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Agent Skill · 研究检索

context-architecture(上下文架构)

context-architecture 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

context-architecture 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 60,976。

总安装 360周安装 15GitHub Stars 798下载 120核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:context-architecture(上下文架构)
来源仓库:https://github.com/juliusbrussee/cavekit
仓库路径:skills/context-architecture
安装命令:
npx skills add https://github.com/juliusbrussee/cavekit --skill context-architecture
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/juliusbrussee/cavekit --skill context-architecture

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

基于有向无环图(DAG)实现渐进式信息披露机制。确保 Agent 只读取必要文档,避免全量加载造成 token 浪费。采用四层信息流:引用 → 套件 → 计划 → 实现,逐级消费输出。适用于大型知识库或复杂项目文档管理系统。

context-architecture 属于研究检索类 Skill,可作为该场景下的辅助能力补充。使用前需按规范组织索引文件和层级关系,否则无法生效。

来源仓库内路径:skills/context-architecture

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/juliusbrussee/cavekit --skill context-architec…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

context-architecture 怎么安装?

在终端执行 npx skills add https://github.com/juliusbrussee/cavekit --skill context-architecture。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

context-architecture 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

context-architecture 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

context-architecture 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

context-architecture 用的人多吗?

公开数据是累计安装 360 次,近一周安装 15 次,下载 120 次,GitHub 798 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

context-architecture 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
context-architecture

上下文架构 · 本页

360798需要联网未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Context Architecture: DAG-Based Progressive Disclosure

Core Principle

Agents should only read what they need. Documents are organized as a directed acyclic graph (DAG) where index files act as hub nodes. An agent reads the index, identifies relevant edges, and follows only those to leaf documents. No agent ever loads the full tree.


The 4-Tier Information Flow

refs/ (what IS)  -->  kits/ (what MUST BE)  -->  plans/ (HOW)  -->  impl/ (what WAS DONE)
     Tier 1                  Tier 2                     Tier 3              Tier 4

Each tier consumes the previous tier's output. Cross-references between tiers create the DAG edges that agents traverse.


Directory Layout

context/
├── CLAUDE.md                              # Root entry node: describes all tiers + design layer
├── refs/                                  # Tier 1: Source material (read-only input)
│   ├── CLAUDE.md                          # "Source of truth. Organized by source. Read-only."
│   └── {source}/                          # Subdirs per source (e.g., prd/, api-spec/)
│       └── ...
├── kits/                            # Tier 2: WHAT to build
│   ├── CLAUDE.md                          # "Start at cavekit-overview.md. R-numbered reqs."
│   ├── cavekit-overview.md              # Index node (DAG hub)
│   ├── cavekit-{domain}.md              # Leaf — simple domain (single file)
│   └── {domain}/                          # Complex domain gets a subdirectory
│       ├── cavekit-{domain}.md          # Domain index (becomes hub node)
│       └── cavekit-{domain}-{sub}.md    # Sub-domain leaves
├── designs/                               # Cross-cutting: visual design system
│   ├── CLAUDE.md                          # "DESIGN.md at project root is canonical."
│   └── design-changelog.md               # Append-only change log
├── plans/                                 # Tier 3: HOW to build (task graphs)
│   ├── CLAUDE.md                          # "Start at plan-overview.md. Task dependency tiers."
│   ├── plan-overview.md                   # Index node
│   ├── build-site.md                      # Primary build site
│   ├── build-site-{feature}.md            # Feature-specific build sites
│   └── {domain}/                          # Complex plans get subdirectories
│       └── plan-{domain}-{area}.md
├── impl/                                  # Tier 4: What WAS DONE
│   ├── CLAUDE.md                          # "Start at impl-overview.md. Update after every session."
│   ├── impl-overview.md                   # Index node
│   ├── impl-{domain}.md                   # Per-domain tracking
│   ├── impl-review-findings.md            # Codex review findings ledger
│   ├── dead-ends.md                       # Failed approaches (shared across domains)
│   └── archive/                           # Compacted/archived tracking
Note: designs/ is a cross-cutting constraint layer, not a fifth tier. DESIGN.md (at project root) is read by agents at every Hunt phase — Draft reads it to constrain visual decisions, Architect references tokens in task descriptions, Build uses it for implementation, Inspect validates against it. It parallels how CLAUDE.md files provide conventions, but for visual design.

Backward Compatibility: sites/ → plans/

Build sites previously lived in context/sites/. All Cavekit commands check both locations:

  1. Look in context/plans/
  2. If not found, fall back to context/sites/
  3. If found in sites/, use it — no auto-migration, no breakage

/ck:init offers optional migration. Declining is permanent — the system works with either layout.


CLAUDE.md Hierarchy

Scope: Full Repository

CLAUDE.md files extend beyond context/ into the source code tree. They form the connective tissue between code and the context DAG.

project/
├── CLAUDE.md                          # Project root: build/test commands,
│                                      #   "context/ has the full hierarchy"
├── context/
│   ├── CLAUDE.md                      # Root context node: 4 tiers described
│   ├── refs/CLAUDE.md                 # Tier 1 conventions
│   ├── kits/CLAUDE.md           # Tier 2 conventions
│   ├── plans/CLAUDE.md                # Tier 3 conventions
│   └── impl/CLAUDE.md                 # Tier 4 conventions
│
├── src/
│   ├── CLAUDE.md                      # Source code conventions
│   ├── auth/
│   │   ├── CLAUDE.md                  # "implements cavekit-auth.md R1-R3"
│   │   └── ...
│   └── parser/
│       ├── CLAUDE.md                  # "implements cavekit-grammar.md R1-R4,
│       │                              #   see plans/build-site.md T-012 through T-018"
│       └── ...
│
├── tests/
│   ├── CLAUDE.md                      # Test conventions, how to run
│   └── ...
└── scripts/
    ├── CLAUDE.md                      # Utility script conventions
    └── ...

Loading Behavior

When an agent works in src/auth/, it loads hierarchically:

  1. project/CLAUDE.md — project-level conventions
  2. project/src/CLAUDE.md — source code conventions
  3. project/src/auth/CLAUDE.md — "implements cavekit-auth.md R1-R3"

The third file bridges to the context DAG. The agent knows which cavekit to load without loading the entire context/kits/ directory.

CLAUDE.md Design Principles

  • Minimal — 3-10 lines for source-tree files. Never duplicate cavekit content.
  • Connective — each one names the cavekit requirements and plan tasks it relates to.
  • Contextual — includes module-specific conventions (error handling patterns, test fixture locations).
  • Honest — /ck:make only writes mappings it is certain about (tasks it completed, files it created).

Progressive Disclosure: The DAG Traversal

How Agents Navigate

  1. Enter at root — read context/CLAUDE.md to understand the 4 tiers
  2. Select tier — based on current task, navigate to the relevant tier's CLAUDE.md
  3. Read index — the tier's overview file is the DAG hub, listing all domains with one-line summaries
  4. Follow edges — read only the domain files relevant to the current task
  5. Cross-reference — if a domain references another, follow that edge only if needed
  6. Nest deeper — if a domain has subdirectories, its root file is the sub-index; spider from there

Index File Format

Every overview file follows the same format:

# Cavekit Overview

| Domain | File | Summary | Status |
|--------|------|---------|--------|
| Authentication | cavekit-auth.md | Registration, login, sessions, OAuth | DRAFT |
| Data Models | cavekit-data-models.md | Core entities, relationships, validation | DRAFT |
| Type System | cavekit-type-system.md | Effects lattice, tagged values (see type-system/) | DRAFT |

An agent reads this table, identifies "I need Authentication," and loads only cavekit-auth.md.

Cross-Reference Edges

**Dependencies:** cavekit-auth.md R2 (session tokens required for API auth)
**See also:** cavekit-api.md R4 (rate limiting uses auth identity)

Agents follow these only when the cross-referenced content is needed for the current task.


Nesting Rule

A domain stays flat (single file) by default. When a file covers multiple independent concerns that could be understood separately, it becomes an index file pointing to a subdirectory.

Trigger: Cohesion, not line count. If a file has sections that an agent working on one section would never need to read the others, decompose it.

Example: cavekit-type-system.md covers effects lattice, tagged values, and inference rules:

kits/
├── cavekit-type-system.md                        # Now an index
└── type-system/
    ├── cavekit-type-system-effects.md
    ├── cavekit-type-system-tagged.md
    └── cavekit-type-system-inference.md

The original file stays in place as the index — no reference breakage.


Backpropagation via CLAUDE.md

When a bug is found, source-tree CLAUDE.md files provide the reverse traversal:

Bug in src/auth/login.ts
    |
    v
src/auth/CLAUDE.md says "implements cavekit-auth.md R2"
    |
    v
cavekit-auth.md R2 — check acceptance criteria
    |
    |-- Criteria missing?  --> update cavekit (spec gap)
    |-- Criteria wrong?    --> fix cavekit (spec bug)
    |-- Criteria present but code violates? --> fix code (impl bug)
    |
    v
If cavekit changed --> propagate to plans/ --> flag affected tasks

Forward Propagation

When a cavekit changes via /ck:revise:

  1. Scan all src/*/CLAUDE.md files for references to the changed requirement
  2. Flag those modules as potentially affected
  3. New requirements with no source-tree CLAUDE.md references are unimplemented

Bootstrapping

Run /ck:init to create the full hierarchy. It:

  1. Scans existing project structure
  2. Creates context directories (refs/, kits/, plans/, impl/)
  3. Creates CLAUDE.md files using standard templates
  4. Creates empty index files (cavekit-overview.md, plan-overview.md, impl-overview.md)
  5. Offers migration if legacy context/sites/ exists

Properties: idempotent, non-destructive, no questions asked.


Build-Time Updates

After /ck:make completes, source-tree CLAUDE.md files are generated/updated:

  • New source directories get a CLAUDE.md with cavekit/plan references
  • Existing CLAUDE.md files get new references appended (never removed)
  • impl-overview.md and plan-overview.md are updated with current status

Multi-Repo Strategy

For shared kits across implementations, use git submodules:

Tier 1-2 (shared): shared-context/ (submodule)
    └── refs/ + kits/

Tier 3-4 (per-repo): context/
    └── plans/ + impl/

Each framework repo includes the shared context as a submodule. Updates propagate via git submodule update.


Integration with Other Skills

SkillIntegration
ck:cavekit-writingKits go in context/kits/ following naming conventions
ck:design-systemDESIGN.md lives at project root; context/designs/ has CLAUDE.md and changelog
ck:impl-trackingTracking lives in context/impl/, compacted when exceeding ~500 lines
ck:validation-firstValidation results recorded in impl tracking within the hierarchy
ck:revision/ck:revise traverses CLAUDE.md edges in reverse to trace bugs to specs
ck:methodologyContext structure established during Draft phase, maintained throughout the Hunt

Anti-Patterns

Anti-PatternWhy It's WrongFix
Flat file dumpNo progressive disclosure, agents load everythingUse standard directory structure with indexes
Missing CLAUDE.md filesNo convention guidance, no DAG edgesRun /ck:init or add manually
Monolithic documentsDefeats progressive disclosureDecompose into domains with overview indexes
Stale archives in active dirsWastes context windowMove to impl/archive/
Duplicating cavekit content in CLAUDE.mdContent drifts, double maintenanceCLAUDE.md files only contain references

平台分布

Codex

34.78%
按下载量换算42

Claude

30.83%
按下载量换算37

Cursor

20.76%
按下载量换算25

Gemini CLI

11.37%
按下载量换算14

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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