- Rewrite SKILL.md with inline instructions to spawn g3 --agent scout directly - Extend read_file to handle embedded skill paths (<embedded:name>/SKILL.md) - Remove scripts field from EmbeddedSkill struct (no longer needed) - Delete extraction.rs module (was only for script extraction) - Delete g3-research bash script - Remove obsolete Async Research Tool section from workspace memory Skills are now fully portable - they work when g3 is installed as a binary without access to source files. Agents can read embedded skill content via read_file with the special <embedded:...> path syntax.
4.9 KiB
4.9 KiB
name, description, license, compatibility, metadata
| name | description | license | compatibility | metadata | ||||
|---|---|---|---|---|---|---|---|---|
| research | Perform web-based research on any topic and return a structured research brief. Spawns a scout agent in the background that uses browser automation to gather information. | Apache-2.0 | Requires g3 binary in PATH. WebDriver (Safari or Chrome) recommended for best results. |
|
Research Skill
Perform asynchronous web research without blocking your current work. Research runs in the background and results are saved to disk.
Quick Start
# 1. Create research directory and status file
RESEARCH_ID="research_$(date +%s)_$(head -c 3 /dev/urandom | xxd -p)"
mkdir -p ".g3/research/$RESEARCH_ID"
echo '{"id":"'$RESEARCH_ID'","status":"running","query":"YOUR QUERY"}' > ".g3/research/$RESEARCH_ID/status.json"
# 2. Start research in background
background_process("research-topic", "g3 --agent scout --new-session --quiet 'Your research question' > .g3/research/$RESEARCH_ID/report.md 2>&1 && sed -i '' 's/running/complete/' .g3/research/$RESEARCH_ID/status.json || sed -i '' 's/running/failed/' .g3/research/$RESEARCH_ID/status.json")
# 3. Check status
cat .g3/research/$RESEARCH_ID/status.json
# 4. Read report when complete
read_file(".g3/research/$RESEARCH_ID/report.md")
Step-by-Step Instructions
1. Generate a Unique Research ID
Use shell to create a unique ID and directory:
shell("RESEARCH_ID=\"research_$(date +%s)_$(head -c 3 /dev/urandom | xxd -p)\" && mkdir -p \".g3/research/$RESEARCH_ID\" && echo $RESEARCH_ID")
Save the returned ID for later use.
2. Write Initial Status File
shell("echo '{\"id\":\"<RESEARCH_ID>\",\"status\":\"running\",\"query\":\"<YOUR_QUERY>\",\"started_at\":\"'$(date -u +%Y-%m-%dT%H:%M:%SZ)'\"}' > .g3/research/<RESEARCH_ID>/status.json")
3. Start the Scout Agent
Use background_process to run the scout agent (NEVER use blocking shell):
background_process("research-<topic>", "g3 --agent scout --new-session --quiet '<Your detailed research question>' > .g3/research/<RESEARCH_ID>/report.md 2>&1; if [ $? -eq 0 ]; then sed -i '' 's/running/complete/' .g3/research/<RESEARCH_ID>/status.json; else sed -i '' 's/running/failed/' .g3/research/<RESEARCH_ID>/status.json; fi")
Important flags:
--agent scout- Uses the scout agent optimized for web research--new-session- Starts a fresh session--quiet- Reduces UI noise in output
4. Check Research Status
shell("cat .g3/research/<RESEARCH_ID>/status.json")
Status values:
running- Research in progresscomplete- Report ready to readfailed- Error occurred
5. Read the Report
Once status is complete:
read_file(".g3/research/<RESEARCH_ID>/report.md")
Directory Structure
.g3/research/
└── research_1738700000_a1b2c3/
├── status.json # Machine-readable status
└── report.md # The research brief (when complete)
Example: Complete Workflow
# Step 1: Create research task
shell("RESEARCH_ID=\"research_$(date +%s)_$(head -c 3 /dev/urandom | xxd -p)\" && mkdir -p \".g3/research/$RESEARCH_ID\" && echo '{\"id\":\"'$RESEARCH_ID'\",\"status\":\"running\",\"query\":\"Rust async runtimes comparison\"}' > \".g3/research/$RESEARCH_ID/status.json\" && echo $RESEARCH_ID")
# Returns: research_1738700000_a1b2c3
# Step 2: Start scout in background
background_process("research-rust-async", "g3 --agent scout --new-session --quiet 'Compare Tokio vs async-std vs smol for Rust async runtimes. Include performance, ecosystem, and ease of use.' > .g3/research/research_1738700000_a1b2c3/report.md 2>&1; [ $? -eq 0 ] && sed -i '' 's/running/complete/' .g3/research/research_1738700000_a1b2c3/status.json || sed -i '' 's/running/failed/' .g3/research/research_1738700000_a1b2c3/status.json")
# Step 3: Continue other work...
shell("cargo check")
# Step 4: Check if done
shell("cat .g3/research/research_1738700000_a1b2c3/status.json")
# Step 5: Read report
read_file(".g3/research/research_1738700000_a1b2c3/report.md")
Listing All Research Tasks
shell("for f in .g3/research/*/status.json; do cat \"$f\" 2>/dev/null; echo; done")
Best Practices
- Always use
background_process- Never run research with blockingshell - Be specific - Narrow queries get better results faster
- Read selectively - Only load reports into context when you need them
- Check status first - Don't try to read reports that aren't complete yet
Troubleshooting
Research takes too long
- Try a more specific query
- Complex topics may take 1-2 minutes
WebDriver not available
- Research will still work but may have limited web access
- The scout agent will fall back to shell-based methods
Report is empty or failed
- Check status.json for the status
- Look at the report.md file for any error output
- The query may be too broad or the topic too obscure