Reasoning Commons

AI 추론 캐시 및 합의 레이어로, 14개 도메인에 걸쳐 50개 이상의 추론 객체를 제공합니다. 캐시 적중/실패 시 토큰 절감, 실행 전 실패 위험 확인, 교차 모델 검증, 인용 추적 기능을 포함합니다. Streamable HTTP를 통해 11개의 MCP 도구를 제공합니다.

문서

AI Need Help — Reset, Access & Reliability Tools

Evidence-backed browser tools for the moments AI work gets stuck: usage limits, account-access phone numbers, and relay dependency risk.

Live site: https://aineedhelpfromotherai.com/

Core product surfaces

What this project is now

The product is intentionally focused on three related jobs for AI power users:

  1. Access continuity — keep control of phone numbers that AI accounts or services may depend on.
  2. Usage continuity — understand when AI usage limits reset and when work can resume.
  3. Dependency continuity — assess whether relying on a third-party AI relay creates avoidable exit risk.

Phone Number Lifecycle is the primary product surface. Reset tools and Relay Exit Risk are supporting surfaces. Older general calculators and image tools remain available but are maintenance-only rather than the product direction.

The site favors official/current sources, explicit unknowns, browser-side execution where practical, and stable canonical URLs. It does not require sign-up for the public tools.

Development

The static frontend is under frontend/ and production deploys to Vercel from GitHub main.

npm --prefix frontend ci
npm --prefix frontend run build

Current development rules and project state live in:

  • AGENTS.md
  • PROJECT_CONTEXT.md
  • docs/MASTER_PLAN.md
  • docs/OPERATING_WORKFLOW.md

Historical components

This repository previously centered on an AI-agent debugging/MCP backend. Those components are retained for history and compatibility where needed, and the historical backend still supports Relay Exit Risk API functionality. They are not the current product direction.

Legacy scheduled workflows tied to the old Failure Memory/MCP product are kept manual-only unless a current product need explicitly reactivates them.

License

MIT