cuttingparams
Cutting parameter lookup and optimization for CNC machining. Covers feeds, speeds, depths of cut for common materials and operations. USE WHEN user asks 'feeds and speeds', 'cutting parameters', 'SFM for', 'what RPM', 'feed rate for', 'DOC for', or needs machining parameter guidance.
- Installs
- 42
- Last 24h
- —
- Trending rank
- —
- Security
- Not audited
Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill cuttingparams- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads cuttingparams automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
CuttingParams - Machining Parameter Reference
Purpose: Quick lookup and calculation of cutting parameters. Starting points that work, with adjustment guidance.
When to Activate
- "What's the SFM for 316 stainless?"
- "Feeds and speeds for 7075 aluminium"
- "What RPM for a 12mm endmill in steel?"
- "Recommended DOC for titanium roughing"
- "Help me optimize my cutting parameters"
Workflow Routing
| User Request | Route |
|---|---|
| "feeds and speeds for [material]" | Look up material in turning/milling tables, return Vc + feed range |
| "what RPM for [diameter] in [material]" | Calculate RPM = (Vc × 318.3) / diameter |
| "SFM for [material]" | Convert: SFM × 0.3048 = m/min; m/min × 3.28084 = SFM |
| "DOC for [operation]" | Return DOC column from material table |
| "help with chatter / tool wear / surface finish" | Route to Troubleshooting Parameters section |
| "Swiss machine / CITIZEN params" | Route to Swiss Machine Parameters section |
| "optimize parameters" | Compare current vs table values, suggest adjustments |
Examples
Example 1 — RPM calculation for 12mm endmill in 316SS:
"What RPM for a 12mm endmill in 316 stainless?" Vc = 90 m/min (starting point), RPM = (90 × 318.3) / 12 = 2,387 RPM Feed = Fz × flutes × RPM = 0.06 × 5 × 2387 = 716 mm/min
Example 2 — Turning parameters for Ti-6Al-4V:
"Feeds and speeds for titanium turning" Roughing: Vc 40–70 m/min, Feed 0.1–0.2 mm/rev, DOC 0.8–2mm Finishing: Vc 55–90 m/min, Feed 0.06–0.1 mm/rev Tool: Uncoated or PVD carbide, high-pressure coolant 70+ bar
Example 3 — Troubleshooting chatter:
"I'm getting chatter on 4140 steel — what should I adjust?" Check: tool overhang (reduce stickout), try ±20% RPM change, increase feed/DOC, verify workholding rigidity, try smaller nose radius insert
Core Formulas
Unit Conversions
SFM to m/min (correct formula):
Feed Rate
Turning:
Feed (mm/min) = Feed per Rev (mm/rev) × RPM
Milling:
Feed (mm/min) = Feed per Tooth (mm/tooth) × Number of Teeth × RPM
Metal Removal Rate (MRR)
Turning:
MRR (cm³/min) = DOC × Feed × Vc × 1000
Milling:
MRR (cm³/min) = WOC × DOC × Feed Rate / 1000
Material Parameters - Turning
Aluminium Alloys
| Material | Vc Rough (m/min) | Vc Finish (m/min) | Feed Rough (mm/rev) | Feed Finish (mm/rev) | DOC Rough (mm) |
|---|---|---|---|---|---|
| 6061-T6 | 300-500 | 400-600 | 0.2-0.4 | 0.08-0.15 | 2-5 |
| 7075-T6 | 250-400 | 350-500 | 0.15-0.35 | 0.08-0.12 | 2-4 |
| 2024-T3 | 250-400 | 350-500 | 0.15-0.35 | 0.08-0.12 | 2-4 |
| Cast Aluminium | 200-350 | 300-450 | 0.15-0.3 | 0.08-0.12 | 1.5-3 |
Tool: Uncoated carbide, polished rake face, sharp edge Coolant: Flood or mist, water-soluble OK
Carbon & Alloy Steels
| Material | Hardness | Vc Rough (m/min) | Vc Finish (m/min) | Feed Rough (mm/rev) | Feed Finish (mm/rev) | DOC Rough (mm) |
|---|---|---|---|---|---|---|
| 1018 | 130 HB | 180-250 | 220-300 | 0.2-0.4 | 0.08-0.15 | 2-4 |
| 1045 | 180 HB | 150-220 | 180-260 | 0.15-0.35 | 0.08-0.12 | 1.5-3.5 |
| 4140 | 200 HB | 120-180 | 150-220 | 0.15-0.3 | 0.08-0.12 | 1.5-3 |
| 4140 | 300 HB | 80-120 | 100-150 | 0.1-0.25 | 0.05-0.1 | 1-2.5 |
| 4340 | 280 HB | 90-140 | 120-170 | 0.1-0.25 | 0.05-0.1 | 1-2.5 |
Tool: Coated carbide (CVD for roughing, PVD for finishing) Coolant: Flood, high-pressure preferred
Stainless Steels
| Material | Vc Rough (m/min) | Vc Finish (m/min) | Feed Rough (mm/rev) | Feed Finish (mm/rev) | DOC Rough (mm) |
|---|---|---|---|---|---|
| 303 | 120-180 | 150-220 | 0.15-0.3 | 0.08-0.12 | 1.5-3 |
| 304 | 100-150 | 120-180 | 0.12-0.25 | 0.06-0.1 | 1-2.5 |
| 316 | 80-130 | 100-160 | 0.1-0.22 | 0.05-0.1 | 1-2 |
| 316L | 80-120 | 100-150 | 0.1-0.2 | 0.05-0.1 | 1-2 |
| 17-4PH (H1025) | 70-110 | 90-140 | 0.1-0.2 | 0.05-0.08 | 0.8-1.8 |
| 17-4PH (H900) | 50-80 | 70-100 | 0.08-0.15 | 0.04-0.08 | 0.5-1.5 |
Tool: PVD coated carbide (TiAlN, AlTiN), positive rake Coolant: High-pressure flood essential, don't let it rub Warning: Work hardens - stay aggressive, don't dwell
Tool Steels
| Material | Condition | Vc Rough (m/min) | Vc Finish (m/min) | Feed Rough (mm/rev) | Feed Finish (mm/rev) |
|---|---|---|---|---|---|
| D2 | Annealed | 60-100 | 80-120 | 0.1-0.2 | 0.05-0.1 |
| D2 | Hardened (58-62 HRC) | CBN/Ceramic only | 80-150 | 0.05-0.12 | 0.03-0.08 |
| H13 | Annealed | 80-120 | 100-150 | 0.12-0.22 | 0.06-0.1 |
| H13 | Hardened (48-52 HRC) | 40-70 | 60-100 | 0.08-0.15 | 0.04-0.08 |
| A2 | Annealed | 70-110 | 90-140 | 0.1-0.2 | 0.05-0.1 |
| S7 | Annealed | 80-120 | 100-150 | 0.12-0.22 | 0.06-0.1 |
Tool: For hardened - CBN or ceramic inserts Coolant: Often dry for hardened (CBN), flood for annealed
Titanium Alloys
| Material | Vc Rough (m/min) | Vc Finish (m/min) | Feed Rough (mm/rev) | Feed Finish (mm/rev) | DOC Rough (mm) |
|---|---|---|---|---|---|
| CP Grade 2 | 60-90 | 80-120 | 0.15-0.25 | 0.08-0.12 | 1-2.5 |
| Ti-6Al-4V | 40-70 | 55-90 | 0.1-0.2 | 0.06-0.1 | 0.8-2 |
| Ti-6Al-4V (aged) | 35-55 | 45-75 | 0.08-0.15 | 0.05-0.08 | 0.5-1.5 |
Tool: Uncoated or PVD carbide, sharp edge, positive rake Coolant: HIGH-PRESSURE flood (70+ bar), copious amounts Warning: Fire risk with chips, poor thermal conductivity
Superalloys
| Material | Vc Rough (m/min) | Vc Finish (m/min) | Feed Rough (mm/rev) | Feed Finish (mm/rev) | DOC Rough (mm) |
|---|---|---|---|---|---|
| Inconel 718 | 25-45 | 35-60 | 0.1-0.18 | 0.05-0.1 | 0.5-1.5 |
| Inconel 625 | 25-40 | 35-55 | 0.08-0.15 | 0.05-0.08 | 0.5-1.2 |
| Hastelloy C-276 | 20-35 | 30-50 | 0.08-0.15 | 0.04-0.08 | 0.4-1 |
| Waspaloy | 20-40 | 30-55 | 0.08-0.15 | 0.05-0.08 | 0.5-1.2 |
Tool: Ceramic (roughing), CBN (finishing), or whisker-reinforced Coolant: High-pressure flood or dry with ceramic Warning: Extreme tool wear, work hardens badly
Plastics
| Material | Vc (m/min) | Feed (mm/rev) | DOC (mm) | Notes |
|---|---|---|---|---|
| Delrin/Acetal | 200-400 | 0.1-0.3 | 1-4 | Sharp tools, watch heat |
| Nylon | 150-300 | 0.1-0.25 | 1-3 | Flexible, support well |
| PEEK | 100-200 | 0.08-0.2 | 0.5-2 | Expensive, careful |
| PTFE | 150-300 | 0.1-0.25 | 1-3 | Very flexible |
| Polycarbonate | 150-300 | 0.1-0.2 | 0.5-2 | Stress cracking risk |
Tool: Sharp, polished, uncoated carbide or PCD Coolant: Air blast or mist (avoid flooding most plastics)
Brass & Bronze
| Material | Vc Rough (m/min) | Vc Finish (m/min) | Feed Rough (mm/rev) | Feed Finish (mm/rev) |
|---|---|---|---|---|
| Free-cutting Brass | 200-400 | 300-500 | 0.15-0.35 | 0.08-0.15 |
| Naval Brass | 150-250 | 200-350 | 0.12-0.28 | 0.06-0.12 |
| Phosphor Bronze | 100-180 | 150-250 | 0.1-0.22 | 0.05-0.1 |
| Aluminium Bronze | 80-140 | 120-200 | 0.1-0.2 | 0.05-0.1 |
Tool: Uncoated carbide, neutral or slightly negative rake for brass Coolant: Often dry, light mist for finish
Material Parameters - Milling
Aluminium Alloys
| Material | Vc (m/min) | Fz Rough (mm/tooth) | Fz Finish (mm/tooth) | Ae Rough | Ap Rough |
|---|---|---|---|---|---|
| 6061-T6 | 300-600 | 0.1-0.2 | 0.05-0.1 | 50-70% | 1-2×D |
| 7075-T6 | 250-500 | 0.08-0.18 | 0.04-0.08 | 50-70% | 1-1.5×D |
Tool: 2-3 flute, polished, high helix (45°), uncoated or ZrN
Steels
| Material | Hardness | Vc (m/min) | Fz Rough (mm/tooth) | Fz Finish (mm/tooth) | Ae Rough | Ap Rough |
|---|---|---|---|---|---|---|
| 1018 | 130 HB | 150-250 | 0.08-0.15 | 0.04-0.08 | 40-60% | 0.5-1×D |
| 4140 | 200 HB | 100-180 | 0.06-0.12 | 0.03-0.06 | 30-50% | 0.5-1×D |
| 4140 | 300 HB | 60-100 | 0.04-0.1 | 0.02-0.05 | 25-40% | 0.3-0.7×D |
Tool: 4+ flute, AlTiN or TiAlN coated, variable helix
Stainless Steels
| Material | Vc (m/min) | Fz Rough (mm/tooth) | Fz Finish (mm/tooth) | Ae Rough | Ap Rough |
|---|---|---|---|---|---|
| 304 | 80-140 | 0.05-0.1 | 0.03-0.06 | 30-50% | 0.3-0.8×D |
| 316 | 60-120 | 0.04-0.09 | 0.02-0.05 | 25-45% | 0.3-0.7×D |
| 17-4PH | 50-100 | 0.04-0.08 | 0.02-0.05 | 25-40% | 0.3-0.6×D |
Tool: 5+ flute, AlTiN coated, variable pitch, through-coolant Strategy: High-efficiency milling (HEM) / trochoidal preferred
Titanium
| Material | Vc (m/min) | Fz (mm/tooth) | Ae | Ap | Notes |
|---|---|---|---|---|---|
| Ti-6Al-4V | 40-70 | 0.05-0.1 | 10-20% | 1-2×D | HEM essential |
Tool: 5+ flute, variable helix, through-coolant, sharp Strategy: Light radial, deep axial, high-pressure coolant
Superalloys
| Material | Vc (m/min) | Fz (mm/tooth) | Ae | Ap | Notes |
|---|---|---|---|---|---|
| Inconel 718 | 20-45 | 0.03-0.08 | 10-15% | 0.5-1.5×D | Ceramic or CBN |
Tool: Ceramic endmills for roughing, CBN for finishing Strategy: Light engagement, rigid setup essential
Drilling Parameters
| Material | Vc (m/min) | Feed (mm/rev) | Peck Depth | Notes |
|---|---|---|---|---|
| Aluminium | 80-150 | 0.15-0.3 | 3×D | Through-coolant preferred |
| Mild Steel | 25-40 | 0.1-0.25 | 1-2×D | Flood coolant |
| Stainless | 15-30 | 0.08-0.18 | 0.5-1×D | High-pressure, frequent peck |
| Titanium | 12-25 | 0.06-0.12 | 0.3-0.5×D | Through-coolant essential |
| Inconel | 8-15 | 0.04-0.1 | 0.2-0.3×D | Carbide or CBN |
Peck Drilling Guide
| Hole Depth | Peck Frequency | Retract |
|---|---|---|
| < 3×D | No peck needed | - |
| 3-5×D | Every 1×D | Full retract |
| 5-10×D | Every 0.5×D | Full retract |
| > 10×D | Gundrilling | - |
Threading Parameters
Single-Point Threading (Turning)
| Material | Vc (m/min) | Infeed Method | Passes |
|---|---|---|---|
| Aluminium | 100-200 | Flank/Modified | 4-6 |
| Steel | 60-100 | Modified flank | 6-10 |
| Stainless | 40-80 | Modified flank | 8-12 |
| Titanium | 25-50 | Radial | 10-15 |
DOC per pass: Start at 0.2-0.3mm, reduce progressively
Thread Milling
| Material | Vc (m/min) | Fz (mm/tooth) |
|---|---|---|
| Aluminium | 150-300 | 0.05-0.1 |
| Steel | 80-150 | 0.03-0.08 |
| Stainless | 50-100 | 0.02-0.06 |
| Titanium | 30-60 | 0.02-0.05 |
Tapping
| Material | Vc (m/min) | Notes |
|---|---|---|
| Aluminium | 20-40 | Spiral flute, flood |
| Steel | 10-25 | Spiral point, flood |
| Stainless | 5-15 | Form tap or spiral flute |
| Titanium | 3-8 | Spiral flute, high-pressure |
Insert Selection Guide
Turning Insert Grades
| Material | Roughing | Finishing |
|---|---|---|
| Aluminium | Uncoated, polished | PCD or uncoated polished |
| Steel (<300 HB) | CVD coated | PVD coated |
| Steel (>300 HB) | Ceramic/CBN | CBN |
| Stainless | PVD (TiAlN) | PVD (AlTiN) |
| Titanium | Uncoated or PVD | Uncoated sharp |
| Inconel | Ceramic | CBN or ceramic |
Insert Geometry
| Application | Nose Radius | Rake | Lead Angle |
|---|---|---|---|
| Heavy roughing | 1.2-1.6mm | Negative | 45° |
| Light roughing | 0.8mm | Neutral | 90° |
| Finishing | 0.4mm | Positive | 90° |
| Precision finish | 0.2mm | Positive | 90° |
| Interrupted cut | 0.8-1.2mm | Negative | 45° |
Troubleshooting Parameters
Problem: Poor Surface Finish
| Symptom | Likely Cause | Fix |
|---|---|---|
| Rough, torn | Speed too low | Increase Vc 20% |
| Feed marks visible | Feed too high | Reduce feed 20% |
| Chatter marks | Vibration | Reduce DOC, increase feed |
| Built-up edge | Wrong speed/material | Increase speed, change insert |
| Smearing | Rubbing | Sharper insert, increase feed |
Problem: Rapid Tool Wear
| Wear Type | Cause | Fix |
|---|---|---|
| Flank wear | Speed too high | Reduce Vc 15-20% |
| Crater wear | Heat/chemical | Better coating, reduce speed |
| Notch wear | Work hardening | Vary DOC, change lead angle |
| Chipping | Interrupted/shock | Tougher grade, reduce feed |
| Built-up edge | Speed too low | Increase Vc, better coating |
Problem: Chatter/Vibration
| Cause | Solution |
|---|---|
| Tool overhang | Reduce stickout, larger shank |
| Light cut | Increase feed or DOC |
| Wrong speed | Adjust RPM (try ±20%) |
| Part not rigid | Better workholding, steadies |
| Insert nose radius | Smaller radius |
Problem: Chip Control
| Issue | Material | Solution |
|---|---|---|
| Bird's nest | Stainless, aluminium | Chipbreaker, increase feed |
| Stringy chips | Ductile materials | Higher feed, chipbreaker |
| Long chips | Low carbon steel | Increase feed, DOC |
| Chip packing | Deep holes | Peck drilling, through-coolant |
| Welding to tool | Aluminium, stainless | Increase speed, better coating |
Swiss Machine Parameters (CITIZEN)
Small Diameter Work (Ø3-10mm)
| Material | Vc (m/min) | Feed (mm/rev) | DOC (mm) |
|---|---|---|---|
| 303SS | 80-120 | 0.02-0.06 | 0.2-0.8 |
| 316SS | 60-100 | 0.02-0.05 | 0.15-0.6 |
| Brass | 150-250 | 0.03-0.08 | 0.3-1.0 |
| Aluminium | 200-350 | 0.03-0.08 | 0.3-1.2 |
| Ti-6Al-4V | 30-50 | 0.01-0.04 | 0.1-0.4 |
LFV Settings (CITIZEN LFV)
| Material | Use LFV? | Frequency | Amplitude |
|---|---|---|---|
| 316SS | Yes | 10-20 Hz | 0.05-0.15mm |
| 304SS | Yes | 10-20 Hz | 0.05-0.15mm |
| Titanium | Yes | 8-15 Hz | 0.03-0.1mm |
| Aluminium | Rarely | - | - |
| Brass | No | - | - |
| Plastics | Sometimes | 5-10 Hz | 0.02-0.08mm |
LFV Benefits: Breaks chips into small segments, eliminates bird-nesting, improves surface finish on gummy materials
Quick Reference Cards
Turning - Starting Points
ALUMINIUM: Vc=400 Feed=0.2 DOC=3mm
STEEL: Vc=180 Feed=0.2 DOC=2mm
STAINLESS: Vc=100 Feed=0.15 DOC=1.5mm
TITANIUM: Vc=50 Feed=0.12 DOC=1mm
INCONEL: Vc=30 Feed=0.1 DOC=0.8mm
Milling - Starting Points
ALUMINIUM: Vc=400 Fz=0.15 Ae=50% Ap=1×D
STEEL: Vc=150 Fz=0.08 Ae=40% Ap=0.7×D
STAINLESS: Vc=90 Fz=0.06 Ae=30% Ap=0.5×D
TITANIUM: Vc=50 Fz=0.06 Ae=15% Ap=1.5×D (HEM)
INCONEL: Vc=30 Fz=0.05 Ae=10% Ap=1×D (HEM)
RPM Quick Calc (metric)
RPM = (Vc × 318) / Diameter(mm)
Examples @ Vc=100 m/min:
Ø6mm = 5,300 RPM
Ø10mm = 3,180 RPM
Ø12mm = 2,650 RPM
Ø16mm = 1,990 RPM
Ø20mm = 1,590 RPM
Ø25mm = 1,270 RPM
Ø50mm = 636 RPM
Integration
- CNCSetup: Auto-populate cutting parameters in setup sheets
- TribalKnowledge: Store proven parameters that beat book values
- QuoteEstimator: More accurate cycle times with real parameters
- PlantCapability: Material-specific machine recommendations
FAQ
What does the cuttingparams skill do?
Cutting parameter lookup and optimization for CNC machining. Covers feeds, speeds, depths of cut for common materials and operations. USE WHEN user asks 'feeds and speeds', 'cutting parameters', 'SFM for', 'what RPM', 'feed rate for', 'DOC for', or needs machining parameter guidance.
How do I install cuttingparams?
Run npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill cuttingparams in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/cuttingparams/ (personal) or .claude/skills/cuttingparams/ (project).
Which AI agents can use cuttingparams?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is cuttingparams safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains cuttingparams?
It is published by robdtaylor in robdtaylor/personal-ai-infrastructure. It has 42 recorded installs.
More from robdtaylor/personal-ai-infrastructure
businessstrategy
robdtaylor/personal-ai-infrastructure
MBA-trained business strategist with full commercial awareness. USE WHEN user says 'business plan', 'financial analysis', 'P&L', 'cash flow', 'valuation', 'market analysis', 'competitive analysis', 'SWOT', 'business model', 'unit economics', 'fundraising', 'pitch deck', or needs strategic business guidance.
structuralfea
robdtaylor/personal-ai-infrastructure
Open source FEA structural analysis for damper and mechanical components. Generates CalculiX input files, guides mesh setup, provides material databases, interprets results. USE WHEN user says 'FEA', 'structural analysis', 'stress analysis', 'buckling', 'modal analysis', 'finite element', 'CalculiX', 'mesh', or needs to validate damper component designs.
shippinglogistics
robdtaylor/personal-ai-infrastructure
UK, US, and Canadian shipping, logistics, customs, duties, and tariff expert with automotive commodity code expertise. Covers import/export documentation, HS/HTS codes, rules of origin, FTAs, and landed cost calculations. USE WHEN user says 'shipping', 'customs', 'tariff', 'duty', 'import', 'export', 'HS code', 'HTS code', 'commodity code', 'landed cost', 'incoterms', 'customs broker', 'freight', 'logistics', 'rules of origin', 'CUSMA', 'USMCA', 'TCA', or needs help with international trade compliance.
supplychain
robdtaylor/personal-ai-infrastructure
Executive-level supply chain expertise for automotive manufacturing. Strategic purchasing, materials management, supplier development, and cost optimization aligned with IATF 16949 requirements. USE WHEN user says 'supply chain', 'purchasing', 'procurement', 'supplier', 'materials management', 'inventory', 'sourcing', 'vendor', 'BOM cost', 'PPV', 'should cost', 'make vs buy', 'RFQ', 'category management', or needs strategic guidance on automotive supply chain decisions. Integrates with AutomotiveManufacturing, A3CriticalThinking, and HoshinKanri skills.
automotivemanufacturing
robdtaylor/personal-ai-infrastructure
Expert guidance for writing automotive manufacturing business processes, work instructions, and standard operating procedures. Follows IATF 16949, ISO 9001, and APQP/PPAP standards. Covers assembly, machining, quality/inspection, and material handling. USE WHEN user says 'write work instruction', 'create business process', 'automotive SOP', 'manufacturing procedure', 'APQP documentation', 'process flow', or 'quality procedure'. Integrates with A3CriticalThinking for problem solving and SupplyChain for supplier requirements.
quoteestimator
robdtaylor/personal-ai-infrastructure
Rough cycle time and cost estimation for CNC machined parts. Uses MNMUK plant capabilities and standard estimating factors. USE WHEN user says 'quote', 'estimate', 'cycle time', 'how long', 'cost estimate', 'pricing', 'how much to make', or describes a part needing a rough quote.
Popular devops & cloud skills
microsoft-foundry
microsoft/azure-skills
Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end. USE FOR: foundry, azd ai agent, azd provision/deploy, hosted agent scaffold/develop/run/deploy/troubleshoot, prompt agent create, managed harness agent create, GitHub Copilot harness agent, create agent, update agent, add tool to agent, invoke agent, agent insights, evaluate agent, batch eval, continuous eval, continuous monitoring, agent CI/CD, optimize prompt, improve prompt, optimize agent instructions, Agent Optimizer scaffold, dataset curation from traces, deploy model, model fine-tuning (SFT/DPO/RFT), Foundry project, RBAC, role assignment, permissions, quota, capacity, region, deployment failure, AI Services, create Foundry resource, knowledge index, customize deployment, onboard, availability, training-data, grader, distillation, large file upload. DO NOT USE FOR: Azure Functions, App Service, general Azure deploy (use azure-deploy), general Azure prep (use azure
azure-diagnostics
microsoft/azure-skills
Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deployment failure, troubleshoot container apps, container app 503 or target port mismatch, troubleshoot functions, function telemetry missing or stopped after a config/connection-string change, troubleshoot AKS, VM RDP, Linux SSH, VM black screen, can't connect to VM, reset VM password, NSG or firewall blocking, kubectl cannot connect, kube-system/CoreDNS failures, pod pending, crashloop, node not ready, upgrade failures, analyze logs, KQL, insights, image pull failures, cold start issues, health probe failures, resource health, root cause of errors, troubleshoot event hubs, troubleshoot service bus, messaging SDK error, AMQP connection failure, message lock lost, lock renewal during long-running processing, service bus dead letter.
azure-prepare
microsoft/azure-skills
Prepare azd-based Azure projects for deployment: generates azure.yaml, infrastructure (Bicep/Terraform), and Dockerfiles for the Azure Developer CLI (azd) workflow. USE ONLY when the user explicitly wants to use azd as the deployment tool, or the project already has an azure.yaml file. DO NOT USE FOR: non-azd deployments, Python App Service code-only deploys (use python-appservice-deploy), or cross-cloud migration (use azure-cloud-migrate). WHEN: prepare app for azd, create azure.yaml, set up azd infrastructure, modernize app for Azure with azd, deploy with azd, function app, timer trigger, service bus trigger, event-driven function, managed identity, generate Bicep, generate Terraform, create and deploy to Azure.
azure-ai
microsoft/azure-skills
Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.
azure-deploy
microsoft/azure-skills
Execute Azure deployments for ALREADY-PREPARED applications that have existing .azure/deployment-plan.md and infrastructure files. DO NOT use this skill when the user asks to CREATE a new application — use azure-prepare instead. This skill runs azd up, azd deploy, terraform apply, and az deployment commands with built-in error recovery. Requires .azure/deployment-plan.md from azure-prepare and validated status from azure-validate. WHEN: "run azd up", "run azd deploy", "execute deployment", "push to production", "push to cloud", "go live", "ship it", "bicep deploy", "terraform apply", "publish to Azure", "launch on Azure". DO NOT USE WHEN: "create and deploy", "build and deploy", "create a new app", "set up infrastructure", "create and deploy to Azure using Terraform" — use azure-prepare for these.
azure-validate
microsoft/azure-skills
Pre-deployment validation for Azure readiness. Run deep checks on configuration, infrastructure (Bicep or Terraform), RBAC role assignments, managed identity permissions, and prerequisites before deploying. WHEN: validate my app, check deployment readiness, run preflight checks, verify configuration, check if ready to deploy, validate azure.yaml, validate Bicep, test before deploying, troubleshoot deployment errors, validate Azure Functions, validate function app, validate serverless deployment, verify RBAC roles, check role assignments, review managed identity permissions, what-if analysis, validate Container Apps deployment.