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Skills/boshu2/agentops/trace
trace logo

trace

boshu2/agentops
842 installs392 stars
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Installation

npx skills add https://github.com/boshu2/agentops --skill trace

Summary

Trace decisions through artifacts.

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 $curate --mode=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 `$curate --mode=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:

  1. Concept traced successfully
  2. Timeline of evolution (key dates)
  3. Most significant decisions
  4. Location of trace report
  5. 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 Artifact Provenance

SkillPurposeInputOutput
$curate --mode=provenanceArtifact lineageFile pathTier/promotion history
/traceDesign decisionsConcept/keywordTimeline of evolution

Use $curate --mode=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:

  1. Agent classifies target as concept (not file path or git ref)
  2. Agent launches 4 parallel agents: CASS search, handoff search, git log search, research artifact search
  3. CASS finds 8 sessions mentioning "agent team", handoff finds 2 docs, git finds 3 commits, research finds 1 analysis
  4. Agent builds chronological timeline from 2026-01-15 (first mention) to 2026-02-08 (latest update)
  5. Agent extracts 5 key decisions: initial SendMessage design, TeamCreate addition, deliberation protocol, in-process mode, delegate mode
  6. Agent writes trace report to .agents/research/2026-02-13-trace-agent-team-protocol.md with 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:

  1. Agent detects git ref format (short sha)
  2. Agent runs git-based tracing commands to get commit details, changed files, related commits
  3. Agent uses git log --grep to find related work
  4. Agent searches .agents/ for contemporary research/plans
  5. Agent builds timeline focused on that specific change
  6. 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

ProblemCauseSolution
CASS returns no resultsSession search not installed or query too specificCheck which cass. If missing, skip CASS and rely on handoffs/git/research. Try broader query terms.
Timeline has gapsNot all decisions documented in searchable artifactsNote 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 termRead 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 typoVerify spelling. Try synonyms. Report to user: "No documented history found. This may be a new concept or may need different search terms."

Reference Documents

  • references/trace.feature — Executable spec: target-type routing, parallel multi-source search, cited chronological timeline, key-decision extraction, report + graceful gaps (soc-qk4b)
  • references/discovery-patterns.md — Search-agent definitions and git-based tracing commands
  • references/report-template.md — Trace report format and deduplication rules
  • references/edge-cases.md — Empty/ambiguous source handling

Score

0–100
55/ 100

Grade

C

Popularity15/30

842 installs — growing adoption.

Completeness19/30

Documented: full SKILL.md body, one-line install. Missing: description, category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Trace skill score badge previewScore badge

Markdown

[![Trace skill](https://www.remoteopenclaw.com/skills/boshu2/agentops/trace/badges/score.svg)](https://www.remoteopenclaw.com/skills/boshu2/agentops/trace)

HTML

<a href="https://www.remoteopenclaw.com/skills/boshu2/agentops/trace"><img src="https://www.remoteopenclaw.com/skills/boshu2/agentops/trace/badges/score.svg" alt="Trace skill"/></a>

Trace FAQ

How do I install the Trace skill?

Run “npx skills add https://github.com/boshu2/agentops --skill trace” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Trace skill do?

Trace decisions through artifacts. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Trace skill free?

Yes. Trace is a free, open-source skill published from boshu2/agentops. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Trace work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Trace works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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