
A form-submission guide for AI agents that see reCAPTCHA Token Invalid, focused on token timing, action matching, hidden fields, and backend verification.


A trace-first repair guide for Cursor agents that hit Cloudflare, focused on Turnstile parameters, traffic validation, cookies, 403/429 signals, and planner stop rules.


A tool-architecture guide for MCP agents blocked by CAPTCHA, focused on state modeling, browser handoff, session memory, retry budgets, and safe access policy.


A Puppeteer-specific diagnostic workflow for reCAPTCHA v3 failures, focused on action names, token timing, submit boundaries, score signals, and safe remediation.


A fingerprint-focused guide for AI agents, covering browser environment coherence, WebDriver signals, TLS consistency, interaction timing, and trace validation.


A Selenium-focused repair guide for reCAPTCHA blocks, covering waits, locators, 429 pressure, session persistence, and responsible remediation.


A Cloudflare-specific guide explaining why AI agents hit challenges, with a focus on traffic validation, planner loops, Turnstile handoff, and safe recovery.


A form-state guide for AI agents that stall at CAPTCHA, covering token timing, field validation, duplicate submits, and safe remediation.


A technical explanation of browser automation detection signals, including fingerprints, headless mode, cookies, scripts, storage, and environment mismatches.


A Browser Use workflow for Turnstile blocks, focused on planner state, observe-act loops, widget status, handoff boundaries, and safe automation.


A Playwright-specific Turnstile guide covering traces, locator timing, actionability, network events, parameters, and server-side validation.


A rate-control guide for AI agents, focused on 429 versus 403, Retry-After, request budgets, queue throttling, proxies, and account policies.
