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Agent Skill · 研究检索

witr-process-inspector(witr 过程检验员)

witr-process-inspector 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。

witr-process-inspector 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,权限为执行命令;许可证信息还不明确,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 5,859。

总安装 24,113周安装 985GitHub Stars 39下载 7,801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:witr-process-inspector(witr 过程检验员)
来源仓库:https://github.com/aradotso/trending-skills
仓库路径:skills/witr-process-inspector
安装命令:
npx skills add https://github.com/aradotso/trending-skills --skill witr-process-inspector
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/aradotso/trending-skills --skill witr-process-inspector

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。

witr-process-inspector 用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词或任务场景快速定位候选结果。通过 npx skills add 命令从指定仓库安装并使用。建议确认权限范围和维护状态,避免触发联网或文件读写。

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。

来源仓库内路径:skills/witr-process-inspector

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/aradotso/trending-skills --skill witr-process-…;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

    它需要执行命令,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

witr-process-inspector 怎么安装?

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

witr-process-inspector 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。

witr-process-inspector 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 npx skills add https://github.com/aradotso/trending-skills --skill witr-process-inspector 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

witr-process-inspector 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。

witr-process-inspector 用的人多吗?

公开数据是累计安装 24,113 次,近一周安装 985 次,下载 7,801 次,GitHub 39 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。

witr-process-inspector 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。

先想清楚的地方

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 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

  • 不能接受 Skill 在你机器上执行命令的人。
  • 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
witr-process-inspector

witr 过程检验员 · 本页

24,11339执行命令未明确未通过

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

witr — Why Is This Running?

Skill by ara.so — Daily 2026 Skills collection.

witr is a Go CLI/TUI tool that answers "why is this running?" for any process, service, or port. Instead of leaving you to correlate ps, lsof, ss, systemctl, and docker ps manually, witr makes the causality chain explicit — showing where a running thing came from, how it was started, and what chain of supervisors/containers/shells is responsible.


Installation

Quickest (Unix)

curl -fsSL https://raw.githubusercontent.com/pranshuparmar/witr/main/install.sh | bash

Quickest (Windows PowerShell)

irm https://raw.githubusercontent.com/pranshuparmar/witr/main/install.ps1 | iex

Package Managers

# Homebrew (macOS/Linux)
brew install witr

# Conda
conda install -c conda-forge witr

# Arch Linux (AUR)
yay -S witr-bin

# Windows winget
winget install -e --id PranshuParmar.witr

# Windows Scoop
scoop install main/witr

# Alpine / apk
sudo apk add --allow-untrusted ./witr-*.apk

# Go source install
go install github.com/pranshuparmar/witr/cmd/witr@latest

Key Commands & Flags

Basic Usage

# Inspect a process by PID
witr <pid>

# Inspect by process name (substring match)
witr <name>

# Inspect what's bound to a port
witr --port <port>
witr -p <port>

# Launch interactive TUI dashboard
witr --interactive
witr -i

# Show all running processes with causality info
witr --all
witr -a

# Output as JSON (for scripting)
witr --json <pid>

# Follow/watch mode — refresh automatically
witr --watch <pid>
witr -w <pid>

# Verbose output — show full environment and metadata
witr --verbose <pid>
witr -v <pid>

# Filter processes by user
witr --user <username>

# Show version
witr --version

Common Flag Reference

FlagShortDescription
--port-pInspect by port number
--interactive-iLaunch TUI dashboard
--all-aShow all processes
--jsonOutput as JSON
--watch-wAuto-refresh/follow
--verbose-vFull metadata output
--userFilter by OS user
--versionPrint version

Interactive TUI Mode

Launch the full dashboard:

witr -i
# or
witr --interactive

TUI Keybindings:

KeyAction
↑ / ↓Navigate process list
EnterExpand process detail / causality chain
fFilter/search processes
sSort by column
rRefresh
jToggle JSON view
q / Ctrl+CQuit

Example Outputs

Inspect a PID

witr 1234
PID: 1234
Name: node
Binary: /usr/local/bin/node
Started: 2026-03-18 09:12:44
User: ubuntu

Why is this running?
  └─ Started by: npm (PID 1200)
       └─ Started by: bash (PID 1180)
            └─ Started by: sshd (PID 980)
                 └─ Started by: systemd (PID 1) [service: sshd.service]

Inspect by Port

witr --port 8080
Port: 8080 (TCP, LISTEN)
Process: python3 (PID 4512)
Binary: /usr/bin/python3
User: deploy

Why is this running?
  └─ Started by: gunicorn (PID 4490)
       └─ Started by: systemd (PID 1) [service: myapp.service]
            Unit file: /etc/systemd/system/myapp.service
            ExecStart: /usr/bin/gunicorn app:app --bind 0.0.0.0:8080

JSON Output (for scripting)

witr --json 4512
{
  "pid": 4512,
  "name": "python3",
  "binary": "/usr/bin/python3",
  "user": "deploy",
  "started_at": "2026-03-18T09:00:00Z",
  "causality_chain": [
    {"pid": 4490, "name": "gunicorn", "type": "parent"},
    {"pid": 1,    "name": "systemd",  "type": "supervisor", "service": "myapp.service"}
  ]
}

Watch/Follow a Process

# Refresh every 2 seconds
witr --watch 4512

Common Patterns

Find Who Started a Port Listener

# Quick check: who owns port 5432 (Postgres)?
witr --port 5432

# Get machine-readable output for automation
witr --json --port 5432 | jq '.causality_chain[-1].service'

Audit All Running Services

# List everything with causality, pipe to less
witr --all | less

# Export full audit to JSON
witr --all --json > audit.json

Inspect a Docker/Container Process

# witr understands container boundaries
witr <pid-of-containerized-process>
# Output will show: container → container runtime → systemd chain

Use in a Shell Script

#!/usr/bin/env bash
# Check if port 8080 is in use and why
if witr --json --port 8080 > /tmp/witr_out.json 2>/dev/null; then
  SERVICE=$(jq -r '.causality_chain[-1].service // "unknown"' /tmp/witr_out.json)
  echo "Port 8080 is owned by service: $SERVICE"
else
  echo "Port 8080 is not in use"
fi

Filter Processes by User

# Show only processes owned by www-data and why they're running
witr --all --user www-data

Platform Support

PlatformArchitecturesNotes
Linuxamd64, arm64Full support
macOSamd64, arm64 (Apple Silicon)Full support
Windowsamd64Full support
FreeBSDamd64, arm64Full support

Go Integration (Embedding witr Logic)

If you want to use witr programmatically in a Go project:

go get github.com/pranshuparmar/witr
package main

import (
    "fmt"
    "github.com/pranshuparmar/witr/pkg/inspector"
)

func main() {
    // Inspect a process by PID
    result, err := inspector.InspectPID(1234)
    if err != nil {
        panic(err)
    }

    fmt.Printf("Process: %s\n", result.Name)
    for _, link := range result.CausalityChain {
        fmt.Printf("  └─ %s (PID %d)\n", link.Name, link.PID)
    }
}
// Inspect by port
result, err := inspector.InspectPort(8080, "tcp")
if err != nil {
    panic(err)
}
fmt.Printf("Port 8080 owned by PID %d (%s)\n", result.PID, result.Name)

Troubleshooting

Permission Denied on Some PIDs

# witr needs read access to /proc (Linux) or equivalent
# Run with sudo for system-level processes
sudo witr <pid>
sudo witr --port 80

Binary Not Found After Install

# Ensure install location is in PATH
export PATH="$PATH:/usr/local/bin"   # Unix default install
# or for Go installs:
export PATH="$PATH:$(go env GOPATH)/bin"

Port Not Found / No Output

# Confirm port is actually listening first
ss -tlnp | grep <port>       # Linux
netstat -an | grep <port>    # macOS/Windows

# Then retry
witr --port <port>

TUI Not Rendering Correctly

# Ensure terminal supports 256 colors
export TERM=xterm-256color
witr --interactive

# If on Windows, use Windows Terminal for best TUI experience

Process Exited Before Inspection

# witr can only inspect currently running processes
# Use --watch on a long-running process to monitor it
witr --watch <pid>

macOS: Requires Elevated Access for Some Processes

# System Integrity Protection may restrict some process metadata
sudo witr <pid>

Quick Reference Card

witr <pid>              # Why is PID X running?
witr <name>            # Why is process "nginx" running?
witr -p <port>         # What's on port 8080 and why?
witr -i                # Interactive TUI dashboard
witr -a                # Show all processes + causality
witr --json <pid>      # Machine-readable output
witr -w <pid>          # Watch/follow a process
witr -v <pid>          # Verbose: full env + metadata
witr --user <user>     # Filter by OS user

平台分布

Codex

39.09%
按下载量换算3,049

Claude

27.95%
按下载量换算2,180

Cursor

18.78%
按下载量换算1,465

Gemini CLI

9.44%
按下载量换算736

安全审计

Gen Agent Trust Hub

未通过

Socket

可疑

Snyk

未通过

权限和风险

执行命令

安装流程涉及命令执行,可能通过 npx skills add https://github.com/aradotso/trending-skills --skill witr-process-inspector 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

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。目前只有一个公开来源,建议同时核对源仓库。

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