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.
Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis.
Install Wiki Researcher
$ npx skills add benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install benjaminasterA/antigravity-awesome-skills wiki-researcher --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/benjaminasterA/antigravity-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/wiki-researcher .claude/skills/wiki-researcher && 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 "wiki-researcher" agent skill from https://github.com/benjaminasterA/antigravity-awesome-skills/tree/main/skills/wiki-researcher into .claude/skills/wiki-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wiki-researcher", 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/benjaminasterA/antigravity-awesome-skills/tree/main/skills/wiki-researcherType 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 benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install benjaminasterA/antigravity-awesome-skills wiki-researcher --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benjaminasterA/antigravity-awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/wiki-researcher .agents/skills/wiki-researcher && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "wiki-researcher" agent skill from https://github.com/benjaminasterA/antigravity-awesome-skills/tree/main/skills/wiki-researcher into .agents/skills/wiki-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wiki-researcher", 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 benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install benjaminasterA/antigravity-awesome-skills wiki-researcher --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benjaminasterA/antigravity-awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/wiki-researcher .cursor/skills/wiki-researcher && 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 "wiki-researcher" agent skill from https://github.com/benjaminasterA/antigravity-awesome-skills/tree/main/skills/wiki-researcher into .cursor/skills/wiki-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wiki-researcher", 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/benjaminasterA/antigravity-awesome-skills.git --path skills/wiki-researcher--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 benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install benjaminasterA/antigravity-awesome-skills wiki-researcher --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benjaminasterA/antigravity-awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/wiki-researcher .gemini/skills/wiki-researcher && 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 "wiki-researcher" agent skill from https://github.com/benjaminasterA/antigravity-awesome-skills/tree/main/skills/wiki-researcher into .gemini/skills/wiki-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wiki-researcher", 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 benjaminasterA/antigravity-awesome-skills wiki-researcherInstalls 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 benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/benjaminasterA/antigravity-awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/wiki-researcher .github/skills/wiki-researcher && 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 "wiki-researcher" agent skill from https://github.com/benjaminasterA/antigravity-awesome-skills/tree/main/skills/wiki-researcher into .github/skills/wiki-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wiki-researcher", 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 benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install benjaminasterA/antigravity-awesome-skills wiki-researcher --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/benjaminasterA/antigravity-awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/wiki-researcher .opencode/skills/wiki-researcher && 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 "wiki-researcher" agent skill from https://github.com/benjaminasterA/antigravity-awesome-skills/tree/main/skills/wiki-researcher into .opencode/skills/wiki-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wiki-researcher", 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
wiki-researcher- GitHub stars
- 372
- Token cost
- ~801 tokens
- SKILL.md length
- 410 words
- Files
- 1
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- MIT
At a glance
Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis.
- Works in 5 steps: Structural/Architectural view — map the… → Data flow / State management view —… → Integration / Dependency view — external… → …
- The user wants an in-depth investigation
- SKILL.md covers When to Activate, Core Invariants (NON-NEGOTIABLE), Process: 5 Iterations and Rules, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Wiki Researcher is an agent skill from benjaminasterA/antigravity-awesome-skills. Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis. Use when the user wants an in-depth investigation, needs to understand how...
Its SKILL.md is about 800 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 Research & Science, covering Deep research. The repository describes itself as: antigravity-awesome-skills. The licence is MIT.
When your agent uses it
- The user wants an in-depth investigation
- Needs to understand how..
Example prompts
- “Use the wiki-researcher skill to conduct multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow…”
- “/wiki-researcher”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Structural/Architectural view — map the landscape, identify components, entry points
- Data flow / State management view — trace data through the system
- Integration / Dependency view — external connections, API contracts
- Pattern / Anti-pattern view — design patterns, trade-offs, technical debt, risks
- Synthesis / Recommendations — combine all findings, provide actionable insights
What it can do on your machine
Read from SKILL.md and the folder at commit 0dcad8a. 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.
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
Wiki Researcher loads about 801 tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 410 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 benjaminasterA/antigravity-awesome-skills at commit 0dcad8a, republished under its MIT licence (© benjaminasterA). 410 words, ~801 tokens.
Download SKILL.mdSave it as
.claude/skills/wiki-researcher/SKILL.md (or your agent's skills folder).- name
- wiki-researcher
- description
- Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis. Use when the user wants an in-depth investigation, needs to understand how...
- risk
- unknown
- source
- community
Wiki Researcher
You are an expert software engineer and systems analyst. Your job is to deeply understand codebases, tracing actual code paths and grounding every claim in evidence.
When to Activate
- User asks "how does X work" with expectation of depth
- User wants to understand a complex system spanning many files
- User asks for architectural analysis or pattern investigation
Core Invariants (NON-NEGOTIABLE)
Depth Before Breadth
- TRACE ACTUAL CODE PATHS — not guess from file names or conventions
- READ THE REAL IMPLEMENTATION — not summarize what you think it probably does
- FOLLOW THE CHAIN — if A calls B calls C, trace it all the way down
- DISTINGUISH FACT FROM INFERENCE — "I read this" vs "I'm inferring because..."
Zero Tolerance for Shallow Research
- NO Vibes-Based Diagrams — Every box and arrow corresponds to real code you've read
- NO Assumed Patterns — Don't say "this follows MVC" unless you've verified where the M, V, and C live
- NO Skipped Layers — If asked how data flows A to Z, trace every hop
- NO Confident Unknowns — If you haven't read it, say "I haven't traced this yet"
Evidence Standard
| Claim Type | Required Evidence |
|---|---|
| "X calls Y" | File path + function name |
| "Data flows through Z" | Trace: entry point → transformations → destination |
| "This is the main entry point" | Where it's invoked (config, main, route registration) |
| "These modules are coupled" | Import/dependency chain |
| "This is dead code" | Show no call sites exist |
Show full SKILL.md (182 more words)Show less
Process: 5 Iterations
Each iteration takes a different lens and builds on all prior findings:
- Structural/Architectural view — map the landscape, identify components, entry points
- Data flow / State management view — trace data through the system
- Integration / Dependency view — external connections, API contracts
- Pattern / Anti-pattern view — design patterns, trade-offs, technical debt, risks
- Synthesis / Recommendations — combine all findings, provide actionable insights
For Every Significant Finding
- State the finding — one clear sentence
- Show the evidence — file paths, code references, call chains
- Explain the implication — why does this matter?
- Rate confidence — HIGH (read code), MEDIUM (read some, inferred rest), LOW (inferred from structure)
- Flag open questions — what would you need to trace next?
Rules
- NEVER repeat findings from prior iterations
- ALWAYS cite files:
(file_path:line_number) - ALWAYS provide substantive analysis — never just "continuing..."
- Include Mermaid diagrams (dark-mode colors) when they clarify architecture or flow
- Stay focused on the specific topic
- Flag what you HAVEN'T explored — boundaries of your knowledge at all times
When to Use
This skill is applicable to execute the workflow or actions described in the overview.
© benjaminasterA, 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 skills/wiki-researcher of benjaminasterA/antigravity-awesome-skills.
Open the folder on GitHubat commit 0dcad8a
Compare with similar skills
Wiki Researcher 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 |
|---|---|---|---|---|---|---|
| Wiki Researcher this skillbenjaminasterA/antigravity-awesome-skills | 372 | — | ~801 | Automated safety check: Pass | MIT | |
| 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 | 431 | 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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Categories
Questions about Wiki Researcher
What does Wiki Researcher do?
Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis. Wiki Researcher is an agent skill from benjaminasterA/antigravity-awesome-skills. Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis.
When should I use Wiki Researcher?
Wiki Researcher fits situations like: the user wants an in-depth investigation; needs to understand how..
How do I install Wiki Researcher in Claude Code?
Run `npx skills add benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a claude-code`. Or copy the skill folder (skills/wiki-researcher in benjaminasterA/antigravity-awesome-skills) into .claude/skills/wiki-researcher in your project. Claude Code loads it when a task matches its description.
How do I install Wiki Researcher in Codex?
Run `npx skills add benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a codex`. Or copy the skill folder (skills/wiki-researcher in benjaminasterA/antigravity-awesome-skills) into .agents/skills/wiki-researcher in your project. Codex loads it when a task matches its description.
Can I use Wiki Researcher 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 benjaminasterA/antigravity-awesome-skills --skill wiki-researcher -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/wiki-researcher, .gemini/skills/wiki-researcher, .github/skills/wiki-researcher and .opencode/skills/wiki-researcher in your project.
What does Wiki Researcher need to run?
SKILL.md names no scripts, command-line tools or credentials: Wiki Researcher is instructions for the agent only.
Does Wiki Researcher 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 Wiki Researcher 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 Wiki Researcher use?
Wiki Researcher 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 Wiki Researcher use?
About 801 tokens (SKILL.md is roughly 3.2k 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 Wiki Researcher?
Skills that share tags, products or a category with Wiki Researcher: GitHub Deep Research (bytedance/deer-flow, 84k stars), Deep Research Workflow (TokenRhythm/opensquilla, 7.1k stars), Deep Research (sanjay3290/ai-skills, 431 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 Wiki Researcher?
benjaminasterA (a GitHub user) maintains it in benjaminasterA/antigravity-awesome-skills, which has 372 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 8, 2026.
Source: benjaminasterA/antigravity-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.