Deep codebase exploration. Triggers: research, explore, investigate, understand, deep dive, current state.
Scanned 2/12/2026
Install via CLI
openskills install boshu2/agentops---
name: research
description: 'Deep codebase exploration. Triggers: research, explore, investigate, understand, deep dive, current state.'
dependencies:
- knowledge # optional - queries existing knowledge
- inject # optional - injects prior context
---
# Research Skill
> **Quick Ref:** Deep codebase exploration with multi-angle analysis. Output: `.agents/research/*.md`
**YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.**
**CLI dependencies:** ao (knowledge injection — optional). If ao is unavailable, skip prior knowledge search and proceed with direct codebase exploration.
## Execution Steps
Given `/research <topic>`:
### Step 1: Create Output Directory
```bash
mkdir -p .agents/research
```
### Step 2: Check Prior Art
**First, search and inject existing knowledge (if ao available):**
```bash
# Search knowledge base for relevant learnings, patterns, and prior research
ao search "<topic>" 2>/dev/null || echo "ao not available, skipping knowledge search"
# Inject relevant context into this session
ao inject "<topic>" 2>/dev/null || echo "ao not available, skipping knowledge injection"
```
**Review ao search results:** If ao returns relevant learnings or patterns, incorporate them into your research strategy. Look for:
- Prior research on this topic or related topics
- Known patterns or anti-patterns
- Lessons learned from similar investigations
**Search local research artifacts:**
```bash
ls -la .agents/research/ 2>/dev/null | grep -i "<topic>" || echo "No prior research found"
```
Also use Grep to search `.agents/` for related content. Check TEMPERED learnings:
```bash
ls -la .agents/learnings/ .agents/patterns/ 2>/dev/null | head -10
```
### Step 3: Launch Explore Agent
**YOU MUST USE THE TASK TOOL NOW.** Call it with these exact parameters:
```
Tool: Task
Parameters:
subagent_type: "Explore"
description: "Research: <topic>"
prompt: |
Thoroughly investigate: <topic>
Search strategy:
1. Glob for relevant files (*.md, *.py, *.ts, *.go, etc.)
2. Grep for keywords related to <topic>
3. Read key files and understand the architecture
4. Check docs/ and .agents/ for existing documentation
Return a detailed report with:
- Key files found (with paths)
- How the system works
- Important patterns or conventions
- Any issues or concerns
Cite specific file:line references for all claims.
```
### Step 4: Validate Research Quality (Optional)
**For thorough research, perform quality validation:**
#### 4a. Coverage Validation
Check: Did we look everywhere we should? Any unexplored areas?
- List directories/files explored
- Identify gaps in coverage
- Note areas that need deeper investigation
#### 4b. Depth Validation
Check: Do we UNDERSTAND the critical parts? HOW and WHY, not just WHAT?
- Rate depth (0-4) for each critical area
- Flag areas with shallow understanding
- Identify what needs more investigation
#### 4c. Gap Identification
Check: What DON'T we know that we SHOULD know?
- List critical gaps
- Prioritize what must be filled before proceeding
- Note what can be deferred
#### 4d. Assumption Challenge
Check: What assumptions are we building on? Are they verified?
- List assumptions made
- Flag high-risk unverified assumptions
- Note what needs verification
### Step 5: Synthesize Findings
After the Explore agent and validation swarm return, write findings to:
`.agents/research/YYYY-MM-DD-<topic-slug>.md`
Use this format:
```markdown
# Research: <Topic>
**Date:** YYYY-MM-DD
**Scope:** <what was investigated>
## Summary
<2-3 sentence overview>
## Key Files
| File | Purpose |
|------|---------|
| path/to/file.py | Description |
## Findings
<detailed findings with file:line citations>
## Recommendations
<next steps or actions>
```
### Step 6: Request Human Approval (Gate 1)
**USE AskUserQuestion tool:**
```
Tool: AskUserQuestion
Parameters:
questions:
- question: "Research complete. Approve to proceed to planning?"
header: "Gate 1"
options:
- label: "Approve"
description: "Research is sufficient, proceed to /plan"
- label: "Revise"
description: "Need deeper research on specific areas"
- label: "Abandon"
description: "Stop this line of investigation"
multiSelect: false
```
**Wait for approval before reporting completion.**
### Step 7: Report to User
Tell the user:
1. What you found
2. Where the research doc is saved
3. Gate 1 approval status
4. Next step: `/plan` to create implementation plan
## Key Rules
- **Actually dispatch the Explore agent** - don't just describe doing it
- **Scope searches** - use the topic to narrow file patterns
- **Cite evidence** - every claim needs `file:line`
- **Write output** - research must produce a `.agents/research/` artifact
## Thoroughness Levels
Include in your Explore agent prompt:
- "quick" - for simple questions
- "medium" - for feature exploration
- "very thorough" - for architecture/cross-cutting concerns
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