Agentops research
Deep codebase exploration. Triggers: research, explore, investigate, understand, deep dive, current state.
git clone https://github.com/boshu2/agentops
T=$(mktemp -d) && git clone --depth=1 https://github.com/boshu2/agentops "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills-codex/research" ~/.claude/skills/boshu2-agentops-research && rm -rf "$T"
skills-codex/research/SKILL.mdResearch 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.
Flags
| Flag | Default | Description |
|---|---|---|
| off | Skip human approval gate. Used by for fully autonomous lifecycle. |
Codex Lifecycle Guard
When this skill runs in Codex hookless mode (
CODEX_THREAD_ID is set or
CODEX_INTERNAL_ORIGINATOR_OVERRIDE is Codex Desktop), ensure startup context
before the research workflow:
ao codex ensure-start 2>/dev/null || true
ao codex ensure-start is the single startup guard for Codex skills. It records
startup once per thread and skips duplicate startup automatically. Leave
ao codex ensure-stop to closeout skills; $research is a start-path skill.
Execution Steps
Given
$research <topic> [--auto]:
Step 1: Create Output Directory
mkdir -p .agents/research
Step 2: Check Prior Art
First, search and inject existing knowledge (if ao available):
# Pull relevant prior knowledge for this topic ao lookup --query "<topic>" --limit 5 2>/dev/null || \ ao search "<topic>" 2>/dev/null || \ echo "ao not available, skipping knowledge search"
Apply retrieved knowledge (mandatory when results returned):
If ao returns relevant learnings or patterns, do NOT just load them as passive context. For each returned item:
- Check: does this learning apply to the current research topic? (answer yes/no)
- If yes: note how it shapes your research direction — what questions does it answer? what areas does it warn about?
- Cross-reference prior findings against new discoveries in your research output
- Cite applicable learnings by filename in the research document's Findings section
After applying, record each citation:
ao metrics cite "<learning-path>" --type applied 2>/dev/null || true
Also look for:
- Prior research on this topic or related topics
- Known patterns or anti-patterns
- Lessons learned from similar investigations
Search ALL local knowledge locations by content (not just filename):
Use Grep to search every knowledge directory for the topic. This catches learnings from
$retro, brainstorms, and plans — not just research artifacts.
# Search all knowledge locations by content for dir in research learnings knowledge patterns retros plans brainstorm; do grep -r -l -i "<topic>" .agents/${dir}/ 2>/dev/null done # Search global patterns (cross-repo knowledge) grep -r -l -i "<topic>" ~/.codex/patterns/ 2>/dev/null
If matches are found, read the relevant files before proceeding to exploration. Prior knowledge prevents redundant investigation.
Step 2.5: Pre-Flight — Detect Spawn Backend
Before launching the explore agent, detect which backend is available:
- Check if
is available → logspawn_agent"Backend: codex-sub-agents" - Else if the runtime only exposes read-only skill loading, follow the research contract inline and do not rely on a separate sub-agent API
- Else if background task spawning is available, log
"Backend: background-task-fallback" - Else → log
"Backend: inline (no spawn available)"
Record the selected backend — it will be included in the research output document for traceability.
Read the matching backend reference for concrete tool call examples:
- Codex →
references/backend-codex-subagents.md - Codex sub-agents →
references/backend-codex-subagents.md - Background Tasks →
references/backend-background-tasks.md - Inline →
references/backend-inline.md
Effort and Session Hints
- Set effort to
for explore agents — research is breadth-first scanning, not deep reasoning.low - Use
to scope research to a specific PR's changed files when investigating PR-related topics.--from-pr <url>
Step 3: Launch Explore Agent
YOU MUST DISPATCH AN EXPLORATION AGENT NOW. Select the backend using capability detection:
Backend Selection (MANDATORY)
- If
is available → Codex sub-agentspawn_agent - Else if the runtime only exposes read-only skill loading → perform the same exploration inline in this session
- Else → Background task fallback
Exploration Prompt (all backends)
Use this prompt for whichever backend is selected:
Thoroughly investigate: <topic> Discovery tiers (execute in order, skip if source unavailable): Tier 1 — Code-Map (fastest, authoritative): Read docs/code-map/README.md → find <topic> category Read docs/code-map/{feature}.md → get exact paths and function names Skip if: no docs/code-map/ directory Tier 2 — Semantic Search (conceptual matches): mcp__smart-connections-work__lookup query="<topic>" limit=10 Skip if: MCP not connected Tier 2.5 — Git History (recent changes and decision context): git log --oneline -30 -- <topic-related-paths> # scoped to relevant paths, cap 30 lines git log --all --oneline --grep="<topic>" -10 # cap 10 matches git blame <key-file> | grep -i "<topic>" | head -20 # cap 20 lines Skip if: not a git repo, no relevant history, or <topic> too broad (>100 matches) NEVER: git log on full repo without -- path filter (same principle as Tier 3 scoping) NOTE: This is git commit history, not session history. For session/handoff history, use $trace. Tier 3 — Scoped Search (keyword precision): Grep("<topic>", path="<specific-dir>/") # ALWAYS scope to a directory Glob("<specific-dir>/**/*.py") # ALWAYS scope to a directory NEVER: Grep("<topic>") or Glob("**/*.py") on full repo — causes context overload Tier 4 — Source Code (verify from signposts): Read files identified by Tiers 1-3 (including git history leads from Tier 2.5) Use function/class names, not line numbers Tier 5 — Prior Knowledge (may be stale): Search ALL .agents/ knowledge dirs by content: for dir in research learnings knowledge patterns retros plans brainstorm; do grep -r -l -i "<topic>" .agents/${dir}/ 2>/dev/null done Read matched files. Cross-check findings against current source. Tier 6 — External Docs (last resort): WebSearch for external APIs or standards Only when Tiers 1-5 are insufficient 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.
Spawn Research Agents
If your runtime supports spawning parallel subagents, spawn one or more research agents with the exploration prompt. Each agent explores independently and writes findings to
.agents/research/.
If no multi-agent capability is available, perform the exploration inline in the current session using file reading, grep, and glob tools directly.
Step 4: Validate Research Quality (mandatory in auto mode)
For thorough research, perform quality validation:
Auto mode enforcement: When
--auto is set, quality validation is mandatory. If depth rating < 2 for any critical area (Step 4b), emit WARN and log to .agents/research/quality-warning.md. In interactive mode, this step remains optional.
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:
--- id: research-YYYY-MM-DD-<topic-slug> type: research date: YYYY-MM-DD --- # Research: <Topic> **Backend:** <codex-sub-agents | background-task-fallback | inline> **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)
Skip this step if
flag is set. In auto mode, proceed directly to Step 7.--auto
Ask the user directly:
Research complete. Approve to proceed to planning?
Options:
- Approve — Research is sufficient, proceed to
$plan- Revise — Need deeper research on specific areas
- Abandon — Stop this line of investigation
Wait for approval before reporting completion.
Step 7: Report to User
Tell the user:
- What you found
- Where the research doc is saved
- Gate 1 approval status
- Next step:
to create implementation plan$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
artifact.agents/research/
Thoroughness Levels
Include in your Explore agent prompt:
- "quick" - for simple questions
- "medium" - for feature exploration
- "very thorough" - for architecture/cross-cutting concerns
Examples
Investigate Authentication System
User says:
$research "authentication system"
What happens:
- Agent searches knowledge base for prior auth research
- Explore agent investigates via Code-Map, Grep, and file reading
- Findings synthesized with file:line citations
- Output written to
.agents/research/2026-02-13-authentication-system.md
Result: Detailed report identifying auth middleware location, session handling, and token validation patterns.
Quick Exploration of Cache Layer
User says:
$research "cache implementation"
What happens:
- Agent uses Glob to find cache-related files
- Explore agent reads key files and summarizes current state
- No prior research found, proceeds with fresh exploration
- Output written to
.agents/research/2026-02-13-cache-implementation.md
Result: Summary of cache strategy, TTL settings, and eviction policies with file references.
Deep Dive into Payment Flow
User says:
$research "payment processing flow"
What happens:
- Agent loads prior payment research from knowledge base
- Explore agent traces flow through multiple services
- Identifies integration points and error handling
- Output written with cross-service file citations
Result: End-to-end payment flow diagram with file paths and critical decision points.
Troubleshooting
| Problem | Cause | Solution |
|---|---|---|
| Research too shallow | Default exploration depth insufficient for the topic | Re-run with broader scope or specify additional search areas |
| Research output too large | Exploration covered too many tangential areas | Narrow the goal to a specific question rather than a broad topic |
| Missing file references | Codebase has changed since last exploration or files are in unexpected locations | Use Glob to verify file locations before citing them. Always use absolute paths |
| Auto mode skips important areas | Automated exploration prioritizes breadth over depth | Remove flag to enable human approval gate for guided exploration |
| Explore agent times out | Topic too broad for single exploration pass | Split into smaller focused topics (e.g., "auth flow" vs "entire auth system") |
Reference Documents
- references/iterative-retrieval.md
- references/deep-research-mcp.md
- references/backend-background-tasks.md
- references/backend-codex-subagents.md
- references/backend-inline.md
- references/context-discovery.md
- references/document-template.md
- references/failure-patterns.md
- references/ralph-loop-contract.md
- references/vibe-methodology.md
Local Resources
references/
- references/backend-background-tasks.md
- references/backend-codex-subagents.md
- references/backend-inline.md
- references/context-discovery.md
- references/document-template.md
- references/failure-patterns.md
- references/ralph-loop-contract.md
- references/vibe-methodology.md
scripts/
scripts/validate.mdscripts/validate.sh