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hindsight-self-hosted事后看来自托管

Agent Skill

hindsight-self-hosted 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

3,481

周安装

148

GitHub Stars

11,501

下载量

1,220
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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:hindsight-self-hosted(事后看来自托管)
来源仓库:https://github.com/vectorize-io/hindsight
仓库路径:skills/hindsight-self-hosted
安装命令:
npx skills add https://github.com/vectorize-io/hindsight --skill hindsight-self-hosted
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-self-hosted

简介

hindsight-self-hosted 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词快速定位候选结果时使用。

  • 适用于研究、数据整理或信息溯源等场景,可辅助 Agent 从多个来源中筛选出相关线索。
  • 通过关键词、任务场景或来源仓库进行检索,返回结构化结果供进一步分析。
  • 安装前需确认权限范围和维护状态,注意可能触发联网或文件读写操作。
  • 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。

SKILL.md

Hindsight Memory Skill (Self-Hosted)

You have persistent memory via a self-hosted Hindsight server. This memory bank can be 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: mkdir -p ~/.hindsight cat > ~/.hindsight/config << 'EOF' api_url = "<user's server URL>" api_key = "<user's API key>" EOF chmod 600 ~/.hindsight/config

- API URL: Their self-hosted Hindsight server URL (e.g., https://hindsight.mycompany.com) - API Key: Their authentication key

  1. Get the bank ID - ask the user for their 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

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

28.31%
按下载量换算345

windsurf

22.62%
按下载量换算276

trae

16.75%
按下载量换算204

OpenCode

12.51%
按下载量换算153

Codex

7.65%
按下载量换算93

Antigravity

3.16%
按下载量换算39

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

Snyk

未通过

权限和风险

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

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来源信息

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