daax-dev / daax-dev/agentic-retrospective

Claude-native telemetry: configuration & asset utilization (ghost assets)

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enhancement
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 in settings.json, project CLAUDE.md includes.
  • 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

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. 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

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