Agent skill
trace
Trace design decisions and concepts through session history, handoffs, and git. Triggers: "trace decision", "how did we decide", "where did this come from", "design provenance", "decision history".
Install this agent skill to your Project
npx add-skill https://github.com/boshu2/agentops/tree/main/skills/trace
Metadata
Additional technical details for this skill
- tier
- knowledge
- dependencies
-
[ "provenance" ]
SKILL.md
Trace Skill
Quick Ref: Trace design decisions through CASS sessions, handoffs, git, and artifacts. Output:
.agents/research/YYYY-MM-DD-trace-*.md
YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.
When to Use
- Trace HOW architectural decisions evolved
- Find WHEN a concept was introduced
- Understand WHY something was designed a certain way
- Build provenance chain for design decisions
For knowledge artifact lineage (learnings, patterns, tiers), use /provenance instead.
CLI dependencies: cass (session search). If cass is unavailable, skip transcript search and rely on git log, handoff docs, and .agents/ artifacts for decision tracing.
Execution Steps
Given /trace <concept>:
Step 1: Classify Target Type
Determine what kind of provenance to trace:
IF target is a file path (contains "/" or "."):
→ Use /provenance (artifact lineage)
IF target is a git ref (sha, branch, tag):
→ Use git-based tracing (Step 2b)
ELSE (keyword/concept):
→ Use design decision tracing (Step 2a)
Step 2a: Design Decision Tracing (Concepts)
Launch 4 parallel search agents (CASS, Handoff, Git, Research) and wait for all to complete.
Backend: Agents use Task(subagent_type="Explore") which maps to task(subagent_type="explore") in OpenCode. See skills/shared/SKILL.md ("Runtime-Native Spawn Backend Selection") for the shared contract.
Read references/discovery-patterns.md for agent definitions and prompts.
Step 2b: Git-Based Tracing (Commits/Refs)
Read references/discovery-patterns.md for git-based tracing commands.
Step 3: Build Timeline
Merge results from all sources into a single chronological timeline (oldest first). Deduplicate same-day/same-session events. Every claim needs a source citation.
Step 4: Extract Key Decisions
For each event in timeline, identify:
- What changed: The decision or evolution
- Why: Reasoning if available
- Who: Session/author/commit author
- Evidence: Link to source (session path, file, commit)
Step 5: Write Trace Report
Write to: .agents/research/YYYY-MM-DD-trace-<concept-slug>.md
Read references/report-template.md for the full report format and deduplication rules.
Step 6: Report to User
Tell the user:
- Concept traced successfully
- Timeline of evolution (key dates)
- Most significant decisions
- Location of trace report
- Related concepts to explore
Handling Edge Cases
Read references/edge-cases.md for handling: no CASS results, no handoffs, ambiguous concepts (>20 results), and all-sources-empty scenarios. General principle: continue with remaining sources and note gaps in the report.
Key Rules
- Search ALL sources - CASS, handoffs, git, research
- Build timeline - chronological evolution is the goal
- Cite evidence - every claim needs a source
- Handle gaps gracefully - not all concepts are in all sources
- Write report - trace must produce
.agents/research/artifact
Relationship to /provenance
| Skill | Purpose | Input | Output |
|---|---|---|---|
/provenance |
Artifact lineage | File path | Tier/promotion history |
/trace |
Design decisions | Concept/keyword | Timeline of evolution |
Use /provenance for: "Where did this learning come from?"
Use /trace for: "How did we decide on this architecture?"
Examples
# Trace a design decision
/trace "three-level architecture"
# Trace a role/concept
/trace "Chiron"
# Trace a pattern
/trace "brownian ratchet"
# Trace a feature
/trace "parallel wave execution"
Tracing an Architectural Decision
User says: /trace "agent team protocol"
What happens:
- Agent classifies target as concept (not file path or git ref)
- Agent launches 4 parallel agents: CASS search, handoff search, git log search, research artifact search
- CASS finds 8 sessions mentioning "agent team", handoff finds 2 docs, git finds 3 commits, research finds 1 analysis
- Agent builds chronological timeline from 2026-01-15 (first mention) to 2026-02-08 (latest update)
- Agent extracts 5 key decisions: initial SendMessage design, TeamCreate addition, deliberation protocol, in-process mode, delegate mode
- Agent writes trace report to
.agents/research/2026-02-13-trace-agent-team-protocol.mdwith full timeline and citations
Result: Complete evolution timeline showing how agent team protocol developed across 7 sessions with source citations.
Tracing from Git Commit
User says: /trace abc1234
What happens:
- Agent detects git ref format (short sha)
- Agent runs git-based tracing commands to get commit details, changed files, related commits
- Agent uses
git log --grepto find related work - Agent searches
.agents/for contemporary research/plans - Agent builds timeline focused on that specific change
- Agent writes report showing commit context, what changed, why (from commit message and related docs)
Result: Trace report links commit to broader design context from surrounding artifacts.
Troubleshooting
| Problem | Cause | Solution |
|---|---|---|
| CASS returns no results | Session search not installed or query too specific | Check which cass. If missing, skip CASS and rely on handoffs/git/research. Try broader query terms. |
| Timeline has gaps | Not all decisions documented in searchable artifacts | Note gaps in report. Suggest interviewing team members or checking Slack/email archives for missing context. |
| Too many results (>50 matches) | Very broad concept or high-frequency term | Read references/edge-cases.md for ambiguous concept handling. Narrow query or filter by date range. Ask user for more specific aspect to trace. |
| Empty trace report (all sources failed) | Concept genuinely undocumented or typo | Verify spelling. Try synonyms. Report to user: "No documented history found. This may be a new concept or may need different search terms." |
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