用例

您在做什么构建？

团队如何利用 context engineering。每个都植根于已上线的能力，从首次可衡量的收益开始，只需十分钟。

Pick your use case.

Each path shows the specific capabilities, setup and proof points for your stack.

Cut token usage 60–90% in Cursor, Claude Code, Codex, Copilot and 30+ tools.

Embed context engineering via the /v1 API with Python, TypeScript and Rust SDKs.

Turn scraped pages into model-ready context: deduplicated, compressed, searchable.

Persistent, citable memory: findings with provenance and ~13-token re-reads.

95+ shell patterns, provider connectors and a full audit trail for pipelines.

PathJail, shell allowlists, secret redaction, budgets and signed audit ledger.

本地使用免费，永久。CI 强制执行它。一个二进制文件，30+ AI 工具，零遥测。