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.
将多个研究智能体的发现综合成连贯、结构化的研究报告。解决矛盾、提取共识、创建统一叙述。当多个研究智能体完成研究、需要将发现组合成统一报告、发现之间存在矛盾时使用此技能。
Install Synthesizer
$ npx skills add liangdabiao/Claude-Code-Deep-Research-main --skill synthesizer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main synthesizer --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/synthesizer .claude/skills/synthesizer && 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 "synthesizer" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/synthesizer into .claude/skills/synthesizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthesizer", 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/synthesizerType 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 synthesizer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main synthesizer --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/synthesizer .agents/skills/synthesizer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "synthesizer" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/synthesizer into .agents/skills/synthesizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthesizer", 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 synthesizer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main synthesizer --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/synthesizer .cursor/skills/synthesizer && 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 "synthesizer" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/synthesizer into .cursor/skills/synthesizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthesizer", 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/synthesizer--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 synthesizer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install liangdabiao/Claude-Code-Deep-Research-main synthesizer --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/synthesizer .gemini/skills/synthesizer && 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 "synthesizer" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/synthesizer into .gemini/skills/synthesizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthesizer", 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 synthesizerInstalls 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 synthesizer -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/synthesizer .github/skills/synthesizer && 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 "synthesizer" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/synthesizer into .github/skills/synthesizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthesizer", 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 synthesizer -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 synthesizer --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/synthesizer .opencode/skills/synthesizer && 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 "synthesizer" agent skill from https://github.com/liangdabiao/Claude-Code-Deep-Research-main/tree/main/.claude/skills/synthesizer into .opencode/skills/synthesizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "synthesizer", 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
synthesizer- GitHub stars
- 290
- Token cost
- ~1.6k tokens
- SKILL.md length
- 716 words
- Files
- 3
- Skills in repo
- 5
- Repo updated
- First seen
- Licence
- None found
At a glance
将多个研究智能体的发现综合成连贯、结构化的研究报告。解决矛盾、提取共识、创建统一叙述。当多个研究智能体完成研究、需要将发现组合成统一报告、发现之间存在矛盾时使用此技能。
- Works in 5 steps: Review and Organize → Consensus Building → Contradiction Resolution → …
- Tasks that involve Deep research
- SKILL.md covers Role, Core Responsibilities, Synthesis Process and Synthesis Techniques, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Synthesizer is an agent skill from liangdabiao/Claude-Code-Deep-Research-main. 将多个研究智能体的发现综合成连贯、结构化的研究报告。解决矛盾、提取共识、创建统一叙述。当多个研究智能体完成研究、需要将发现组合成统一报告、发现之间存在矛盾时使用此技能。
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, covering Deep research. 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
- Tasks that involve Deep research
Example prompts
- “/synthesizer”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Review and Organize
- Consensus Building
- Contradiction Resolution
- Structured Synthesis
- Quality Enhancement
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
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
Synthesizer loads about 1.6k tokens when it runs. Until then it costs about 24 tokens; SKILL.md has 716 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 716 words (~1,621 tokens).
“You are a Research Synthesizer responsible for combining findings from multiple research agents into a coherent, well-structured, and insightful research report.”
- name
- synthesizer
Files
SKILL.md and 2 other files in .claude/skills/synthesizer 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
Synthesizer 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 |
|---|---|---|---|---|---|---|
| Synthesizer this skillliangdabiao/Claude-Code-Deep-Research-main | 290 | — | ~1.6k | Automated safety check: Pass | None | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Deep Research WorkflowTokenRhythm/opensquilla | 7.1k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Deep Researchsanjay3290/ai-skills | 432 | 9 repos | ~683 | Automated safety check: Notes | Apache-2.0 | |
| Horizontal-Vertical Deep ResearchKKKKhazix/khazix-skills | 21k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Academic Research PipelineImbad0202/academic-research-skills | 51k | — | ~15k | Automated safety check: Pass | Custom licence |
Similar skills
Deep Research Workflow
TokenRhythm/opensquilla
Runs multi-round research in three stages with a persisted state file, evidence tracking and a long-form report with per-claim citations.
Deep Research
sanjay3290/ai-skills
Execute autonomous multi-step research using Google Gemini Deep Research Agent.
Horizontal-Vertical Deep Research
KKKKhazix/khazix-skills
Runs a two-axis deep research method on a product, company, concept or person: its full history over time, compared with peers today, delivered as a typeset PDF report.
Academic Research Pipeline
Imbad0202/academic-research-skills
Orchestrates a ten-stage academic workflow from research to finished manuscript, including integrity checks, two rounds of peer review and revision.
Academic Research Suite for Codex
Imbad0202/academic-research-skills-codex
A router skill that sends academic work such as literature reviews, drafting, citation checks, peer review and revision to the right workflow in the ARS suite.
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Related
Categories
Questions about Synthesizer
What does Synthesizer do?
将多个研究智能体的发现综合成连贯、结构化的研究报告。解决矛盾、提取共识、创建统一叙述。当多个研究智能体完成研究、需要将发现组合成统一报告、发现之间存在矛盾时使用此技能。. Synthesizer is an agent skill from liangdabiao/Claude-Code-Deep-Research-main.
When should I use Synthesizer?
Synthesizer fits situations like: tasks that involve Deep research.
How do I install Synthesizer in Claude Code?
Run `npx skills add liangdabiao/Claude-Code-Deep-Research-main --skill synthesizer -a claude-code`. Or copy the skill folder (.claude/skills/synthesizer in liangdabiao/Claude-Code-Deep-Research-main) into .claude/skills/synthesizer in your project. Claude Code loads it when a task matches its description.
How do I install Synthesizer in Codex?
Run `npx skills add liangdabiao/Claude-Code-Deep-Research-main --skill synthesizer -a codex`. Or copy the skill folder (.claude/skills/synthesizer in liangdabiao/Claude-Code-Deep-Research-main) into .agents/skills/synthesizer in your project. Codex loads it when a task matches its description.
Can I use Synthesizer 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 synthesizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/synthesizer, .gemini/skills/synthesizer, .github/skills/synthesizer and .opencode/skills/synthesizer in your project.
What does Synthesizer need to run?
SKILL.md names no scripts, command-line tools or credentials: Synthesizer is instructions for the agent only.
Does Synthesizer 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 Synthesizer 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 Synthesizer use?
No licence was found for Synthesizer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Synthesizer use?
About 1.6k tokens (SKILL.md is roughly 6.5k 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 Synthesizer?
Skills that share tags, products or a category with Synthesizer: GitHub Deep Research (bytedance/deer-flow, 84k stars), Deep Research Workflow (TokenRhythm/opensquilla, 7.1k stars), Deep Research (sanjay3290/ai-skills, 432 stars) and Horizontal-Vertical Deep Research (KKKKhazix/khazix-skills, 21k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Synthesizer?
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.