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Use Cases

1. Solo consultant

Use this starter to standardize:

  • planning
  • review
  • test fixing
  • release notes

Useful commands:

  • /spec
  • /review
  • /fix-test
  • /pr-ready

2. Small product team

Use this starter to share:

  • repo memory in CLAUDE.md
  • common safety rules
  • a stable set of subagents
  • one or two MCP integrations

Good first MCP additions:

  • GitHub
  • errors
  • docs search
  • product analytics

Recommended bundle:

  • product-web

Matching MCP profile:

  • mcp/examples/product-web.json

Suggested reusable layer:

  • examples/frontend/CLAUDE.md
  • frontend-change-checklist
  • posttool-frontend-quality-context.mjs

3. Support and incident triage

Use this starter as a base for:

  • issue summarization
  • root-cause investigation
  • rollback checklists
  • PR-ready fixes

Best extensions:

  • ticketing MCP
  • logging or error tracking MCP
  • runbook docs

4. Internal platform team

Use this starter to package organization-wide defaults:

  • safer permissions
  • release checklists
  • review style
  • repo onboarding

Then create stack-specific overlays on top.

Recommended bundle:

  • platform-api

5. Frontend team

Use this starter to standardize:

  • UI review prompts
  • accessibility-aware checks
  • component and state-change summaries
  • safer design handoff workflows

Best extension:

  • the frontend variant

Recommended bundle:

  • product-web

Matching MCP profile:

  • mcp/examples/product-web.json

Suggested reusable layer:

  • examples/frontend/CLAUDE.md
  • frontend-change-checklist
  • posttool-frontend-quality-context.mjs

6. Data team

Use this starter to standardize:

  • query and pipeline review
  • schema-change summaries
  • metric-impact checks
  • rollout notes for data consumers

Best extension:

  • the data variant

Recommended bundle:

  • data-python

Matching MCP profile:

  • mcp/examples/data-warehouse.json

7. Shared engineering enablement repo

Use this starter as a public or internal baseline when you want one place to maintain:

  • common agent roles
  • cross-repo review habits
  • starter MCP examples
  • stack-specific overlays for different teams

Best extensions:

  • backend for service repos
  • frontend for UI repos
  • data for analytics or warehouse repos

8. Security-sensitive service

Use this starter to standardize:

  • security review language
  • threat-model style analysis
  • safer auth and secret-handling checks
  • release notes that call out residual risk

Best extensions:

  • the security variant
  • GitHub and docs MCP
  • error tracking MCP for incident review

Recommended bundle:

  • python-service or platform-api

9. Release engineering or delivery team

Use this starter to standardize:

  • release-readiness reviews
  • rollout and rollback notes
  • migration and feature-flag coordination
  • post-release monitoring expectations

Best extensions:

  • the release-engineering variant
  • GitHub, docs, errors, and deploy control MCP

Recommended bundles:

  • platform-api
  • client-delivery

10. New team member onboarding

Use this starter to standardize:

  • first-week repo orientation
  • shared command discovery
  • quick access to docs, tickets, and pull requests
  • a safe baseline before broader tool permissions are added

Best extensions:

  • mcp/examples/team-onboarding.json
  • /check-setup
  • /review

11. Internal admin tool or operator console

Use this starter to standardize:

  • security-aware UI review
  • auth and permission-sensitive release checks
  • safer rollout notes for internal operators
  • common MCP access for code, docs, and release coordination

Recommended bundle:

  • admin-console

Matching MCP profile:

  • mcp/examples/internal-admin.json

Suggested reusable layer:

  • examples/internal-tooling/CLAUDE.md
  • internal-tooling-checklist
  • posttool-internal-tooling-context.mjs