Articles contained deceased/former MP profile text ("Avliden 2011-09-20", "Tjänstgörande riksdagsledamot…") leaked from the riksdag API's notis/summary fields, and searchDocuments() returned raw doktyp codes with no normalized type classification. Article generation also relied on synthetic JSON schema files instead of real parliamentary data.

Person-profile guard (data-transformers.ts, weekly-review.ts)

isPersonProfileText() — exported predicate blocking all riksdag ledamot profile patterns from appearing as article content:

• Active/former/resigned MPs, substitutes, ministers, PM
• Inga uppdrag, Aktuella uppdrag Riksdagsledamot, Avgången
• Avliden YYYY-MM-DD, @riksdagen.se email addresses
• Applied in generateEnhancedSummary, generateDocumentIntelligenceAnalysis, and enrichWithFullText

Document type normalization (mcp-client.ts, types/mcp.ts)

searchDocuments() now stamps every returned document with normalized type + subtype:

// Before
{ dok_id: 'H901mot1', doktyp: 'mot', ... }

// After
{ dok_id: 'H901mot1', doktyp: 'mot', type: 'motion', subtype: 'rskr', ... }

• normalizeDocumentType(doktyp) — exported, case-insensitive; covers mot→motion, bet→committee-report, prop→proposition, skr→government-communication, ip→interpellation, fr→written-question, kammakt→chamber-action, prot→minutes, sou→government-inquiry, dir→committee-directive, and more; unknown codes pass through unchanged; undefined/empty → 'document'
• annotateDocumentTypes() stamps in-place without overwriting an existing type field; preserves raw doktyp/subtyp
• RiksdagDocument gains explicit type, subtype, subtyp fields; SearchDocumentsParams gains subtyp filter

CIA data source (weekly-review.ts)

loadCIAContext() switched from synthetic data/cia-exports/current/*.json schema files to real cia-data/*.csv files updated weekly:

• party/view_party_performance_metrics_sample.csv — win rates, rebel rates
• view_riksdagen_party_summary_sample.csv — seat counts
• party/distribution_coalition_alignment.csv — coalition alignment rates
• view_riksdagen_committee_decisions.csv — decision outcomes / denial rate

Article regeneration

All 84 2026-02-22 articles regenerated with the fixed pipeline (6 types × 14 languages). monthly-review was the only type contaminated pre-fix (13 person-profile hits/file → 0). News indexes, data/news-articles.json (557 articles), and sitemap.xml (625 URLs) all regenerated.

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