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Agent Skill · 研究检索

context-witness(背景见证人)

context-witness 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-witness 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;许可证为 MIT,暂无第三方扫描结果,按安装量在研究检索类的 73,675 个 Skill 里排第 57,063。

总安装 441周安装 18GitHub Stars 公开资料未说明下载 143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
MIT

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-witness(背景见证人)
来源仓库:https://github.com/front-depiction/claude-setup
仓库路径:skills/context-witness
安装命令:
npx skills add front-depiction/claude-setup --skill "context-witness"
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。

AgentSkills.tonpx skills
npx skills add front-depiction/claude-setup --skill "context-witness"

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。

context-witness 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。适用于前端开发、UI 设计或用户体验优化等需参考最佳实践的场景。返回经过验证的案例和模式库,提升解决方案可靠性。

安装命令为 npx skills add front-depiction/claude-setup --skill "context-witness",应关注其对第三方服务的依赖程度。使用前请确认其是否包含过时的示例,避免引入 deprecated 方案。

来源仓库内路径:skills/context-witness

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 front-depiction/claude-setup --skill "context-witness";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-witness 怎么安装?

在终端执行 npx skills add front-depiction/claude-setup --skill "context-witness"。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

context-witness 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-witness 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-witness 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

context-witness 用的人多吗?

公开数据是累计安装 441 次,近一周安装 18 次,下载 143 次。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-witness 安全吗?

没有查到第三方扫描结果,安全性无法从公开资料判断,安装前请自行审查源码、依赖和命令行为。

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。
  • 许可证明确为 MIT,商用和分发边界好判断。

先想清楚的地方

  • 没有第三方扫描结果,安全性只能靠自己读源码判断。
  • 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

  • 要求有安全扫描结论才肯安装的团队。
  • 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-witness

背景见证人 · 本页

441—需要联网MIT未收录

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

name
context-witness
description
Decide between Context Tag witness and capability patterns for dependency injection, understanding coupling trade-offs

Context Witness Pattern

Choose between witness (existence) and capability (behavior) patterns for Context Tags.

Coupling: Hard vs Soft

Some coupling is necessary and good - but move it from hard to soft coupling.

Hard Coupling (Schema)

Field exists in the schema - tightly coupled to domain model:

import { Schema } from "effect"

// ❌ HARD COUPLING - Serial is part of the schema
export const PaymentIntent = Schema.Struct({
  id: Schema.String,
  serial: Schema.String,  // In schema = hard coupled
  amount: Schema.BigInt
})

// Every PaymentIntent MUST have a serial
// Serialization/validation requires serial
// Cannot create without providing serial
// Schema change needed to remove/change serial

Soft Coupling (Witness)

Field removed from schema, only injected in code:

import { Schema, Context, Effect, Logger } from "effect"

declare const generateId: () => string

// ✅ SOFT COUPLING - Serial not in schema
export const PaymentIntent = Schema.Struct({
  id: Schema.String,
  amount: Schema.BigInt
  // No serial field!
})

// Serial is a witness - required but injected via Context
class Serial extends Context.Tag("Serial")<Serial, string>() {}

const createPaymentIntent = (amount: bigint) =>
  Effect.gen(function* () {
    const serial = yield* Serial  // Injected from context

    // Use serial in business logic, logging, etc.
    // but it's not part of the persisted data
    yield* Logger.info(`Creating payment intent ${serial}`)

    return PaymentIntent.make({ id: generateId(), amount })
  })

// Type: Effect<PaymentIntent, never, Serial>

Key insight: schema (hard coupling) => witness (soft coupling)

By removing the field from the schema and injecting it only where needed, you:

  • Keep domain models minimal
  • Avoid unnecessary persistence
  • Easy to test (provide test serial)
  • Easy to remove/change (just change injection)
  • Explicit dependencies in type signature

When to use witnesses:

  • Correlation IDs (for tracing, not persistence)
  • Request IDs (for logging, not data)
  • Transaction contexts (for coordination, not storage)
  • Tenant/Region markers (for routing, not schema)

Witness: Existence Only

Use when you only need to know something exists in the environment:

import { Schema, Context, Effect } from "effect"

declare const PaymentIntent: Schema.Struct<{
  id: typeof Schema.String
  serial: typeof Schema.String
  amount: typeof Schema.BigInt
}>
declare const other: any

// Witness - a serial number exists
export class Serial extends Context.Tag("Serial")<Serial, string>() {}

const createPaymentIntent = Effect.gen(function* () {
  const serial = yield* Serial  // Pull from environment
  return PaymentIntent.make({ serial, ...other })
})

// Type: Effect<PaymentIntent, never, Serial>

Capability: Behavior

Use when you need operations:

import { Schema, Context, Effect } from "effect"

declare const PaymentIntent: Schema.Struct<{
  id: typeof Schema.String
  serial: typeof Schema.String
  amount: typeof Schema.BigInt
}>
declare const other: any

// Capability - can generate/validate
export class SerialService extends Context.Tag("SerialService")<
  SerialService,
  {
    readonly next: () => string
    readonly validate: (s: string) => boolean
  }
>() {}

const createPaymentIntent = Effect.gen(function* () {
  const svc = yield* SerialService
  const serial = svc.next()  // Behavior
  return PaymentIntent.make({ serial, ...other })
})

// Type: Effect<PaymentIntent, never, SerialService>

Decision Framework

NeedPattern
Just presence/valueWitness
Operations/generationCapability
Precondition markerWitness
Side effectsCapability
Multiple implementationsCapability
Mocking behaviorCapability
Correlation IDWitness
Transaction contextWitness
LoggerCapability
DatabaseCapability

When to Use Witness

Good fits:

  • Request ID - must exist for tracing
  • Transaction context - must be established
  • Tenant/Region - required for data boundary
  • Pre-validated tokens - already verified

When to Use Capability

Good fits:

  • Serial generation - create/validate operations
  • Clock - now() operation
  • Logger - structured logging methods
  • Database - query/transact operations
  • HTTP clients - fetch/post operations

Testing Implications

Witnesses are trivial to provide:

import { Effect } from "effect"

declare const myProgram: Effect.Effect<unknown, never, Serial>
declare class Serial extends Context.Tag("Serial")<Serial, string>() {}

const test = myProgram.pipe(
  Effect.provideService(Serial, "test-serial-123")
)

Capabilities need implementation:

import { Effect } from "effect"

declare const myProgram: Effect.Effect<unknown, never, SerialService>
declare class SerialService extends Context.Tag("SerialService")<
  SerialService,
  {
    readonly next: () => string
    readonly validate: (s: string) => boolean
  }
>() {}

const test = myProgram.pipe(
  Effect.provideService(SerialService, {
    next: () => "test-serial-123",
    validate: () => true
  })
)

Coupling Strategy

Rule of thumb: Remove non-essential fields from schema, inject via witness instead.

Ask yourself: Does this need to be persisted/serialized?

  • No → Remove from schema, inject via witness
  • Yes → Keep in schema
import { Schema, Context, Effect, Logger, Clock } from "effect"

declare const LineItem: Schema.Schema<any>
declare const generateId: () => string
declare const calculateTotal: (items: Array<any>) => bigint

// ✅ Domain model - only persisted data
export const Order = Schema.Struct({
  id: Schema.String,
  items: Schema.Array(LineItem),
  total: Schema.BigInt
  // No correlationId - not persisted!
  // No timestamp - derived from system!
})

// Witnesses for runtime context
class CorrelationId extends Context.Tag("CorrelationId")<CorrelationId, string>() {}
class RequestId extends Context.Tag("RequestId")<RequestId, string>() {}

// Use in code, not in data
const createOrder = (items: Array<Schema.Schema.Type<typeof LineItem>>) =>
  Effect.gen(function* () {
    const correlationId = yield* CorrelationId  // For tracing
    const requestId = yield* RequestId          // For logging
    const clock = yield* Clock                  // For timestamp

    yield* Logger.info({
      message: "Creating order",
      correlationId,    // Used for tracing
      requestId,        // Used for logging
      timestamp: Clock.currentTimeMillis(clock)
    })

    // Data only contains what's persisted
    return Order.make({
      id: generateId(),
      items,
      total: calculateTotal(items)
    })
  })

// Type: Effect<Order, never, CorrelationId | RequestId | Clock>

Benefits:

  • Minimal schemas (only persisted data)
  • Context values available when needed
  • Easy to test with different context
  • Can add/remove context without schema changes
  • Explicit dependencies in type signatures

Choose witness for simplicity, capability for flexibility.

平台分布

Claude Code

31.95%
按下载量换算46

windsurf

21.36%
按下载量换算31

trae

16.9%
按下载量换算24

OpenCode

11.36%
按下载量换算16

Codex

8.51%
按下载量换算12

Antigravity

3.85%
按下载量换算6

安全审计

暂无安全审计结果可展示。

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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