Token导航 LogoToken导航

Agent Skill · 研究检索

manufacturingdemo(manufacturingdemo 搜索)

manufacturingdemo 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。

manufacturingdemo 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;许可证为 MIT,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 47,393。

总安装 734周安装 30GitHub Stars 1下载 238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:manufacturingdemo(manufacturingdemo 搜索)
来源仓库:https://github.com/robdtaylor/personal-ai-infrastructure
仓库路径:skills/manufacturingdemo
安装命令:
npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill Manufacturingdemo
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/robdtaylor/personal-ai-infrastructure --skill Manufacturingdemo

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。

manufacturingdemo 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中快速定位候选结果。适用于制造演示、案例研究或行业解决方案检索场景。通过 npx skills add 命令从指定 GitHub 仓库安装并使用。

安装前建议确认权限范围、维护状态及是否触发联网或文件操作。具体用法可结合原始 README 和仓库内容进一步核验。

来源仓库内路径:skills/manufacturingdemo

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/robdtaylor/personal-ai-infrastructure --skill…;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

manufacturingdemo 怎么安装?

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

manufacturingdemo 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。

manufacturingdemo 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。

manufacturingdemo 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。

manufacturingdemo 用的人多吗?

公开数据是累计安装 734 次,近一周安装 30 次,下载 238 次,GitHub 1 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。

manufacturingdemo 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。
  • 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。
  • 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

  • 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。
  • 需要许可证清楚、并且有第三方扫描结果的团队项目。

不太适合

  • 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
manufacturingdemo

manufacturingdemo 搜索 · 本页

7341需要联网MIT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

Manufacturing Operations Knowledge Base

Company: Demo Manufacturing Ltd (Example) Last Updated: 2026-01-11 Knowledge Source: Captured from shop floor experts Powered by: Taylored Systems — turning tribal knowledge into queryable AI

This demonstrates how Taylored Systems turns expert experience into queryable, AI-accessible tribal knowledge — your team's know-how, instantly searchable. Taylored Systems captures the unwritten expertise that lives in your team's heads and makes it available to every operator, every shift, instantly.


Workflow Routing

This skill answers queries directly from its embedded knowledge base. Route to the relevant section based on query type:

Query TypeKeywordsSection
CNC Setup"set up", "speeds", "feeds", "aluminium", "steel", "tooling"§1: CNC Machine Setup
Quality Control"inspection", "first-off", "CMM", "tolerance", "reject", "incoming"§2: Quality Control
Machine Errors"error code", "E-47", "alarm", "fault", "not working"§3: Machine Error Codes
Startup/Shutdown"morning", "startup", "checklist", "end of shift", "daily"§4: Daily Startup
Safety"PPE", "safety", "emergency", "fire", "injury", "accident"§5: Safety
Troubleshooting"problem", "chatter", "oversize", "rough finish", "tool breakage"§6: Troubleshooting

Examples

Example 1: New operator setup question

User: "How do I set up the CNC for aluminium?"
→ Routes to §1.1 (Aluminium Setup, Haas VF-2)
→ Returns step-by-step: torque spec (45 Nm), work offset procedure, speed/feed tables
→ Includes Dave's tribal tip: 7075 needs 20% speed reduction vs 6061

Example 2: Machine fault diagnosis

User: "Machine 3 is showing error code E-47, what do I do?"
→ Routes to §3.1 (Haas VF-2 Error Codes)
→ Returns: Spindle overload — stop program, check chip pack/dull tool/excessive DOC
→ Includes escalation path: Maintenance Ext 247

Example 3: Client demo of the system

User: "Show me how this works — I'm a potential customer"
→ Presents knowledge base overview and "How To Use This Skill" section
→ Demonstrates how expert knowledge (Dave's 30 years, Sarah's QC insight) is captured and searchable
→ Explains: in your real system, all content comes from YOUR team's actual procedures

How To Use This Skill

This demonstrates how Taylored Systems captures and structures manufacturing knowledge. Staff can ask natural questions like:

  • "How do I set up the CNC for aluminium?"
  • "What's the inspection process for incoming materials?"
  • "Machine 3 is showing error code E-47, what do I do?"
  • "New starter here - what's the morning startup procedure?"

The AI returns YOUR company's actual procedures, not generic internet answers.


1. CNC Machine Setup Procedures

1.1 Aluminium Setup (Haas VF-2)

Before you start:

  • Check job card for material spec (6061-T6 vs 7075 - DIFFERENT SPEEDS)
  • Verify tooling is correct for the job
  • Ensure coolant level is above MIN line

Setup steps:

  1. Load material

- Use soft jaws for finished surfaces - Torque to 45 Nm - no more (Dave's tip: "finger tight plus quarter turn") - Check runout with dial indicator - must be <0.02mm

  1. Set work offset

- Touch off X, Y from datum hole - Z from top of stock - LEAVE 0.5mm safety margin - Double-check G54 values before running

  1. Speed and feed for 6061-T6 Operation Speed (RPM) Feed (mm/min) DOC (mm) Roughing 8000 2000 3.0 Finishing 10000 1500 0.5 Drilling 4000 800 -
  2. Speed and feed for 7075-T6 (harder - reduce by 20%) Operation Speed (RPM) Feed (mm/min) DOC (mm) Roughing 6500 1600 2.5 Finishing 8000 1200 0.5 Drilling 3200 650 -
  3. First part checks

- Run at 50% feed override first cycle - Stop after roughing, measure critical dims - Only go full speed after first part approved

Common mistakes:

  • Running 7075 at 6061 speeds → tool breakage
  • Forgetting coolant → surface finish issues
  • Not checking runout → parts out of tolerance

1.2 Steel Setup (Haas VF-2)

Critical difference from aluminium: Lower speeds, higher rigidity needed

Setup steps:

  1. Material check

- Mild steel (1018/1020): Standard setup - 4140: Pre-heat treated? Check hardness first - Stainless (304/316): COMPLETELY different - see section 1.3

  1. Speed and feed for mild steel Operation Speed (RPM) Feed (mm/min) DOC (mm) Roughing 3000 800 2.0 Finishing 4000 600 0.3 Drilling 1500 200 -
  2. Tooling notes

- Use coated carbide (TiAlN) not HSS - Check insert condition - steel kills worn inserts fast - Minimum stickout on endmills

Dave's wisdom: "If it's squealing, you're going too fast. If it's rubbing, you're going too slow. Sweet spot is a nice consistent hiss."


2. Quality Control Procedures

2.1 Incoming Material Inspection

Every delivery must be checked before going to stock.

Step 1: Paperwork check

  • Mill cert matches PO material spec
  • Heat/batch numbers recorded
  • Quantity matches delivery note

Step 2: Visual inspection

  • No visible damage, corrosion, contamination
  • Protective packaging intact
  • Correct size/form (bar, plate, tube)

Step 3: Dimensional check (sample)

  • Measure 3 pieces per batch (or 10% if <30 pieces)
  • Check OD/thickness against spec
  • Record on incoming inspection form

Step 4: Material verification (if critical)

  • PMI test for stainless/alloy steel
  • Hardness test if heat treatment specified
  • Record results on cert

Reject if:

  • Material doesn't match cert
  • Dimensions outside tolerance
  • Visible defects
  • Missing paperwork (quarantine until resolved)

Where to log: Incoming Inspection Register (blue folder, QC office)


2.2 In-Process Inspection

First-off inspection (MANDATORY):

  • 100% dimensional check against drawing
  • Sign-off by setter AND operator
  • Keep first-off part until batch complete

Patrol inspection:

  • Every 20 parts OR every hour, whichever is sooner
  • Check 3 critical dimensions (marked on drawing)
  • Record on SPC chart if applicable

What to do if out of tolerance:

  1. STOP machine immediately
  2. Quarantine suspect parts (red bin)
  3. Inform supervisor
  4. Check last good part - when did drift start?
  5. Measure tool wear
  6. Adjust and re-validate with new first-off

2.3 Final Inspection

Before parts leave:

  • All dimensions per drawing (CMM report for complex parts)
  • Surface finish check (comparator or profilometer)
  • Visual inspection - no burrs, scratches, handling marks
  • Quantity count matches job card
  • Parts cleaned and preserved
  • Paperwork complete (job card, inspection report, any NCRs)

Sign-off required by: QC Inspector (or supervisor if QC unavailable)


3. Machine Error Codes

3.1 Haas VF-2 Common Errors

CodeMeaningWhat To Do
E-47Spindle overloadStop program. Check for chip pack, dull tool, or excessive DOC. Reduce load and restart.
E-52Servo overload (axis)Check for crash or obstruction. Power cycle. If persists, call maintenance.
E-91Low coolantTop up coolant tank. Check for leaks.
E-102Tool not clampedClean taper, check drawbar. Try re-clamping. If persists, check retention knob.
E-200Emergency stopCheck all E-stops. Reset and restart.
E-310Encoder errorPower cycle machine. If persists, call Haas service.

3.2 Before Calling Maintenance

Try these first:

  1. Note exact error code and what machine was doing
  2. Power cycle (off for 30 seconds, back on)
  3. Check obvious things: coolant, air pressure, chip buildup
  4. Check maintenance log - has this happened before?

Maintenance contact: Extension 247 (day shift) / Mobile: [number] (out of hours)


4. Daily Startup Procedure

4.1 Morning Checklist (All CNC Machines)

Before starting any machine:

  • Visual walkaround - no leaks, damage, obstructions
  • Check coolant level (top up if below MIN)
  • Check way oil level (weekly or per OEM spec)
  • Air pressure at 6-7 bar
  • Swarf cleared from work area
  • Guards in place and functional

Machine startup:

  1. Main power ON
  2. Wait for control to boot (30-60 sec)
  3. Release E-stop
  4. Home all axes (press HOME ALL)
  5. Warm-up cycle: Run spindle 2000 RPM for 5 mins, rapid axes through full travel
  6. Check ATC function (tool change test)

Log startup in machine logbook - time, operator name, any issues noted


4.2 End of Shift Procedure

Before you leave:

  • Current job complete or safely paused at good point
  • Parts counted and logged
  • Machine in safe state (spindle stopped, coolant off)
  • Work area clean - swarf removed, tools put away
  • Job card updated with completed qty
  • Issues noted in logbook for next shift

DO NOT leave machine running unattended overnight unless approved.


5. Safety Procedures

5.1 PPE Requirements

Minimum PPE on shop floor:

  • Safety glasses (always)
  • Safety boots (steel toe)
  • No loose clothing, jewelry, or dangling items
  • Long hair tied back

Additional PPE for specific tasks:

  • Cutting fluid handling: Nitrile gloves, apron
  • Grinding: Face shield, hearing protection
  • Lifting >15kg: Back support belt available

5.2 Emergency Procedures

Fire:

  1. Raise alarm (red break-glass points)
  2. If safe, use extinguisher on small fires only
  3. Evacuate via nearest exit
  4. Assemble at car park (far end)
  5. Do NOT re-enter until all-clear given

Injury:

  1. Stop machine/process
  2. First aid kit: QC office, goods-in, break room
  3. First aiders: [Names - typically posted on notice board]
  4. Serious injury: Call 999, then reception

Spillage:

  • Coolant/oil: Use spill kit (yellow bin by goods-in)
  • Contain, absorb, dispose in hazardous waste
  • Report to supervisor

6. Troubleshooting Common Issues

6.1 Surface Finish Problems

SymptomLikely CauseFix
Chatter marksToo much stickout / speed too highReduce stickout, reduce speed 20%
Rough finishDull tool / wrong feedChange insert, check feed rate
Built-up edgeSpeed too low (aluminium)Increase speed, check coolant flow
Burn marksSpeed too high / no coolantReduce speed, check coolant aimed at cut
Tearing (aluminium)Wrong tool geometryUse sharper tool, higher rake angle

6.2 Dimensional Problems

SymptomLikely CauseFix
Consistent oversizeTool wear compensation wrongRe-measure tool, update offset
Random variationLoose workholding / thermalCheck clamp torque, allow warm-up
Taper on diameterTailstock alignment (lathe)Check and adjust alignment
Parts growing over runThermal expansionLet machine warm up, check more frequently

6.3 Tool Breakage

If a tool breaks:

  1. STOP - do not run next tool over broken tool fragments
  2. Remove workpiece carefully
  3. Inspect for damage to part and machine
  4. Find root cause before restarting:

- Excessive load? Check program, speeds/feeds - Worn tool run too long? Check tool life tracking - Programming error? Check toolpath for gouges - Wrong tool for material? Verify tool selection


7. Key Contacts

RoleNameContact
Shift Supervisor (Days)[Name]Ext 201
Shift Supervisor (Nights)[Name]Ext 202
Maintenance[Name]Ext 247 / Mobile
Quality Manager[Name]Ext 215
Health & Safety[Name]Ext 220
Goods In[Name]Ext 230

8. Tribal Knowledge - Tips from the Team

From Dave (30 years on the floor):

"If the machine sounds wrong, it IS wrong. Stop and look before you make scrap."
"First part is free. Take your time. Second part is where you find out if you got it right."
"Write down what you changed. I don't care if it's on a napkin. Next week you won't remember."

From Sarah (Quality):

"Measure twice, cut once. Then measure again because the first measurement was probably wrong."
"If you're not sure, ask. Nobody ever got fired for double-checking."

From Mike (Maintenance):

"Clean machines break less. 5 minutes of cleaning saves 5 hours of breakdown."
"If the same fault happens three times, there's a root cause we haven't found. Don't just reset and hope."

Version History

VersionDateChangesAuthor
1.02026-01-11Initial demo versionTaylored Systems

*This is a Taylored Systems demonstration skill. In a real implementation, all content would be captured from YOUR team, YOUR equipment, YOUR procedures — structured and delivered by Taylored Systems so your tribal knowledge is never lost.*

平台分布

Claude Code

28.45%
按下载量换算68

windsurf

24.58%
按下载量换算59

Cursor

17.64%
按下载量换算42

Antigravity

13.47%
按下载量换算32

Gemini CLI

7.68%
按下载量换算18

trae

3.37%
按下载量换算8

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。

继续浏览同类 Skills