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uncertainty-verification不确定性验证

Agent Skill

uncertainty-verification 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。

总安装

470

周安装

20

GitHub Stars

3

下载量

165
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

3

许可证

MIT

最后核验

2026-05-01

来源状态

来源可访问

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:uncertainty-verification(不确定性验证)
来源仓库:https://github.com/faulkdev/github-copilot-superpowers
仓库路径:skills/uncertainty-verification
安装命令:
npx skills add https://github.com/faulkdev/github-copilot-superpowers --skill uncertainty-verification
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。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/faulkdev/github-copilot-superpowers --skill uncertainty-verification

简介

用于查找、检索和筛选相关信息。

  • 适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词、任务场景或来源线索快速定位候选结果。
  • 通过 npx skills add 命令从指定 GitHub 仓库安装使用。
  • 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。
  • uncertainty-verification 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

SKILL.md

Uncertainty Verification

Overview

This skill forces verification before stating any specific technical detail that could vary by version, environment, or specification.

Use when...

  • The request asks for exact command syntax, flags, or configuration keys
  • The answer depends on version-specific behavior, deprecations, or recent changes
  • The request involves standards/specs (RFCs, protocol behavior, i18n/timezone/locale rules)
  • The user asks for exact file paths, naming conventions, or directory structures
  • The answer requires library-specific APIs (class names, method signatures, constants)
  • Any part of the response would otherwise be based on “typical patterns” or memory

Symptoms / keywords

Use this skill when the prompt contains or implies keywords like:

  • “exact”, “precise”, “verbatim”, “copy/paste”, “flags”, “CLI”, “config key”, “endpoint”, “params”
  • “deprecated”, “since vX”, “in 2025”, “changed in”, “breaking change”, “migration”
  • “RFC”, “spec”, “standard”, “format”, “timezone”, “locale”, “i18n”, “OAuth”, “HTTP”, “GraphQL”
  • “directory structure”, “file path”, “naming convention”, “default location”
  • Specific error codes/messages that must be accurate

Technical Details Requiring Verification

Don't provide these specific details without checking official documentation:

  • ❌ Exact file paths, directory structures, or naming conventions
  • ❌ Specific API endpoints, parameter names, or response formats
  • ❌ Exact command syntax, flags, or configuration keys
  • ❌ Version-specific features or deprecations
  • ❌ Specific error codes or messages
  • ❌ Hostname patterns, URL formats, or connection string syntax
  • ❌ Library-specific class names, method signatures, or constants

Required response pattern when uncertain:

"I need to verify this with official documentation. Let me check..."
→ Dispatch a research subagent to execute Context7 or Web fetch and return a Context Package with citations
→ Cite the source explicitly

Enforcement:

  • Treat assumptions as errors requiring immediate correction
  • Any specific technical detail = Verify first
  • Any format/syntax example = Check documentation
  • Any version-dependent behavior = Confirm with official docs

Uncertainty detection criteria

Web Fetch Strategy (via research subagent): Ask the subagent to try mcp_fetch_fetch first (fast; good for SSR/static pages like MDN/Wikipedia). If insufficient (title-only, <100 chars, no meaningful content), ask the subagent to fallback to fetch_webpage (better for CSR/JavaScript-rendered docs). The subagent must return a cited Context Package.

When ANY of these apply, immediately dispatch a research subagent to perform verification (Context7/web fetch/etc.) and return a cited Context Package:

  • Library/framework version-specific behavior or API changes
  • Standard format specifications (phone, date, country codes, currency, regex)
  • Protocol/RFC specifications (HTTP, OAuth, REST, GraphQL)
  • Best practices for security, performance, scalability
  • Algorithm implementations or mathematical formulas
  • Time zone, locale, internationalization rules
  • After Context7 returns incomplete docs (missing examples, types, error handling)

Forbidden patterns:

  • “Based on my knowledge” without citing sources
  • “This should work” without verification
  • “I believe the format is...” without confirming the standard
  • Implementing first, validating later
  • Confidence-based verification skipping
  • Providing examples with specific syntax without verification
  • Stating “typical patterns” without confirming they apply
  • Suggesting “common practices” without checking current standards

Authoritative sources priority:

  1. Official docs (docs.*.com, developer.mozilla.org, *.org/docs)
  2. Standards bodies (ietf.org/rfc*, w3.org/TR/*, whatwg.org)
  3. Official repos (github.com/org/repo - README, issues, docs)
  4. Specifications (Wikipedia for international standards)

Procedure (minimal)

  1. Identify which parts of the answer require exactness.
  2. Fetch authoritative sources (Context7 for library docs; web fetch for standards/official docs).
  3. Cite the source explicitly when stating specifics.
  4. If sources are unavailable or unclear, say so and give a safe, general answer plus what to verify.

适合场景

01

用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

04

需要参考平台分布和安装热度时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

Claude Code

27.48%
按下载量换算45

Antigravity

24.4%
按下载量换算40

OpenCode

15.95%
按下载量换算26

Gemini CLI

11.99%
按下载量换算20

Codex

6.68%
按下载量换算11

windsurf

2.93%
按下载量换算5

安全审计

Gen Agent Trust Hub

可疑

Socket

通过

Snyk

可疑

权限和风险

external-service

该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

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。来源安全扫描存在 warning/failed 结果,不能写成本站确认安全。

来源信息

继续浏览同类 Skills