daax-dev / daax-dev/agentic-retrospective
Claude-native telemetry: configuration & asset utilization (ghost assets)
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- Dominant language
- TypeScript
- Stars
- 3
- Forks
- 2
- PR merge metrics
- No merged PRs in 30d
Description
Problem
Installed agents, skills, slash-commands, and MCP servers consume context budget on every prompt whether used or not. "Ghost assets" (loaded but never invoked) are silent recurring waste that token totals never reveal.
Capability
Cross-reference the configured/installed asset inventory against what actually fired during the sprint, and report utilization gaps.
Behaviour
- Inventory assets from
~/.claude/agents/,skills/,commands/, MCP servers insettings.json, projectCLAUDE.mdincludes. - Build the invocation set from attribution (which agents/skills/commands/MCP methods fired).
- Report ghost assets (installed, never invoked) and MCP loaded-vs-invoked coverage.
- Where estimable, attach recurring per-prompt token cost to prioritize pruning.
Acceptance criteria
- Installed-but-unused skill flagged; installed-and-used skill not flagged.
- MCP loaded-vs-invoked report lists configured-but-unused methods.
- Each ghost-asset finding cites the config source declaring it.
Dimension: Collaboration Efficiency. Tier 3. Depends on #36, #38. PRD: docs/prd/features/06-config-asset-utilization.md.
Contributor guide
No contributing guide indexed for this repository
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Read docs/prd/features/06-config-asset-utilization.md first, then inspect the inventories under ~/.claude/agents/, skills/, and commands/, MCP settings in settings.json, and project CLAUDE.md includes. Trace the attribution data for agents, skills, commands, and MCP methods. Done means unused installed assets and configured-but-unused MCP methods are reported with their config sources, while used assets are not flagged.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- typescript
- Domain
- devtools, observability
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Quiet
- Clarity
- Mostly clear
- Newbie friendliness
- 48/100