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Agent Skill · 研究检索

hindsight-cloud(后见之明云)

hindsight-cloud 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。

hindsight-cloud 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,权限为接触敏感数据;许可证为 MIT,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 36,469。

总安装 1,920周安装 80GitHub Stars 11,384下载 640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:hindsight-cloud(后见之明云)
来源仓库:https://github.com/vectorize-io/hindsight
仓库路径:skills/hindsight-cloud
安装命令:
npx skills add https://github.com/vectorize-io/hindsight --skill hindsight-cloud
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/vectorize-io/hindsight --skill hindsight-cloud

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。

用于查找、检索和筛选相关信息。hindsight-cloud 属于研究检索类 Skill,可作为该场景下的辅助能力补充。适合根据关键词或任务场景快速定位候选结果。可结合来源仓库和原始 README 核验具体用法。安装前建议确认权限范围和维护状态。

适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。注意是否会触发联网、命令执行或文件读写。

来源仓库内路径:skills/hindsight-cloud

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/vectorize-io/hindsight --skill hindsight-cloud;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

    它需要接触敏感数据,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

hindsight-cloud 怎么安装?

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

hindsight-cloud 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。

hindsight-cloud 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

hindsight-cloud 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。

hindsight-cloud 用的人多吗?

公开数据是累计安装 1,920 次,近一周安装 80 次,下载 640 次,GitHub 11,384 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。

hindsight-cloud 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

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。
  • 3 个目录同时收录,说明这个 Skill 流传比较广。
  • 许可证明确为 MIT,商用和分发边界好判断。
  • 来源仓库有 11,384 星,维护活跃度相对可查。

先想清楚的地方

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 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

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 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
hindsight-cloud

后见之明云 · 本页

1,92011,384接触敏感数据MIT未通过

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

Hindsight Memory Skill (Cloud)

You have persistent memory via Hindsight Cloud. This memory bank is shared with the team, so knowledge stored here benefits everyone working on this codebase.

Proactively store team knowledge and recall context to provide better assistance.

Setup Check (First-Time Only)

Before using memory commands, verify the Hindsight CLI is configured:

cat ~/.hindsight/config

If the file doesn't exist or is missing credentials, help the user set it up:

  1. Install the CLI (if hindsight command not found): curl -fsSL https://hindsight.vectorize.io/get-cli | bash
  2. Create the config file - ask the user for their API Key (get it from https://ui.hindsight.vectorize.io): mkdir -p ~/.hindsight cat > ~/.hindsight/config << 'EOF' api_url = "https://api.hindsight.vectorize.io" api_key = "<user's API key>" EOF chmod 600 ~/.hindsight/config
  3. Get the bank ID - ask the user for their team's bank ID (e.g., team-myproject)

After setup, use the bank ID in all commands below.

How Hindsight Works

When you call retain, Hindsight does not store the string as-is. The server runs an internal pipeline that:

  1. Extracts structured facts from the content using an LLM
  2. Identifies entities (people, tools, concepts) and links related facts
  3. Builds temporal and causal relationships between facts
  4. Generates embeddings for semantic search

This means you should pass rich, full-context content — the server is better at extracting what matters than a pre-summarized string. Your job is to decide when to store, not what to extract.

Commands

Replace <bank-id> with the user's actual bank ID (e.g., team-frontend).

Store a memory

Use memory retain to store what you learn. Pass full context — raw observations, session notes, or detailed descriptions:

hindsight memory retain <bank-id> "The project uses ESLint configured with the Airbnb rule set and Prettier for formatting. Auto-fix on save is enabled in the editor config."
hindsight memory retain <bank-id> "Ran the test suite with NODE_ENV=test. Tests pass. Without NODE_ENV=test, the suite fails with a missing config error." --context procedures
hindsight memory retain <bank-id> "Build failed on Node 18 with error 'ERR_UNSUPPORTED_ESM_URL_SCHEME'. Switched to Node 20 and build succeeded." --context learnings
hindsight memory retain <bank-id> "Alice reviewed the PR and asked for verbose commit messages that explain the motivation, not just what changed." --context preferences

You can also pass a raw conversation transcript with timestamps:

hindsight memory retain <bank-id> "[2026-03-16T10:12:03] User: The auth tests keep failing on CI but pass locally. Any idea?
[2026-03-16T10:12:45] Assistant: Let me check the CI logs. Looks like the tests are running without the TEST_DATABASE_URL env var set — they fall back to the production DB URL and hit a connection timeout.
[2026-03-16T10:13:20] User: Ah right, I never added that to the CI secrets. Adding it now.
[2026-03-16T10:15:02] User: That fixed it. All green now." --context learnings

Recall memories

Use memory recall BEFORE starting tasks to get relevant context:

hindsight memory recall <bank-id> "project conventions and coding standards"
hindsight memory recall <bank-id> "Alice preferences for this project"
hindsight memory recall <bank-id> "what issues have we encountered before"
hindsight memory recall <bank-id> "how does the auth module work"

Reflect on memories

Use memory reflect to synthesize context:

hindsight memory reflect <bank-id> "How should I approach this task based on past experience?"

IMPORTANT: When to Store Memories

This is a shared team bank. Store knowledge that benefits the team. For individual preferences, include the person's name.

Project/Team Conventions (shared)

  • Coding standards ("Project uses 2-space indentation")
  • Required tools and versions ("Project requires Node 20+, PostgreSQL 15+")
  • Linting and formatting rules ("ESLint with Airbnb config")
  • Testing conventions ("Integration tests require Docker running")
  • Branch naming and PR conventions

Individual Preferences (attribute to person)

  • Personal coding style ("Alice prefers explicit type annotations")
  • Communication preferences ("Bob prefers detailed PR descriptions")
  • Tool preferences ("Carol uses vim keybindings")

Procedure Outcomes

  • Steps that successfully completed a task
  • Commands that worked (or failed) and why
  • Workarounds discovered
  • Configuration that resolved issues

Learnings from Tasks

  • Bugs encountered and their solutions
  • Performance optimizations that worked
  • Architecture decisions and rationale
  • Dependencies or version requirements

Team Knowledge

  • Onboarding information for new team members
  • Common pitfalls and how to avoid them
  • Architecture decisions and their rationale
  • Integration points with external systems
  • Domain knowledge and business logic explanations

IMPORTANT: When to Recall Memories

Always recall before:

  • Starting any non-trivial task
  • Making decisions about implementation
  • Suggesting tools, libraries, or approaches
  • Writing code in a new area of the project
  • When answering questions about the codebase
  • When a team member asks how something works

Best Practices

  1. Store immediately: When you discover something, store it right away
  2. Pass rich context: Include full observations, not pre-summarized strings — the server extracts facts automatically
  3. Include outcomes: Store what happened AND why, including failures and workarounds
  4. Recall first: Always check for relevant context before starting work
  5. Think team-first: Store knowledge that would help other team members
  6. Attribute individual preferences: Store "Alice reviewed the PR and asked for X" not just "User prefers X"
  7. Distinguish project vs personal: Project conventions apply to everyone; personal preferences are per-person
  8. Use --context for metadata: The --context flag labels the type of memory (e.g., procedures, learnings, preferences), not a replacement for full content

平台分布

Claude Code

28.59%
按下载量换算183

windsurf

23.55%
按下载量换算151

trae

19.67%
按下载量换算126

OpenCode

14.37%
按下载量换算92

Codex

8.8%
按下载量换算56

Antigravity

3.3%
按下载量换算21

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

Snyk

未通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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。来源安全扫描存在提醒或未通过项,安装前请自行复核。

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