OKF bundles · Government & public data

17 listings on this page, in order of arrival. Each one has its own page with README, repository facts and source links.

1. Supply Chain Disruption Monitor ★ 3
   NLP on global news, weather, and maritime data detects emerging disruptions before they hit your supply chain. LLM connects a Reuters articl
2. Savings Pipeline Tracker ★ 3
   ML classifies savings types (hard negotiated, cost avoidance, demand reduction) with realization probability scoring. LLM interprets why sav
3. Supplier Consolidation Analyzer ★ 3
   Graph analytics maps supplier-category-BU-geography relationships to surface consolidation clusters automatically. LLM reasons beyond number
4. Supplier Risk Scoring Engine ★ 3
   Multi-factor ML model integrates financial (RapidRatings), cyber (BitSight), operational (Resilinc), and credit (Moody's) data. LLM synthesi
5. Supplier Scorecard Generator ★ 3
   Automated KPI aggregation with statistical significance testing on performance changes — flags real shifts vs. noise. LLM generates scorecar
6. Sub-Tier Visibility Agent ★ 3
   Graph analytics maps multi-tier supply networks with risk propagation modeling — if tier-2 fails, which products are affected. LLM reads CMR
7. Supplier Development Planner ★ 3
   LLM reasons about root cause to match the right program: 'Quality issues stem from lack of SPC capability — a resident engineer program focu
8. Spend Classification & Enrichment ★ 3
   Gemini reads vendor context, cost center, and purchase history to classify the 20% of transactions that ML cannot confidently handle. LLM re
9. Spot Buy Negotiation Agent ★ 3
   Agent queries multiple marketplaces simultaneously and benchmarks against historical purchase data to establish competitive price ranges. LL
10. Supplier Pre-Qualification Screener ★ 3
    NLP extraction reads full narrative answers — 'currently pursuing ISO 13485 with expected Q4 completion' flagged as conditional. LLM evaluat
11. Total Cost of Ownership Modeler ★ 3
    Multi-factor TCO spans 25+ cost dimensions: acquisition, logistics, quality, carrying, disposal, and risk premium. LLM quantifies hidden cos
12. Tail Spend Classifier & Opportunity Finder ★ 3
    Pareto analysis segments the tail by transaction distribution; ML clusters similar purchases across vendors and BUs to size consolidation op
13. What-If Scenario Simulator ★ 3
    LLM translates natural-language questions into simulation parameters: 'nearshore PCB supply from China to Mexico' becomes cost factor adjust
14. Civic intelligence
    Bundle OKF 0.1 · 0 conceitos · xkazm04/ai-registry
15. External behaviour references ★ 2
    How things outside this repository behave, with the evidence.
16. Bundle Index
    Bundle OKF 0.1 · 2 conceitos · EchoEnv/semanticdf
17. Verner's Lawn Care & Landscaping
    Bundle OKF 0.1 · 2 conceitos · ConfluenceLocalMarketing/okf