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Agent Skill · 研究检索

project-understanding(项目理解)

project-understanding 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。

project-understanding 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 44,644。

总安装 903周安装 38GitHub Stars 公开资料未说明下载 316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:project-understanding(项目理解)
来源仓库:https://github.com/evil-skills/project-understanding
仓库路径:skills/project-understanding
安装命令:
npx skills add https://github.com/evil-skills/project-understanding --skill project-understanding
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/evil-skills/project-understanding --skill project-understanding

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。

project-understanding 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。适用于项目背景调研、技术方案理解和需求澄清场景。支持基于自然语言输入生成上下文摘要和关联知识点索引。

安装前应核实是否具备读取项目文档或源码注释的能力。建议结合具体项目 README 和架构图验证理解内容的准确性。

来源仓库内路径:skills/project-understanding

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/evil-skills/project-understanding --skill proj…;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

project-understanding 怎么安装?

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

project-understanding 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。

project-understanding 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。

project-understanding 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。

project-understanding 用的人多吗?

公开数据是累计安装 903 次,近一周安装 38 次,下载 316 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。

project-understanding 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
project-understanding

项目理解 · 本页

903—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

Project Understanding

Overview

Automated repository intelligence via Tree-sitter indexing and PUI commands. Core principle: index once, then use focused packs (repomap/find/zoom/impact) instead of manual grep.

When to Use

  • Entering new codebase: Rapidly map structure and entry points
  • Planning refactors or hotfixes: Find callers and assess blast radius
  • Budgeting context: Fit repository summaries into LLM token limits
  • Time pressure: Reduce risk of missing indirect dependencies
  • Verification: Ensure changes don't violate architectural boundaries

When NOT to Use

  • Tiny repos: Manual reading is faster than indexing
  • Unsupported languages: Avoid relying on symbol graphs (see skills/project-understanding/references/LANG_SUPPORT.md)

Language Support (Read This Early)

  • Full symbol/call graph support: Python, JavaScript, TypeScript, Go, Rust
  • C/C++: Expect mostly file-level results; zoom/graph may show "Symbol not found"
  • Reference: skills/project-understanding/references/LANG_SUPPORT.md

Command Guardrails (No Exceptions)

  • Repo selection is the working directory. There is no --repo flag.
  • Always call "$PUI" from the target repo. Do not run ./scripts/pui.sh inside the target repo.
  • zoom target is positional. There is no --target or --file flag.
  • zoom does not accept file paths. Use a symbol id/name or file:line.

Core Workflow

  1. Set tool path once: PUI="/path/to/skills/project-understanding/scripts/pui.sh" (use pui.ps1 on Windows). Do NOT run ./scripts/pui.sh from the target repo.
  2. From the repo root (no --repo flag):

- "$PUI" index (or "$PUI" index build after big changes) - "$PUI" repomap --depth 2 --max-tokens auto

  1. Locate symbols:

- "$PUI" find "SymbolName" to get a symbol id (avoid guessing generic names) - "$PUI" zoom <symbol-id|name|file:line> (file paths alone will fail) - "$PUI" graph --symbol <symbol-id|name> --depth 2

  1. Assess impact:

- "$PUI" impact --files path/to/file --include-tests - "$PUI" impact --git-diff HEAD~1..HEAD

Example (Lean Boost)

From the project-understanding-skill repo root:

PUI="$(pwd)/skills/project-understanding/scripts/pui.sh"
cd ./codebases/lean-boost

"$PUI" index
"$PUI" repomap --depth 3 --max-tokens 1200
"$PUI" find "services_manager"
"$PUI" graph --symbol 70 --depth 1 --format mermaid
"$PUI" impact --files src/uninstall/leftovers_scanner.cpp --max-tokens 800

Installation

The skill works out of the box. On first run it bootstraps a shared virtual environment in ~/.local/share/pui/venv (or a local fallback). Repository indexes are stored in .pui/ under the project root.

Quick Reference

CommandPurposeKey Flag
indexBuild/update indexbuild, --force
repomapDirectory + top files--depth, --max-tokens
findSymbol search--limit, --format
zoomSymbol detail--max-tokens
graphCall/dependency graph--symbol, --depth
impactBlast radius analysis--files, --git-diff, --include-tests
architectureHigh-level architecture summary--format
depgraphModule dependency graph--scope, --format

Usage notes:

  • zoom target is positional; there is no --target flag.
  • zoom does not accept file paths; use a symbol id/name or file:line.
  • Use find first if you are unsure of symbol ids.

Impact Analysis Confidence

ScoreMeaningAction
0.9+Definite matchTrust & proceed
0.7-0.9Likely (imports)Verify manually
<0.7Heuristic/dynamicTreat as hints

Confidence signals are meaningful only for supported languages with symbol extraction.

Common Mistakes

  • Wrong script path: Running ./scripts/pui.sh from the repo root fails. Use an absolute path or PUI=....
  • Skipping index: Commands will fail or show stale data. Use index regularly; use index build for full rebuilds.
  • Wrong zoom target: zoom needs a symbol id/name or file:line. There is no --target flag.
  • Guessing symbols: Run find before zoom/graph, especially in large repos.
  • Inventing flags: There is no --repo flag; set the repo by cd into it.
  • Assuming C/C++ symbol graphs: Check skills/project-understanding/references/LANG_SUPPORT.md first.
  • Ignoring budget: Large repo-maps can burn 20k+ tokens. Use --depth or --max-tokens.

Rationalization Table

ExcuseReality
"I can just grep for imports"Grep misses indirect dependencies. impact is more accurate after indexing.
"Structure is obvious from folder names"Folder names are not dependency graphs. Use repomap and graph.
"Indexing takes too long"Indexing is incremental; manual tracing is slower and riskier.
"I haven't used the tool, so I'll skip it"First run cost is one-time; find + impact save time after.
"I'll just read the big files"Reading 600+ line files burns tokens and focus. zoom isolates the essential logic.
"The tool should be in./scripts here"The script lives in the skill directory. Set PUI first.
"I can zoom a file path"zoom needs a symbol id/name or file:line. File paths alone fail.

Red Flags - STOP and Index

  • You are about to publish an impact summary from manual grep alone.
  • You are guessing architecture based on folder names.
  • You see "Symbol not found" and keep going without checking language support or find.
  • You are about to run ./scripts/pui.sh inside the target repo.
  • You are about to pass a file path to zoom.
  • You are manually following imports through more than 2 files.
  • You are hitting context window limits with large code blocks.

All of these mean: run index, use repomap/find/impact, or verify language support first.

平台分布

Codex

34.81%
按下载量换算110

Claude

28.9%
按下载量换算91

Cursor

19.06%
按下载量换算60

Gemini CLI

8.85%
按下载量换算28

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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