# ThumbGate SEO/GEO GSD Plan

Framework: GSD

## Capture

- Total keyword rows: 33
- thumbgate vs speclock | intent=comparison | pillar=comparison | score=100
- thumbgate vs mem0 | intent=comparison | pillar=comparison | score=100
- pre-action checks for ai coding agents | intent=commercial | pillar=pre-action-checks | score=83
- ai agent harness optimization | intent=commercial | pillar=pre-action-checks | score=83
- code knowledge graph guardrails | intent=commercial | pillar=pre-action-checks | score=83
- developer machine supply chain guardrails | intent=commercial | pillar=pre-action-checks | score=83
- prompt tricks to workflow rules | intent=informational | pillar=ai-agent-reliability | score=72
- semantic programmatic seo guardrails | intent=commercial | pillar=seo-governance | score=83
- proxy pointer rag guardrails | intent=commercial | pillar=document-rag-safety | score=83
- rag precision tuning guardrails | intent=commercial | pillar=document-rag-safety | score=83
- internal ai engineering stack guardrails | intent=commercial | pillar=pre-action-checks | score=83
- seo agent skills guardrails | intent=commercial | pillar=seo-governance | score=83
- thumbgate vs fallow | intent=comparison | pillar=comparison | score=100
- claude code masterclass guardrails | intent=commercial | pillar=pre-action-checks | score=89
- long running agent context management | intent=informational | pillar=pre-action-checks | score=75
- reasoning compression guardrails | intent=commercial | pillar=pre-action-checks | score=83
- background agent governance | intent=informational | pillar=ai-agent-reliability | score=72
- gpt-5.5 model evaluation | intent=informational | pillar=ai-agent-reliability | score=72
- browser automation safety | intent=informational | pillar=pre-action-checks | score=75
- native messaging host security | intent=informational | pillar=pre-action-checks | score=75
- ai search topical presence | intent=informational | pillar=ai-agent-reliability | score=72
- best tools to stop ai agents from breaking production | intent=informational | pillar=ai-agent-reliability | score=72
- relational knowledge ai recommendations | intent=informational | pillar=ai-agent-reliability | score=72
- thumbs up thumbs down feedback for ai coding agents | intent=commercial | pillar=feedback-loop | score=83
- claude code feedback memory | intent=commercial | pillar=feedback-loop | score=89
- ai coding agent guardrails | intent=commercial | pillar=pre-action-checks | score=83
- autoresearch agent safety | intent=commercial | pillar=pre-action-checks | score=83
- stop ai coding agents from repeating mistakes | intent=commercial | pillar=pre-action-checks | score=83
- cursor prevent repeated mistakes | intent=commercial | pillar=pre-action-checks | score=89
- claude code prevent repeated mistakes | intent=commercial | pillar=pre-action-checks | score=89
- codex cli guardrails | intent=commercial | pillar=pre-action-checks | score=89
- gemini cli feedback memory | intent=commercial | pillar=feedback-loop | score=89
- roo code alternative cline | intent=comparison | pillar=comparison | score=99

## Clarify

- Intents: comparison=4, commercial=20, informational=9
- Personas: tool-evaluator=4, engineering-lead=5, ai-engineer=10, growth-engineer=3, rag-engineer=2, claude-code-builder=3, platform-engineer=2, ai-research-engineer=1, cursor-builder=1, codex-builder=1, gemini-builder=1
- Page types: comparison=4, guide=23, integration=6
- Context governance: Technical, direct, proof-backed, and buyer-useful. ThumbGate is the enforcement layer, not generic AI content.

## Organize

- pre-action-checks: claude code masterclass guardrails (1328)
- ai-agent-reliability: prompt tricks to workflow rules (432)
- comparison: thumbgate vs speclock (399)
- feedback-loop: claude code feedback memory (261)

### Authority Map

- pre-action-checks: expand | score=100 | Publish semantic variants with proof-backed internal links.
- ai-agent-reliability: expand | score=100 | Publish semantic variants with proof-backed internal links.
- comparison: expand | score=100 | Publish semantic variants with proof-backed internal links.
- feedback-loop: expand | score=100 | Publish semantic variants with proof-backed internal links.
- seo-governance: expand | score=100 | Publish semantic variants with proof-backed internal links.
- document-rag-safety: expand | score=100 | Publish semantic variants with proof-backed internal links.

### Semantic Mesh

- /compare/speclock: healthy | links=/compare/mem0, /guides/pre-action-checks
- /compare/mem0: healthy | links=/compare/speclock, /guides/claude-code-feedback
- /compare/fallow: healthy | links=/guides/code-knowledge-graph-guardrails, /guides/agent-harness-optimization, /guides/pre-action-checks
- /guides/roo-code-alternative-cline: healthy | links=/guides/codex-cli-guardrails, /guides/stop-repeated-ai-agent-mistakes
- /guides/claude-code-skills-guardrails: healthy | links=/guides/claude-code-feedback, /guides/prompt-tricks-to-workflow-rules, /guides/pre-action-checks
- /guides/claude-code-feedback: healthy | links=/guides/pre-action-checks, /compare/mem0
- /guides/cursor-agent-guardrails: healthy | links=/guides/stop-repeated-ai-agent-mistakes, /guides/pre-action-checks
- /guides/codex-cli-guardrails: healthy | links=/guides/pre-action-checks, /compare/mem0

## Execute

### 1. ThumbGate vs SpecLock | Thumbs Feedback vs Manual Specs

- Path: /compare/speclock
- Primary query: thumbgate vs speclock
- Persona: tool-evaluator
- Page type: comparison
- Opportunity score: 100
- CTA: Go Pro — $19/mo
- Summary: SpecLock starts from manually written constraints. ThumbGate starts from thumbs-up/down feedback and turns it into pre-action checks that block repeated mistakes.
### 2. ThumbGate vs Mem0 | Enforcement vs Memory for AI Agents

- Path: /compare/mem0
- Primary query: thumbgate vs mem0
- Persona: tool-evaluator
- Page type: comparison
- Opportunity score: 100
- CTA: Go Pro — $19/mo
- Summary: Mem0 is memory. ThumbGate is memory plus enforcement. It captures thumbs-up/down feedback, promotes the signal into rules, and blocks repeat failures with pre-action checks.
### 3. ThumbGate vs Fallow | Static Analysis vs Agent Action Enforcement

- Path: /compare/fallow
- Primary query: thumbgate vs fallow
- Persona: tool-evaluator
- Page type: comparison
- Opportunity score: 100
- CTA: Go Pro — $19/mo
- Summary: Fallow finds JS/TS code health issues: dead code, duplication, complexity, and architecture drift. ThumbGate is action-boundary enforcement for AI agents, stopping agents from acting on those signals unsafely.
### 4. Roo Code Alternative: Migrating to Cline with Portable Lesson Memory

- Path: /guides/roo-code-alternative-cline
- Primary query: roo code alternative cline
- Persona: tool-evaluator
- Page type: integration
- Opportunity score: 99
- CTA: Go Pro — $19/mo
- Summary: Roo Code is shutting down on May 15, 2026, and its own docs point users to Cline. ThumbGate keeps the migration from resetting every hard-won thumbs-down and workflow correction back to zero.
### 5. Claude Code Skills Guardrails | Turn Skillbooks Into Enforced Workflows

- Path: /guides/claude-code-skills-guardrails
- Primary query: claude code masterclass guardrails
- Persona: claude-code-builder
- Page type: guide
- Opportunity score: 89
- CTA: Go Pro — $19/mo
- Summary: Claude Code skillbooks make recurring work more systematic, but markdown skills are still advisory. ThumbGate turns skill feedback into reusable rules, tests, and pre-action checks before the next risky command or edit runs.
### 6. Claude Code Feedback Memory with Thumbs Up and Thumbs Down

- Path: /guides/claude-code-feedback
- Primary query: claude code feedback memory
- Persona: claude-code-builder
- Page type: integration
- Opportunity score: 89
- CTA: Go Pro — $19/mo
- Summary: Claude Code can remember more when the memory is structured, but reliability improves when thumbs-up/down feedback also becomes enforceable behavior. That is ThumbGate's angle.
### 7. Cursor Agent Guardrails | Stop Repeated Mistakes with ThumbGate

- Path: /guides/cursor-agent-guardrails
- Primary query: cursor prevent repeated mistakes
- Persona: cursor-builder
- Page type: integration
- Opportunity score: 89
- CTA: Go Pro — $19/mo
- Summary: Cursor moves fast, which makes repeated mistakes expensive. ThumbGate gives Cursor users a feedback loop that turns thumbs-down corrections into pre-action checks before the next risky step fires.
### 8. Codex CLI Guardrails | Prevent Repeated Mistakes with ThumbGate

- Path: /guides/codex-cli-guardrails
- Primary query: codex cli guardrails
- Persona: codex-builder
- Page type: integration
- Opportunity score: 89
- CTA: Go Pro — $19/mo
- Summary: Codex CLI can move quickly through repo tasks, but buyers need more than good intentions. ThumbGate adds a reliability gateway so repeated mistakes become searchable lessons, linked rules, and pre-action enforcement.
### 9. Gemini CLI Feedback Memory | Memory Plus Enforcement with ThumbGate

- Path: /guides/gemini-cli-feedback-memory
- Primary query: gemini cli feedback memory
- Persona: gemini-builder
- Page type: integration
- Opportunity score: 89
- CTA: Go Pro — $19/mo
- Summary: Gemini CLI users often start by asking for better memory. ThumbGate answers the bigger need: memory that can become prevention rules and pre-action checks when the same mistake shows up twice.
### 10. ThumbGate for Claude Desktop | Install the Plugin in 60 Seconds

- Path: /guides/claude-desktop
- Primary query: claude desktop extension plugin thumbgate
- Persona: ai-engineer
- Page type: integration
- Opportunity score: 88
- CTA: Go Pro — $19/mo
- Summary: Install ThumbGate as a Claude Desktop plugin and get pre-action checks running in under a minute. No build step, no cloud account, no config files.
### 11. Semantic Programmatic SEO Guardrails | ThumbGate Guide

- Path: /guides/semantic-programmatic-seo-guardrails
- Primary query: semantic programmatic seo guardrails
- Persona: growth-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Semantic programmatic SEO works when every page has authority, brand context, internal links, and technical monitoring. ThumbGate turns those requirements into pre-action checks before AI agents publish at scale.
### 12. Proxy-Pointer RAG Guardrails | Multimodal Answers Without Ungrounded Images

- Path: /guides/proxy-pointer-rag-guardrails
- Primary query: proxy pointer rag guardrails
- Persona: rag-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Proxy-pointer RAG keeps visual document systems cheaper by preserving section trees and image pointers instead of embedding every image. ThumbGate turns that structure into pre-action checks before agents answer with charts, figures, or screenshots.
### 13. RAG Precision Tuning Guardrails | Stop Retrieval Regressions Before Agents Act

- Path: /guides/rag-precision-tuning-guardrails
- Primary query: rag precision tuning guardrails
- Persona: rag-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Embedding fine-tunes and threshold tweaks can improve one precision metric while degrading broad retrieval recall. ThumbGate gates retrieval changes with baselines, verifier checks, and latency budgets before agentic RAG output triggers downstream actions.
### 14. Internal AI Engineering Stack Guardrails | ThumbGate Guide

- Path: /guides/internal-ai-engineering-stack-guardrails
- Primary query: internal ai engineering stack guardrails
- Persona: engineering-lead
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: AI coding adoption scales when the platform has a model gateway, progressive MCP discovery, fresh AGENTS.md and LLM wiki context, risk-tiered AI review, and sandboxed background agents. ThumbGate turns those layers into checks before unsafe agent work ships.
### 15. SEO Agent Skills Guardrails | Govern Workspaces, Proof, and Publish Gates

- Path: /guides/seo-agent-skills-guardrails
- Primary query: seo agent skills guardrails
- Persona: growth-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Useful SEO agents need skills, workspace context, technical checks, brand rules, and a publish review loop. ThumbGate turns that SEO-agent operating system into pre-action gates before AI content, links, or page changes go live.
### 16. Reasoning Compression Guardrails | Step-Level Verifier Checks Before Token Savings

- Path: /guides/reasoning-compression-guardrails
- Primary query: reasoning compression guardrails
- Persona: platform-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Efficient reasoning can reduce token cost, but short traces can destabilize accuracy. ThumbGate gates reasoning compression with verifier outcomes, pass@1 baselines, low-confidence step review, and high-confidence failure inspection.
### 17. DeepSeek V4 Runtime Guardrails | Sparse Attention, Speculation, and Verified RL

- Path: /guides/deepseek-v4-runtime-guardrails
- Primary query: deepseek v4 runtime guardrails
- Persona: engineering-lead
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: DeepSeek-V4 introduces long-context sparse attention, speculative decoding, KV offload, FP4/FP8 paths, and verified-RL replay concerns. ThumbGate turns those runtime signals into pre-action checks before model-routing or training changes go live.
### 18. Pre-Action Checks for AI Coding Agents | ThumbGate Guide

- Path: /guides/pre-action-checks
- Primary query: pre-action checks for ai coding agents
- Persona: engineering-lead
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Pre-action gates stop the risky move before the agent executes it. ThumbGate uses thumbs-up/down feedback to decide what should be reinforced, warned, or blocked.
### 19. AI Agent Harness Optimization | Progressive Disclosure + Pre-Action Checks

- Path: /guides/agent-harness-optimization
- Primary query: ai agent harness optimization
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: A better harness keeps global instructions lean, loads MCP schemas only when needed, and turns feedback into pre-action checks. ThumbGate makes that workflow measurable and enforceable.
### 20. Code Knowledge Graph Guardrails | ThumbGate Guide

- Path: /guides/code-knowledge-graph-guardrails
- Primary query: code knowledge graph guardrails
- Persona: engineering-lead
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Code knowledge graphs help AI coding agents understand files, functions, dependencies, and architecture layers. ThumbGate turns those graph signals into pre-action checks before risky edits, commands, deploys, or publishes execute.
### 21. Developer Machine Supply Chain Guardrails | ThumbGate Guide

- Path: /guides/developer-machine-supply-chain-guardrails
- Primary query: developer machine supply chain guardrails
- Persona: engineering-lead
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Developer laptops and CI runners hold tokens, package-manager trust, and one-shot CLI install paths. ThumbGate turns that local execution risk into pre-action gates before an agent runs npm, PyPI, Docker, or shell commands that can expose credentials.
### 22. How to Stop AI Coding Agents From Repeating Mistakes | ThumbGate

- Path: /guides/stop-repeated-ai-agent-mistakes
- Primary query: stop ai coding agents from repeating mistakes
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: If your agent keeps repeating the same bad move, the fix is not more memory alone. The fix is a feedback loop that turns repeated failures into pre-action checks before the next tool call executes.
### 23. Autoresearch Agent Safety | Gates for Self-Improving Coding Agents

- Path: /guides/autoresearch-agent-safety
- Primary query: autoresearch agent safety
- Persona: ai-research-engineer
- Page type: guide
- Opportunity score: 83
- CTA: Go Pro — $19/mo
- Summary: Autoresearch-style loops can search for better code, but they need gates for holdout tests, proof trails, reward hacking, and unsafe self-improvement.
### 24. Long-Running Agent Context Management | Director Journals and Critic Reviews

- Path: /guides/long-running-agent-context-management
- Primary query: long running agent context management
- Persona: platform-engineer
- Page type: guide
- Opportunity score: 75
- CTA: Go Pro — $19/mo
- Summary: Slack's long-running multi-agent pattern points to director journals, critic reviews, and credibility-scored timelines. ThumbGate turns those context channels into pre-action checks before background agents, revenue loops, or investigations drift.
### 25. Browser Automation Safety | Prompt Injection, Permissions, and Pre-Action Checks

- Path: /guides/browser-automation-safety
- Primary query: browser automation safety
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 75
- CTA: Go Pro — $19/mo
- Summary: Browser agents can click, type, and navigate for you, but they also widen prompt-injection and cross-app integration risk. ThumbGate adds approval boundaries, auditability, and a native messaging audit before those bridges turn into silent blast-radius expansion.
### 26. Native Messaging Host Security | Audit Browser Bridges Before They Expand

- Path: /guides/native-messaging-host-security
- Primary query: native messaging host security
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 75
- CTA: Go Pro — $19/mo
- Summary: Native messaging hosts let browser extensions talk to local executables. That can be useful, but it also creates a persistent bridge outside the browser sandbox. ThumbGate audits those registrations and helps teams require explicit approval before they become part of the workflow.
### 27. Best Tools to Stop AI Agents From Breaking Production | ThumbGate Listicle

- Path: /guides/best-tools-stop-ai-agents-breaking-production
- Primary query: best tools to stop ai agents from breaking production
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 72
- CTA: Go Pro — $19/mo
- Summary: A practical listicle for teams adopting Claude Code, Cursor, Codex, Gemini, and other coding agents: the winning reliability stack is workflow-first, inspection-driven, and enforced before tool execution.
### 28. Prompt Tricks Are Not Enough | Turn AI Instructions Into Workflow Rules

- Path: /guides/prompt-tricks-to-workflow-rules
- Primary query: prompt tricks to workflow rules
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 72
- CTA: Go Pro — $19/mo
- Summary: Clear prompts and examples help modern AI tools, but they do not stop the same failure from recurring. ThumbGate turns one messy agent workflow into rules, examples, and pre-action checks before the next tool call executes.
### 29. Background Agent Governance | Risk-Tiered Review for Agent PRs

- Path: /guides/background-agent-governance
- Primary query: background agent governance
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 72
- CTA: Go Pro — $19/mo
- Summary: Background agents can draft changes while humans work elsewhere, but review becomes the bottleneck. ThumbGate adds pre-dispatch checks, run reports, isolated task lanes, and evidence-backed review routing before unattended agent work piles up.
### 30. GPT-5.5 Model Evaluation | Benchmark Before Routing Expensive Agent Work

- Path: /guides/gpt-5-5-model-evaluation
- Primary query: gpt-5.5 model evaluation
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 72
- CTA: Go Pro — $19/mo
- Summary: Frontier-model upgrades can improve coding, dataset analysis, and dashboards, but the ROI comes from measured routing. ThumbGate adds a model-candidate workload so teams can benchmark GPT-5.5 against real feedback, gate evals, and dashboard-analysis criteria before changing defaults.
### 31. AI Search Topical Presence | Become the Obvious Recommendation

- Path: /guides/ai-search-topical-presence
- Primary query: ai search topical presence
- Persona: growth-engineer
- Page type: guide
- Opportunity score: 72
- CTA: Go Pro — $19/mo
- Summary: AI assistants recommend the tools they repeatedly see tied to a problem in credible contexts. ThumbGate wins when the web consistently connects it to pre-action checks, AI coding agent safety, and stopping repeated mistakes before execution.
### 32. Relational Knowledge in AI Recommendations | Why Brands Get Picked

- Path: /guides/relational-knowledge-ai-recommendations
- Primary query: relational knowledge ai recommendations
- Persona: ai-engineer
- Page type: guide
- Opportunity score: 72
- CTA: Go Pro — $19/mo
- Summary: LLMs do not recommend brands from keywords alone. They retrieve stored associations between a problem, a category, and the brand they have repeatedly seen in that context. ThumbGate benefits when those associations stay crisp and evidence-backed.

## Review

- Top opportunity query: thumbgate vs speclock
- Recommended publish order: /compare/speclock, /compare/mem0, /compare/fallow, /guides/roo-code-alternative-cline, /guides/claude-code-skills-guardrails, /guides/claude-code-feedback, /guides/cursor-agent-guardrails, /guides/codex-cli-guardrails, /guides/gemini-cli-feedback-memory, /guides/claude-desktop, /guides/semantic-programmatic-seo-guardrails, /guides/proxy-pointer-rag-guardrails, /guides/rag-precision-tuning-guardrails, /guides/internal-ai-engineering-stack-guardrails, /guides/seo-agent-skills-guardrails, /guides/reasoning-compression-guardrails, /guides/deepseek-v4-runtime-guardrails, /guides/pre-action-checks, /guides/agent-harness-optimization, /guides/code-knowledge-graph-guardrails, /guides/developer-machine-supply-chain-guardrails, /guides/stop-repeated-ai-agent-mistakes, /guides/autoresearch-agent-safety, /guides/long-running-agent-context-management, /guides/browser-automation-safety, /guides/native-messaging-host-security, /guides/best-tools-stop-ai-agents-breaking-production, /guides/prompt-tricks-to-workflow-rules, /guides/background-agent-governance, /guides/gpt-5-5-model-evaluation, /guides/ai-search-topical-presence, /guides/relational-knowledge-ai-recommendations
- Proof assets: thumbs-up/down feedback loop, pre-action checks, verification evidence, automation proof, SQLite+FTS5 lesson DB, Thompson Sampling
- Technical guardian checks: canonical_url, faq_json_ld, tech_article_json_ld, llm_context_link, proof_links, conversion_cta, semantic_related_links
- Publish blockers: none

