MD Manufacturing KPI Advisor
by ben ja
Paste a SAP COOIS or MB52 export. Get OEE, FPY, Scrap Rate, and a board-ready KPI report in minutes — from any ERP worldwide.
- Cut reporting time from 4 hours to 2 minutes with automated KPI calculation
- Know your OEE, FPY, and scrap rate before the morning meeting
- Get plant performance reports in Thai, English, or any of 14 languages
$12
· or 60 creditsSecure checkout via Stripe
Included in download
- Cut reporting time from 4 hours to 2 minutes with automated KPI calculation
- Know your OEE, FPY, and scrap rate before the morning meeting
- file_read automation included
See it in action
You say
Paste COOIS export 847 rows, Plant TH01, June 2025. Calculate all KPIs and flag issues.
Your agent does
MANUFACTURING KPI REPORT — TH01 | Jun 2025
Business Health Score: 61/100
OEE: 71.4% (target 85%) RED FPY: 94.2% AMBER | Scrap: 5.8% RED OTD: 87.5% AMBER | Cost Variance: +฿1.2M RED
ROOT CAUSE FLAGS:
- Machine downtime Line 3 — 47 hrs unplanned
- Material shortage SKU-4421 — 12 orders delayed
- Rework surge Week 3 — supplier batch issue
MD Manufacturing KPI Advisor
by ben ja
Paste a SAP COOIS or MB52 export. Get OEE, FPY, Scrap Rate, and a board-ready KPI report in minutes — from any ERP worldwide.
$12
· or 60 creditsSecure checkout via Stripe
Included in download
- Cut reporting time from 4 hours to 2 minutes with automated KPI calculation
- Know your OEE, FPY, and scrap rate before the morning meeting
- file_read automation included
- Instant install
See it in action
You say
Paste COOIS export 847 rows, Plant TH01, June 2025. Calculate all KPIs and flag issues.
Your agent does
MANUFACTURING KPI REPORT — TH01 | Jun 2025
Business Health Score: 61/100
OEE: 71.4% (target 85%) RED FPY: 94.2% AMBER | Scrap: 5.8% RED OTD: 87.5% AMBER | Cost Variance: +฿1.2M RED
ROOT CAUSE FLAGS:
- Machine downtime Line 3 — 47 hrs unplanned
- Material shortage SKU-4421 — 12 orders delayed
- Rework surge Week 3 — supplier batch issue
About This Skill
Most manufacturing teams spend 2–4 hours reformatting ERP data in Excel before a manager can read it. MD Manufacturing KPI Advisor eliminates that gap. WHAT IT DOES: - OEE (Availability x Performance x Quality) - First Pass Yield (FPY) and Scrap Rate - Production Efficiency vs Target - Blocked Stock / WIP Risk (value at risk) - On-Time Delivery (OTD) Rate - Cost Variance (Actual vs Standard) - Works with any ERP worldwide — auto-detects encoding, decimal format, and date format including Buddhist Era calendar WHY USE THIS: Paste raw data, get consulting-grade output in under 2 minutes. Built on MD-UBAOS 9 Hard Gate framework — every output verified for accuracy. No hallucinated KPIs. SEE IT IN ACTION: Input: Paste 200-row COOIS export. "Calculate all KPIs for Plant TH01, June 2025." Output: OEE 71.4% (target 85%) | FPY 94.2% | Scrap 5.8% | Cost Variance +THB 1.2M over budget. 3 root cause flags identified. OUTPUT FORMATS: -> In-chat: Executive KPI Summary (any language) -> PPTX: Executive Presentation (native charts) -> XLSX: KPI Dashboard with formulas -> DOCX: Formal Report with charts -> HTML: Interactive Dashboard WORKS WITH: SAP PP/MM · Oracle ERP · Any CSV/Excel · Any ERP encoding · 14 languages output KNOWN LIMITATIONS: - Does not replace a certified SAP consultant - KPI calculations depend on data quality — incomplete exports flagged, not fabricated - Works with exported files only — does not connect to live SAP systems Built on MD-UBAOS v4.6 — 9 Hard Gate quality framework.
Use Cases
- Cut reporting time from 4 hours to 2 minutes with automated KPI calculation
- Know your OEE, FPY, and scrap rate before the morning meeting
- Get plant performance reports in Thai, English, or any of 14 languages
- Catch cost variances and production bottlenecks before month-end
Known Limitations
Does not replace a certified SAP consultant. KPI calculations depend on data quality — incomplete exports are flagged, not fabricated. Works with exported files only.
How to Install
mkdir -p ~/.claude/skills && curl -sL https://www.agensi.io/api/install/md-manufacturing-kpi-advisor -o /tmp/md-manufacturing-kpi-advisor.zip && unzip -o /tmp/md-manufacturing-kpi-advisor.zip -d ~/.claude/skills && rm /tmp/md-manufacturing-kpi-advisor.zipFree skills install directly. Paid skills require purchase - use the download button above after buying.
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Security Scanned
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Permissions
File Scopes
Reads user-provided CSV/Excel manufacturing exports. No internet, terminal, or live SAP connection required.
Best with Claude.ai and Claude Code. Works with any SKILL.md-compatible agent. No special runtime required.
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