/research
Claude-orchestrated deep research — Antigravity (agy/Gemini) does the grounded web legwork; Claude plans, verifies the citations, and synthesizes.
> /plugin marketplace add yuting0624/antigravity-for-claude-code > /plugin install antigravity@antigravity-for-claude-code
How it fires
How this command gets triggered: by you, by Claude, or both.
- Fires itselfClaude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
- Slash command
/research
Context preview
What this command does when you run it.
Claude-orchestrated deep research — Antigravity (agy/Gemini) does the grounded web legwork; Claude plans, verifies the citations, and synthesizes.
Command definition
research.mddescription: Claude-orchestrated deep research — Antigravity (agy/Gemini) does the grounded web legwork; Claude plans, verifies the citations, and synthesizes.
argument-hint: "<what to research>"
Run a multi-source research pass on the topic below, following the `antigravity` skill's **Deep-research recipe** and **Verification gates**. Antigravity (`agy` / Gemini) is the cheap, grounded search worker; **you (Claude) own the plan, the verification, and the synthesis**. agy's print-mode citations are coarse (often domain-level) and it can present parametric "knowledge" as a sourced fact — so never ship its citations unchecked.
Topic: $ARGUMENTS
If the topic is empty, ask the user what to research (AskUserQuestion) before starting.
Do this: 1. **Plan (you).** Break the topic into 3–6 sub-questions and list the load-bearing claims that must be verified. You own scope and final synthesis. 2. **Fan-out fetch (agy, cheap, one call per sub-question).** Web search — and, since agy 1.1.28, any URL read — needs `--yolo` (or a `read_url(<target>)` allow-rule) in headless mode; force compact output so bulky pages stay on Gemini's side, not yours: `agy-delegate --tier flash --yolo "Web-search <sub-question>. Return 5–8 bullet findings, each with the exact source URL and publication date. Output ONLY findings + URLs + dates."` 3. **Deepen on each load-bearing claim (agy).** Name the URL and have agy quote the supporting sentence(s), turning domain-level citations into verifiable quotes: `agy-delegate --tier pro --yolo "Open <URL> and quote the exact sentence(s) supporting: '<claim>'. If the page does not support it, reply NOT SUPPORTED."` 4. **Adversarially verify (you).** Corroborate each key claim across ≥2 independent domains; treat any single / vague / domain-only citation as unverified; sanity-check dates; watch for Gemini parametric knowledge posing as a sourced fact. 5. **Synthesize (you).** Write a cited report from verified findings only; explicitly mark anything uncorroborated as "unverified".
Keep your own context lean — ingest agy's bullet digests, not the raw pages (that's where the cost savings come from). `--print` does one agentic pass per call, so re-dispatch follow-up agy calls to close gaps rather than expecting it to auto-iterate. In an interactive session a long fetch can be backgrounded with `agy-job`; when **you** are headless (`claude -p`), delegate synchronously.
Read more
description: Claude-orchestrated deep research — Antigravity (agy/Gemini) does the grounded web legwork; Claude plans, verifies the citations, and synthesizes. argument-hint: "<what to research>"
Run a multi-source research pass on the topic below, following the `antigravity` skill's **Deep-research recipe** and **Verification gates**. Antigravity (`agy` / Gemini) is the cheap, grounded search worker; **you (Claude) own the plan, the verification, and the synthesis**. agy's print-mode citations are coarse (often domain-level) and it can present parametric "knowledge" as a sourced fact — so never ship its citations unchecked.
Topic: $ARGUMENTS
If the topic is empty, ask the user what to research (AskUserQuestion) before starting.
Do this: 1. **Plan (you).** Break the topic into 3–6 sub-questions and list the load-bearing claims that must be verified. You own scope and final synthesis. 2. **Fan-out fetch (agy, cheap, one call per sub-question).** Web search — and, since agy 1.1.28, any URL read — needs `--yolo` (or a `read_url(<target>)` allow-rule) in headless mode; force compact output so bulky pages stay on Gemini's side, not yours: `agy-delegate --tier flash --yolo "Web-search <sub-question>. Return 5–8 bullet findings, each with the exact source URL and publication date. Output ONLY findings + URLs + dates."` 3. **Deepen on each load-bearing claim (agy).** Name the URL and have agy quote the supporting sentence(s), turning domain-level citations into verifiable quotes: `agy-delegate --tier pro --yolo "Open <URL> and quote the exact sentence(s) supporting: '<claim>'. If the page does not support it, reply NOT SUPPORTED."` 4. **Adversarially verify (you).** Corroborate each key claim across ≥2 independent domains; treat any single / vague / domain-only citation as unverified; sanity-check dates; watch for Gemini parametric knowledge posing as a sourced fact. 5. **Synthesize (you).** Write a cited report from verified findings only; explicitly mark anything uncorroborated as "unverified".
Keep your own context lean — ingest agy's bullet digests, not the raw pages (that's where the cost savings come from). `--print` does one agentic pass per call, so re-dispatch follow-up agy calls to close gaps rather than expecting it to auto-iterate. In an interactive session a long fetch can be backgrounded with `agy-job`; when **you** are headless (`claude -p`), delegate synchronously.
Run the Antigravity CLI (Gemini) as a collaborating sub-agent, right inside Claude Code. Claude conducts the judgement; Gemini does the heavy lifting — intelligent model routing across the SDLC.
Other commands on antigravity.
cloud-run-debug
Diagnose a failing Cloud Run service — Antigravity (agy/Gemini) digests the error logs cheaply, Claude infers the root cause and proposes a fix. Read-only by…
delegate
Delegate a well-scoped subtask to Antigravity (agy/Gemini) under cost discipline, then verify.
media
Understand an audio / video / image file — Antigravity (agy/Gemini) transcribes and analyzes it, returning a timestamped digest while the full transcript goes…
migrate
Migrate an existing Claude Code setup (skills, memory, CLAUDE.md, MCP, plugins, permissions) to the Antigravity CLI.
result
Fetch the output of a finished background Antigravity (agy) job, then verify it.

