve Subagents
- SKILL.md covers Overview, What subagents do NOT speed…, When to Use and Use Cases, plus 8 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Subagent Driven Review is an agent skill from wentorai/Research-Claw. Use parallel subagents to scale large reviews, with an honest model of where the speedup actually comes from (LLM reasoning, not API throughput)
Its SKILL.md is about 3k 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 Subagents. The repository describes itself as: In the AI era, why can't everyone be a Principal Investigator?
When your agent uses it
- Tasks that involve Subagents
Example prompts
- “/subagent-driven-review”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Parallel Scoring (most common)
- Deep Dive on Priority Papers
- Citation Network Exploration
- Domain-Specific Extraction
What it can do on your machine
Read from SKILL.md and the folder at commit 5015be7. 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 json).
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
Subagent Driven Review loads about 3k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 1,069 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 1,069 words (~2,979 tokens).
“Core principle: Fresh subagent per batch + consolidation between batches = parallel reasoning with quality control.”
- name
- subagent-driven-review
- when_to_use
- Large literature searches (50+ papers), parallel paper screening, deep dive analysis on multiple papers, citation network exploration, when main context is…
- version
- 2.0.0
Files
Just SKILL.md in skills/subagent-driven-review of wentorai/Research-Claw.
Open the folder on GitHubat commit 5015be7
Compare with similar skills
Subagent Driven Review 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 |
|---|---|---|---|---|---|---|
| Subagent Driven Review this skillwentorai/Research-Claw | 858 | — | ~3k | Automated safety check: Pass | Custom licence | |
| Synthesisyologdev/yoyo-evolve | 1.9k | — | ~3.1k | Automated safety check: Pass | MIT | |
| Web ResearchJuncai22/spring-ai-agent-learning | 123 | 2 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Deep Researchasgeirtj/system_prompts_leaks | 69k | — | ~3.3k | Automated safety check: Pass | CC0-1.0 | |
| Verify Openspec Docsgoern/forgejo-mcp | 141 | 1 repos | ~1.1k | Automated safety check: Pass | GPL-3.0 | |
| Deep Research312362115/claude | 107 | — | ~6.6k | Automated safety check: Pass | MIT |
Similar skills
Web Research
Juncai22/spring-ai-agent-learning
A skill your agent uses for requests related to web research; it provides a structured approach to conducting comprehensive web research
Deep Research
asgeirtj/system_prompts_leaks
A skill your agent uses when the user's prompt requires (1) researching a topic across multiple sources, comparing options or alternatives, analyzing trends or history, understanding markets or…
Verify Openspec Docs
goern/forgejo-mcp
Fact-checks OpenSpec user documentation with a fresh-context subagent that re-runs commands and checks claims against source.
Deep Research
312362115/claude
深度调研技能：对任意命题进行系统性调研并输出专业研究报告. An agent skill from 312362115/claude.
ULW Deep Research
code-yeongyu/oh-my-openagent
Runs an exhaustive, team-based research session that stands up cooperating agents, debates findings and delivers a report where every claim has a citation or proof.
More from wentorai/Research-Claw
All 29 skills in this repoMd2pdf Export
wentorai/Research-Claw
Convert Markdown files to PDF, PNG, or JPEG using headless Chrome (Puppeteer), following the same methodology as VS Code's Markdown Preview Enhanced extension.
Claude Code
wentorai/Research-Claw
Reference for using Claude Code CLI to handle complex coding tasks.
Building Screening Rubrics
wentorai/Research-Claw
Collaboratively build and refine paper screening rubrics through brainstorming, test-driven development, and iterative feedback
Codex CLI
wentorai/Research-Claw
Reference for using OpenAI Codex CLI to handle complex coding tasks.
Cleaning Up Research Sessions
wentorai/Research-Claw
Safely remove intermediate files from completed research sessions while preserving important data
Opencode CLI
wentorai/Research-Claw
Reference for using OpenCode CLI to handle complex coding tasks.
Related
Categories
Questions about Subagent Driven Review
What does Subagent Driven Review do?
Use parallel subagents to scale large reviews, with an honest model of where the speedup actually comes from (LLM reasoning, not API throughput). Subagent Driven Review is an agent skill from wentorai/Research-Claw.
When should I use Subagent Driven Review?
Subagent Driven Review fits situations like: tasks that involve Subagents.
How do I install Subagent Driven Review in Claude Code?
Run `npx skills add wentorai/Research-Claw --skill subagent-driven-review -a claude-code`. Or copy the skill folder (skills/subagent-driven-review in wentorai/Research-Claw) into .claude/skills/subagent-driven-review in your project. Claude Code loads it when a task matches its description.
How do I install Subagent Driven Review in Codex?
Run `npx skills add wentorai/Research-Claw --skill subagent-driven-review -a codex`. Or copy the skill folder (skills/subagent-driven-review in wentorai/Research-Claw) into .agents/skills/subagent-driven-review in your project. Codex loads it when a task matches its description.
Can I use Subagent Driven Review 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 wentorai/Research-Claw --skill subagent-driven-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/subagent-driven-review, .gemini/skills/subagent-driven-review, .github/skills/subagent-driven-review and .opencode/skills/subagent-driven-review in your project.
What does Subagent Driven Review need to run?
SKILL.md names no scripts, command-line tools or credentials: Subagent Driven Review is instructions for the agent only.
Does Subagent Driven Review 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 Subagent Driven Review 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 Subagent Driven Review use?
Subagent Driven Review 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 Subagent Driven Review use?
About 3k tokens (SKILL.md is roughly 12k 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 Subagent Driven Review?
Skills that share tags, products or a category with Subagent Driven Review: Synthesis (yologdev/yoyo-evolve, 1.9k stars), Web Research (Juncai22/spring-ai-agent-learning, 123 stars), Deep Research (asgeirtj/system_prompts_leaks, 69k stars) and Verify Openspec Docs (goern/forgejo-mcp, 141 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Subagent Driven Review?
wentorai (a GitHub user) maintains it in wentorai/Research-Claw, which has 858 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on August 20, 2026.
Source: wentorai/Research-Claw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.