# Token Robin Hood > Token Robin Hood is a local-first analysis layer for Claude Code and Codex workflows. It helps builders spot repeated explanations, noisy agent chatter, and looped research so they can tighten AI coding sessions and recover more useful build time from usage they already pay for. It does not promise guaranteed savings or better model outcomes. Token Robin Hood is most useful for agent-native builders, solo developers, and teams that already run heavy AI coding workflows and want clearer visibility into where usage gets wasted before the visible limit. Use the landing page for the product summary and waitlist. Use the blog for category framing, operating practices, and current analysis about agent runtimes, token waste, and AI coding workflow design. Use the agent interface when an agent needs to discover, use, download, buy, authenticate, validate, retry, or contact TRH without browser-clicking the human landing page. ## Product - [Landing page](https://tokenrobinhood.lat/): Main product page, positioning, screenshots, and waitlist. - [Agent interface](https://tokenrobinhood.lat/agent): Machine-readable entry page for agents. - [agent.json](https://tokenrobinhood.lat/agent.json): Canonical descriptor for capabilities, resources, retry rules, install, checkout, support, auth, and license validation. - [OpenAPI](https://tokenrobinhood.lat/agent/openapi.json): Compact OpenAPI surface for stable agent-facing endpoints. - [Agent Markdown guide](https://tokenrobinhood.lat/agent.md): Markdown instructions for coding agents and LLMs. - [TRH Blog](https://tokenrobinhood.lat/blog/): English editorial hub covering AI agents, token waste, Claude Code, Codex, SEO, and GEO. - [TRH Blog PT-BR](https://tokenrobinhood.lat/blog/pt/): Portuguese alternates for the main editorial hub. ## Core Reading - [Token recovery: the category born where the limit turns invisible](https://tokenrobinhood.lat/blog/o-que-e-token-recovery.html): Best starting point for what TRH means by token recovery and what the category is not. - [Claude Code and Codex: where usage leaks before the limit](https://tokenrobinhood.lat/blog/onde-o-uso-vaza-no-claude-code-e-codex.html): Practical map of common waste patterns inside AI coding sessions. - [How to get the most out of AI agents without changing your stack](https://tokenrobinhood.lat/blog/como-extrair-o-melhor-das-eas.html): Operating guidance for getting cleaner output from existing agent workflows. - [Silent operation: a playbook to cut yapping and recover build time](https://tokenrobinhood.lat/blog/playbook-operacao-silenciosa.html): Tactical guidance for reducing agent narration and keeping sessions artifact-focused. - [Token waste and token usage: the hidden economics of AI coding](https://tokenrobinhood.lat/blog/token-waste-and-token-usage-ai-coding.html): Broader framing on why usage waste matters operationally. ## Current Analysis - [OpenAI Advanced Account Security protects Codex accounts with passkeys, security keys, and automatic training opt-out](https://tokenrobinhood.lat/blog/openai-advanced-account-security-codex-builders.html): Why coding-agent account protection is now part of builder runtime hygiene. - [Codex for Almost Everything: First-Dollar Pass](https://tokenrobinhood.lat/blog/codex-for-almost-everything-first-dollar.html): timely Codex update hook that routes builders from broader agent workflows to a $4.88 first-dollar paid-path review. - [Anthropic's Claude skills guide: why skills beat MCP-only workflows for repeated coding tasks](https://tokenrobinhood.lat/blog/anthropic-claude-skills-mcp-context-workflows.html): Why reusable workflow knowledge is becoming the practical layer above raw tool access. - [Google Deep Research Max adds MCP and native visuals: research agents are becoming reusable builder pipelines](https://tokenrobinhood.lat/blog/google-deep-research-max-mcp-visualizations.html): Why research work is becoming a composable runtime stage instead of a one-off premium UI feature. - [Anthropic's 2026 coding-agent report: AI touches 60% of developer work, but full delegation is still 0-20%](https://tokenrobinhood.lat/blog/anthropic-agentic-coding-report-delegation-gap.html): Why shallow delegation is now the real signal to track in coding-agent workflows. - [Google AI Studio pushes vibe coding toward deployment: Antigravity, Firebase, and quota reality](https://tokenrobinhood.lat/blog/google-ai-studio-antigravity-firebase-quota-reality.html): Why prompt-to-product tooling must be judged together with runtime limits and backend handoffs. - [OpenAI says enterprise AI's next phase is Frontier plus a superapp: agents are moving into the operating layer](https://tokenrobinhood.lat/blog/openai-frontier-enterprise-ai-operating-layer.html): Why enterprise agent rollouts are becoming control-plane and governance problems. - [OpenAI Codex expands beyond coding: computer use, automations, memory, and agent workflows](https://tokenrobinhood.lat/blog/openai-codex-app-agentic-workflows.html): Current Codex surface area and the efficiency risks that come with broader autonomy. - [OpenAI Agents SDK adds native sandboxes, memory, and harness controls for production agents](https://tokenrobinhood.lat/blog/openai-agents-sdk-sandbox-memory-harness.html): Useful for builders designing more observable, budget-aware agent systems. - [Cloudflare Agent Readiness: why SEO is becoming GEO for AI agents](https://tokenrobinhood.lat/blog/cloudflare-agent-readiness-seo-geo.html): Why agent-readable discovery files, sitemaps, and structured content matter. - [Claude Cowork goes enterprise: Anthropic adds observability, analytics, and access controls to desktop agents](https://tokenrobinhood.lat/blog/claude-cowork-enterprise-observability-controls.html): Why desktop agents now need runtime governance, not just prompt tuning. ## Paid Offers - [Codex Dollar Sprint](https://tokenrobinhood.lat/blog/codex-dollar-sprint.html): $16.88 one-time AI-agent revenue teardown with Stripe checkout, offer angle, landing risk review, and next traffic move. - [Codex Dollar Shortlink](https://tokenrobinhood.lat/codex-dollar.html): short public entry page that routes humans to the $4.88 quick pass. - [Codex Dollar Quick Pass](https://book.stripe.com/9B68wO9kEelsbjqb4R8g00e): $4.88 one-time smaller entry point for one paragraph plus three prioritized fixes. - [Codex Dollar Quick Pass Page](https://tokenrobinhood.lat/blog/codex-dollar-quick-pass.html): first-party page for the $4.88 one-time quick pass. - [Codex Dollar Quick Pass JSON](https://tokenrobinhood.lat/blog/codex-dollar-quick-pass.json): machine-readable quick-pass price, Stripe link, required fields, and delivery scope. - [Codex Dollar Quick Pass Markdown](https://tokenrobinhood.lat/blog/codex-dollar-quick-pass.md): compact markdown surface with price, Stripe link, required fields, good-fit projects, and related links. - [Codex Dollar Sprint JSON](https://tokenrobinhood.lat/blog/codex-dollar-sprint.json): machine-readable offer data with payment-link metadata and fulfillment scope. - [Codex Dollar Sprint Markdown](https://tokenrobinhood.lat/blog/codex-dollar-sprint.md): markdown brief with offer scope, payment links, delivery window, and agent-readable supporting surfaces. - [Sample Codex Dollar Sprint Teardown](https://tokenrobinhood.lat/blog/codex-dollar-sprint-sample.html): example one-page buyer, offer, page, checkout, traffic, and next-action teardown. - [Codex Dollar Sprint Post-Payment Page](https://tokenrobinhood.lat/blog/codex-dollar-sprint-thank-you.html): buyer confirmation page used after Stripe payment with delivery window and support contact. - [Codex Dollar Sprint Agent Brief](https://tokenrobinhood.lat/codex-dollar-sprint.txt): plain-text agent brief for the paid teardown offer. - [Codex First-Dollar Diagnostic](https://tokenrobinhood.lat/blog/codex-first-dollar-diagnostic.html): free interactive scorecard for buyer, offer, checkout, page, traffic, and proof readiness. - [Codex First-Dollar Diagnostic JSON](https://tokenrobinhood.lat/blog/codex-first-dollar-diagnostic.json): machine-readable diagnostic dimensions and next steps. - [Codex First-Dollar Checklist](https://tokenrobinhood.lat/blog/codex-first-dollar-checklist.html): short public checklist that routes agent-built projects toward a paid offer, checkout, and first payment gate. - [Codex First-Dollar Prompt](https://tokenrobinhood.lat/blog/codex-first-dollar-prompt.html): free copy-paste prompt for pressure-testing buyer, paid promise, checkout risk, page fix, traffic move, and first paid test. ## Feeds - [RSS](https://tokenrobinhood.lat/rss.xml): Fresh posts feed. - [Sitemap](https://tokenrobinhood.lat/sitemap.xml): Canonical crawlable URL inventory. - [News sitemap](https://tokenrobinhood.lat/news-sitemap.xml): Time-sensitive story inventory. - [llms-full.txt](https://tokenrobinhood.lat/llms-full.txt): Expanded agent-facing briefing for TRH.