Topic Map
Audit date: 2026-07-15
Cluster A: AI Coding Tool Comparison
| Topic | Search intent | Target page | Current status | Content gap | Internal links | Conversion goal | Priority |
|---|---|---|---|---|---|---|---|
| AI coding tools comparison | comparison query | getting-started/comparison-matrix.md |
strong | add more direct comparison derivatives | tool pages, developer/team landings | docs-site engagement | High |
| Best AI coding tools | high developer intent | getting-started/choosing-the-right-tool.md |
strong | more scenario-led summaries | comparison matrix, audience guides | tool-page clickthrough | High |
| Claude Code vs Codex | comparison query | new content gap | missing | direct head-to-head page | comparison matrix, Claude Code, Codex | GitHub and docs traffic | High |
| Cursor vs GitHub Copilot | comparison query | new content gap | missing | direct IDE comparison | comparison matrix, Cursor, Copilot | docs traffic | High |
| Terminal AI coding tools | long-tail opportunity | for-developers/README.md + tool pages |
partial | stronger terminal path summary | Claude Code, Codex, Aider | tool selection | Medium |
Cluster B: Repository Instruction Files
| Topic | Search intent | Target page | Current status | Content gap | Internal links | Conversion goal | Priority |
|---|---|---|---|---|---|---|---|
| AGENTS.md | how-to query | configs/agents-md.md |
strong | add stack-specific examples later | templates, workflows, developer landing | template usage | High |
| AGENTS.md template | template query | templates/AGENTS.md |
strong | Angular/Java examples later | configs page, team landing | fork and reuse | High |
| CLAUDE.md | how-to query | configs/claude-md.md |
strong | add more repo examples later | templates, Claude Code page | repo instruction adoption | High |
| Cursor rules | how-to query | configs/cursor-rules.md |
moderate | comparison to AGENTS.md | developer landing, template page | rule adoption | Medium |
| GitHub Copilot instructions | how-to query | configs/github-copilot-instructions.md |
moderate | more examples later | team landing, prompt policy | repo instruction adoption | Medium |
Cluster C: MCP
| Topic | Search intent | Target page | Current status | Content gap | Internal links | Conversion goal | Priority |
|---|---|---|---|---|---|---|---|
| What is MCP | high developer intent | mcp/overview.md |
strong | enrich with more examples later | GitHub MCP, approval policy | MCP overview engagement | High |
| Model Context Protocol | high strategic relevance | mcp/overview.md |
strong | more protocol-to-practice examples | platform/security landing | governance engagement | High |
| Best MCP servers for developers | comparison query | mcp/useful-mcp-servers.md |
strong | implementation spotlights later | category pages | MCP category exploration | High |
| GitHub MCP server | how-to + policy query | mcp/github-mcp.md |
strong | implementation verification later | MCP overview, approval policy | governance engagement | High |
| MCP security | policy query | governance/mcp-approval-policy.md |
strong | dedicated checklist article later | security landing, templates | team fork and policy reuse | High |
Cluster D: AI Engineering Workflows
| Topic | Search intent | Target page | Current status | Content gap | Internal links | Conversion goal | Priority |
|---|---|---|---|---|---|---|---|
| AI code review prompt | how-to query | workflows/code-review.md + prompts/review-prompts.md |
strong | direct comparison article later | prompt library, tool pages | workflow adoption | High |
| AI bug fixing workflow | how-to query | workflows/bug-fixing.md |
strong | more stack examples later | bug prompts, test generation | workflow engagement | High |
| AI test generation | how-to query | workflows/test-generation.md |
strong | QA-specific examples later | testing prompts, templates | developer engagement | High |
| AI Angular upgrade | long-tail opportunity | workflows/angular-workflows.md |
strong | stack-specific templates later | for-developers, migration prompts | Angular audience engagement | High |
| AI Spring debugging | long-tail opportunity | workflows/java-spring-workflows.md |
moderate | Java examples later | prompts, for-developers | backend audience engagement | Medium |
Cluster E: Team and Enterprise Adoption
| Topic | Search intent | Target page | Current status | Content gap | Internal links | Conversion goal | Priority |
|---|---|---|---|---|---|---|---|
| AI coding governance | policy query | for-engineering-leaders/README.md + governance pages |
strong | dedicated enterprise framework page later | team/leader landings | internal fork | High |
| Enterprise AI coding policy | policy query | governance pages | strong | broader policy hub page later | approved tools, prompt review | policy reuse | High |
| AI coding rollout plan | organizational intent | governance/team-rollout-guide.md |
strong | metrics supplement later | teams and leaders landings | rollout adoption | High |
| Approved AI developer tools | policy query | governance/approved-tools-policy.md |
strong | procurement support content later | tool evaluation template | governance usage | High |
| AI coding cost management | organizational intent | governance/cost-and-usage-management.md |
moderate | stronger benchmarking later | team landing, leader landing | organizational engagement | Medium |
Cluster F: Templates
| Topic | Search intent | Target page | Current status | Content gap | Internal links | Conversion goal | Priority |
|---|---|---|---|---|---|---|---|
| AI task brief template | template query | templates/ai-task-brief-template.md |
strong | more completed examples later | prompts, workflows | template reuse | High |
| AI code review checklist | template query | templates/pr-review-template.md |
strong | reviewer examples later | code review workflow | workflow adoption | Medium |
| AI coding security checklist | template query | templates/security-checklist-template.md |
strong | org-specific variations later | security landing, MCP policy | governance reuse | High |
| AI tool evaluation template | template query | templates/tool-evaluation-template.md |
strong | procurement example later | teams, leaders, governance | internal fork | High |
| MCP approval checklist | template query | governance/mcp-approval-policy.md + security checklist |
strong | dedicated checklist page later | MCP pages | policy reuse | High |