为什么值得关注

它将强大的已知/未知矩阵框架转化为具体、独立于代理的命令，直接针对提示质量的根本瓶颈，基于Anthropic团队成员公开文章，并原生支持多种编码代理。

适合谁使用

使用Claude Code、OpenAI Codex、Cursor、Kimi K3或Hermes Agent的开发者
希望改进提示工程、减少代码生成中的昂贵错误的团队
已熟悉Thariq Shihipar“未知”框架并需要可执行实现的人
寻找可复用、社区驱动技能的AI工作流爱好者

典型使用场景

使用‘盲点排查’技能探索不熟悉的代码库或领域，以发现未知未知
使用‘代理接口设计’技能创建防误用的代理调用工具
使用‘上下文审计’技能修剪CLAUDE.md或技能中的过时或矛盾指令
构建突出最可能变更决策的结构化实现计划，避免在开发过程中大幅返工

项目优势

将已知/未知矩阵与开发各阶段的具体、可操作技能清晰对应
通过自动检测或手动安装支持多种代理（Claude Code、Codex、Cursor、Kimi K3、Hermes），配置门槛低
包含三个上下文级别的技能，旨在减少系统提示膨胀，灵感来自Anthropic自身系统提示缩减结果
同时提供主动技能命令和被动指导文件，适合偏好独立方法论的用户

使用前须知

社区项目，非Anthropic官方仓库，支持与维护可能有限
渐进式披露技能的仅用户调用标志在Claude Code中有效，但在Codex中被忽略（已核实），某些代理中可能增加上下文成本
用户需要理解“未知”概念才能充分利用；README提供的解释主要限于一个表格，可能不够深入

README 快速开始

Finding-Unknowns Skills

11 installable skills that make Claude help you find what you don't know — before it gets expensive to fix.

The map is not the territory. Your prompt is a map; the codebase and the real world are the territory. The gap between them is your unknowns, and with strong models the quality of the work is bottlenecked by how well you clarify them. These skills turn that idea, from Thariq Shihipar's essay A Field Guide to Fable: Finding Your Unknowns, into commands you can run in Claude Code, OpenAI Codex, Kimi Code CLI (Kimi K3), or any agent that reads the agentskills.io SKILL.md format.

Three of them come from his follow-up, The new rules of context engineering for Claude 5 generation models, which works one layer up: not the unknowns in a single prompt, but the ones baked into the context every prompt inherits.

Community project. Distilled, with attribution, from public essays by Thariq Shihipar (Anthropic, Claude Code team). Not an official Anthropic repository.

The idea in one table

	Known	Unknown
Known	What's in your prompt	What you know you haven't figured out
Unknown	So obvious you'd never write it down, but you'd recognize it on sight	What you haven't considered at all

Every skill below is a cheap way to move something out of the bottom row before implementation makes it expensive.

The skills

Skill	Phase	One line
`blindspot-pass`	Before	Surface your unknown unknowns in an unfamiliar area, then help you prompt better
`brainstorm-prototypes`	Before	Throwaway variations you can react to, for taste you can't verbalize
`interview-me`	Before	One question at a time, architecture-changing questions first
`reference-hunt`	Before	Use working source code as the spec, even across languages
`implementation-plan`	Before	A plan that leads with the decisions you're most likely to change
`implementation-notes`

项目描述

8 installable Claude Code skills for finding your unknowns before they get expensive: blindspot pass, brainstorms, interviews, references, plans, notes, pitches, and a merge quiz. Community distillation, not official Anthropic.

finding-unknowns-skills