feat: Add SCB client/context modules and improve news generation test coverage

.github/workflows/news-article-generator.md

@@ -207,6 +207,66 @@ Use this to enrich political analysis with economic context (GDP, unemployment,
 Key Swedish indicators and Nordic comparison data are documented in `scripts/world-bank-context.ts`.
 Reference: https://github.com/anshumax/world_bank_mcp_server
 
+**Committee-mapped indicators** (14 indicators → all 15 Riksdag committees):
+| Indicator | World Bank ID | Committees |
+|-----------|---------------|------------|
+| GDP Growth | NY.GDP.MKTP.KD.ZG | FiU |
+| Unemployment | SL.UEM.TOTL.ZS | AU |
+| Inflation | FP.CPI.TOTL.ZG | FiU |
+| Gov. Expenditure | GC.XPN.TOTL.GD.ZS | FiU |
+| Trade Openness | NE.TRD.GNFS.ZS | NU, UU |
+| Military Expenditure | MS.MIL.XPND.GD.ZS | FöU |
+| CO₂ Emissions | EN.ATM.CO2E.PC | MJU |
+| R&D Expenditure | GB.XPD.RSDV.GD.ZS | UbU |
+| GINI Index | SI.POV.GINI | SoU, AU |
+| Current Account | BN.CAB.XOKA.GD.ZS | FiU, NU |
+| Tax Revenue | GC.TAX.TOTL.GD.ZS | SkU, FiU |
+| Rule of Law | RL.EST | KU, JuU |
+| Voice & Accountability | VA.EST | KU |
+| Gov. Effectiveness | GE.EST | KU, FiU |
+
+### 📈 Swedish Statistics (SCB MCP)
+
+The **scb** MCP server provides official Swedish statistics via `search_tables` and `get_table_data` tools.
+Use this to enrich articles with domestic data from Statistics Sweden (Statistiska centralbyrån).
+Key SCB domain-to-committee mappings are documented in `scripts/scb-context.ts`.
+
+**Committee-mapped SCB domains** (15 domains → all 15 Riksdag committees):
+| Domain | Key SCB Tables | Committees |
+|--------|---------------|------------|
+| Fiscal (offentliga finanser) | TAB1291, TAB1292 | FiU |
+| Defence (försvar) | — | FöU |
+| Environment (växthusgaser) | TAB5404, TAB5407 | MJU |
+| Education (utbildning) | TAB4787, TAB4790 | UbU |
+| Healthcare (sjukvård) | — | SoU |
+| Migration (invandring) | TAB637, TAB4230 | SfU |
+| EU/Foreign Trade (utrikeshandel) | TAB2661 | NU, UU |
+| Justice (brottslighet) | TAB1172 | JuU |
+| Labour (arbetslöshet) | TAB5765, TAB5616 | AU |
+| Housing (bostäder) | TAB2052, TAB4709 | CU |
+| Transport (trafik) | — | TU |
+| Trade/GDP (BNP) | TAB5802, TAB5803 | FiU, NU |
+| Taxation (skatter) | TAB1291 | SkU, FiU |
+| Culture (kultur, fritid) | TAB5195 | KrU |
+| Governance (demokrati) | — | KU |
+
+### 🔍 Statistical Claims Fact-Checking
+
+When generating articles about parliamentary debates or speeches, use `scripts/statistical-claims-detector.ts`
+to detect and fact-check politician statistical claims against official World Bank and SCB data.
+
+**How to use:**
+1. When processing speeches/debates from `search_anforanden`, scan for statistical claims
+2. Cross-reference claimed values against World Bank (`get_indicator_for_country`) and SCB (`get_table_data`)
+3. Rate claims: accurate (≤5% deviation), mostly-accurate (5-15%), misleading (15-30%), inaccurate (>30%)
+4. Include a "Faktakoll / Fact Check" section in articles with detected claims
+5. Use localized headings from `scripts/statistical-claims-detector.ts` FACT_CHECK_HEADINGS
+
+**Example patterns detected:**
+- "Arbetslösheten ligger på 7.2 procent" → verify against SCB TAB5765 + World Bank SL.UEM.TOTL.ZS
+- "BNP växer med 2.3 procent" → verify against SCB TAB5802 + World Bank NY.GDP.MKTP.KD.ZG
+- "Försvarsutgifterna uppgår till 2.1 procent av BNP" → verify against World Bank MS.MIL.XPND.GD.ZS
+
 ### 🔐 Security & Workflow Skills
 
 14. **`.github/skills/gh-aw-safe-outputs/SKILL.md`** — Safe-outputs MCP server, create_pull_request tool, container isolation workarounds, noop vs failure handling

.github/workflows/news-committee-reports.md

@@ -180,6 +180,8 @@ Before generating ANY articles, verify MCP connectivity:
 
 **Primary tool:** `get_betankanden` — fetches latest committee reports
 **Cross-reference:** `search_voteringar`, `search_anforanden`, `get_propositioner`
+**Statistical enrichment:** SCB MCP + World Bank — enrich with data matching the reporting committee. Use domain-to-committee mappings from `scripts/scb-context.ts` (e.g., FiU reports→fiscal TAB1291, AU→labour TAB5765, JuU→crime TAB1172, MJU→environment TAB5404). World Bank indicators are mapped per committee in `scripts/world-bank-context.ts` (14 indicators covering all 15 committees).
+**Fact-checking:** Use `scripts/statistical-claims-detector.ts` to detect statistical claims in related debates and cross-reference against official SCB/World Bank data.
 
 ```javascript
 get_sync_status({})

.github/workflows/news-evening-analysis.md

@@ -233,6 +233,18 @@ Use this to enrich political analysis with economic context (GDP, unemployment,
 Key Swedish indicators and Nordic comparison data are documented in `scripts/world-bank-context.ts`.
 Reference: https://github.com/anshumax/world_bank_mcp_server
 
+**Key committee-mapped indicators**: GDP Growth→FiU, Unemployment→AU, Tax Revenue→SkU, Rule of Law→KU, Military Expenditure→FöU, CO₂→MJU, R&D→UbU, GINI→SoU/AU, Trade→NU/UU (see `scripts/world-bank-context.ts` for complete mapping of 14 indicators to all 15 committees).
+
+### 📈 Swedish Statistics (SCB MCP)
+
+The **scb** MCP server provides official Swedish statistics via `search_tables` and `get_table_data` tools.
+Use SCB data for domestic context: labour market (TAB5765), migration (TAB637), GDP (TAB5802), crime (TAB1172), housing (TAB2052), education (TAB4787), taxation (TAB1291), culture (TAB5195).
+Full domain-to-committee mapping in `scripts/scb-context.ts` (15 domains → all 15 Riksdag committees).
+
+### 🔍 Statistical Claims Fact-Checking
+
+When analysing parliamentary speeches/debates, detect and fact-check politician statistical claims against World Bank and SCB data. Use `scripts/statistical-claims-detector.ts` patterns to identify claims about unemployment, GDP, inflation, migration, crime, defence spending. Cross-reference against official sources and include a "Faktakoll / Fact Check" section rating claims as accurate/mostly-accurate/misleading/inaccurate.
+
 ### 🔐 Workflow & Security Skills
 
 13. **`.github/skills/gh-aw-safe-outputs/SKILL.md`** — Safe-outputs tools, PR creation, container isolation fixes

.github/workflows/news-month-ahead.md

@@ -176,6 +176,7 @@ Before generating ANY articles, verify MCP connectivity:
 
 **Primary tool:** `get_calendar_events` — 30-day forward calendar
 **Cross-reference:** `get_propositioner`, `search_dokument`, `search_regering`
+**Statistical enrichment:** SCB/World Bank — for major economic milestones (budget debates, economic policy events), pre-fetch trend data from committee-mapped indicators. See `scripts/scb-context.ts` for 15 domain→committee mappings and `scripts/world-bank-context.ts` for 14 WB indicator→committee mappings.
 
 ```javascript
 get_sync_status({})

.github/workflows/news-monthly-review.md

@@ -176,7 +176,8 @@ Before generating ANY articles, verify MCP connectivity:
 
 **Primary tools:** `search_dokument`, `get_betankanden` — comprehensive document search
 **Cross-reference:** `get_propositioner`, `get_motioner`, `search_voteringar`, `analyze_g0v_by_department`
-**Statistical enrichment:** SCB MCP — enrich monthly review with key economic indicators (GDP, unemployment, inflation)
+**Statistical enrichment:** SCB MCP + World Bank — enrich monthly review with comprehensive economic context across all active policy areas. Fetch key indicators: GDP growth (TAB5802 + NY.GDP.MKTP.KD.ZG), unemployment (TAB5765 + SL.UEM.TOTL.ZS), inflation (FP.CPI.TOTL.ZG), tax revenue (TAB1291 + GC.TAX.TOTL.GD.ZS). Use committee-to-indicator mappings in `scripts/scb-context.ts` and `scripts/world-bank-context.ts` for comprehensive coverage.
+**Fact-checking:** Monthly reviews should include a dedicated fact-check section. Scan debates/speeches from the month via `search_anforanden` and use `scripts/statistical-claims-detector.ts` to verify politician statistical claims against official data.
 
 ```javascript
 get_sync_status({})

.github/workflows/news-motions.md

@@ -174,7 +174,8 @@ Before generating ANY articles, verify MCP connectivity:
 
 **Primary tool:** `get_motioner` — fetches latest opposition motions
 **Cross-reference:** `search_dokument_fulltext`, `search_anforanden`
-**Statistical enrichment:** SCB MCP — enrich with statistics relevant to motion policy areas (labour, education, migration, etc.)
+**Statistical enrichment:** SCB MCP — enrich with statistics relevant to motion policy areas. Use domain-to-committee mappings from `scripts/scb-context.ts` to automatically select relevant SCB tables based on which committee the motion is referred to (e.g., AU motions→labour TAB5765, JuU→crime TAB1172, MJU→environment TAB5404). World Bank indicators are mapped per committee in `scripts/world-bank-context.ts`.
+**Fact-checking:** Motions often cite statistics to justify policy proposals. Use `scripts/statistical-claims-detector.ts` to detect claims about unemployment, GDP, migration, crime rates, etc. and cross-reference against official SCB/World Bank data. Include a "Faktakoll" section rating the accuracy of cited statistics.
 
 ```javascript
 get_sync_status({})

.github/workflows/news-propositions.md

@@ -174,7 +174,8 @@ Before generating ANY articles, verify MCP connectivity:
 
 **Primary tool:** `get_propositioner` — fetches latest government propositions
 **Cross-reference:** `search_dokument`, `analyze_g0v_by_department`
-**Statistical enrichment:** SCB MCP — enrich with economic/fiscal data relevant to propositions
+**Statistical enrichment:** SCB MCP — enrich with economic/fiscal data relevant to propositions. Use committee-mapped SCB tables: fiscal→TAB1291/TAB1292 (FiU), taxation→TAB1291 (SkU), trade→TAB5802 (NU). World Bank indicators: GDP Growth, Gov Expenditure, Tax Revenue. See `scripts/scb-context.ts` and `scripts/world-bank-context.ts` for full mappings.
+**Fact-checking:** When propositions reference specific statistics, cross-reference against SCB/World Bank data using `scripts/statistical-claims-detector.ts` patterns.
 
 ```javascript
 get_sync_status({})

.github/workflows/news-week-ahead.md

@@ -174,6 +174,7 @@ Before generating ANY articles, verify MCP connectivity:
 
 **Primary tool:** `get_calendar_events` — fetches upcoming 7-day calendar
 **Cross-reference:** `search_dokument`, `get_fragor`, `get_interpellationer`
+**Statistical enrichment:** SCB/World Bank — for scheduled economic debates, pre-fetch relevant indicators. Use committee-mapped tables from `scripts/scb-context.ts` based on which committees have scheduled meetings (e.g., FiU agenda→fiscal TAB1291 + World Bank GDP/inflation indicators).
 
 ```javascript
 get_sync_status({})

.github/workflows/news-weekly-review.md

@@ -176,7 +176,8 @@ Before generating ANY articles, verify MCP connectivity:
 
 **Primary tool:** `search_dokument` — searches documents from past 7 days
 **Cross-reference:** `search_voteringar`, `get_betankanden`, `search_anforanden`
-**Statistical enrichment:** SCB MCP — enrich weekly context with relevant economic indicators
+**Statistical enrichment:** SCB MCP + World Bank — enrich weekly context with relevant economic indicators. Auto-select SCB tables and World Bank indicators based on which committees were active during the week (see `scripts/scb-context.ts` and `scripts/world-bank-context.ts` for committee mappings).
+**Fact-checking:** Review speeches from `search_anforanden` for statistical claims. Use `scripts/statistical-claims-detector.ts` to detect and cross-reference claims against official SCB/World Bank data. Include a "Faktakoll" section for any detected inaccuracies.
 
 ```javascript
 get_sync_status({})

scripts/article-quality-enhancer.ts

@@ -18,6 +18,8 @@
 import fs from 'fs';
 import type { QualityThresholds, QualityMetrics, QualityResult } from './types/validation.js';
 import { hasEconomicContext } from './world-bank-context.js';
+import { hasSCBContext } from './scb-context.js';
+import { hasStatisticalClaims } from './statistical-claims-detector.js';
 
 /**
  * Map of normalized party codes to their common name variants.
@@ -59,6 +61,7 @@ const DEFAULT_THRESHOLDS: QualityThresholds = {
   recommendHistoricalContext: true,
   recommendInternationalComparison: false,
   recommendEconomicContext: true,
+  recommendSCBContext: true,
 };
 
 /**
@@ -329,6 +332,8 @@ export async function enhanceArticleQuality(
     hasHistoricalContext: hasHistoricalContext(content),
     hasInternationalComparison: hasInternationalComparison(content),
     hasEconomicContext: hasEconomicContext(content),
+    hasSCBContext: hasSCBContext(content),
+    hasStatisticalClaims: hasStatisticalClaims(content),
     hasLanguageSwitcher: hasLanguageSwitcher(content),
     hasArticleTopNav: hasArticleTopNav(content),
     hasBackToNews: hasBackToNews(content),
@@ -380,6 +385,14 @@ export async function enhanceArticleQuality(
     warnings.push('Recommended: Add economic context (World Bank indicators, GDP, unemployment data)');
   }
 
+  if (options.recommendSCBContext && !metrics.hasSCBContext) {
+    warnings.push('Recommended: Add Swedish statistical context (SCB official statistics)');
+  }
+
+  if (metrics.hasStatisticalClaims) {
+    warnings.push('Info: Article contains statistical claims — consider adding fact-check section');
+  }
+
   // Navigation structure warnings (generated by template — fallback fix: scripts/fix-article-navigation.py)
   if (!metrics.hasLanguageSwitcher) {
     warnings.push('Missing language-switcher nav (should be generated by article template)');

scripts/data-transformers/types.ts

@@ -152,6 +152,15 @@ export interface ArticleContentData {
   speechDebates?: unknown[];
   /** SCB statistical context for economic/demographic enrichment */
   scbContext?: SCBContext;
+  /** Statistical claims detected for fact-checking against World Bank / SCB data */
+  statisticalClaims?: Array<{
+    sourceText: string;
+    topic: string;
+    claimedValue?: number;
+    speaker?: string;
+    party?: string;
+    verificationSource: 'world-bank' | 'scb' | 'both';
+  }>;
 }
 
 // ---------------------------------------------------------------------------