Knowledge Base
Find anything in your team's knowledge — instantly
Every document, page, and code snippet is semantically indexed so your team can find answers in under 300ms, even when they don't know the exact words.
Crawl any URL and index it in seconds
Paste a documentation URL, a Notion page, a GitHub repo README, or your company wiki. RuNari's crawler (powered by Crawl4AI) fetches, chunks, and embeds the content automatically — no manual copy-paste.
- Crawl single pages or entire sites recursively
- Automatic content deduplication by URL
- Scheduled re-crawls to keep docs fresh
- Respect robots.txt and crawl-delay directives
Hybrid semantic + full-text search
Our ru-vector search engine combines pgvector cosine similarity with PostgreSQL full-text search, fused via Reciprocal Rank Fusion (RRF). Short queries get adaptive similarity thresholds so acronyms never slip through.
- Vector search + BM25 full-text via PostgreSQL RRF
- Multi-query expansion for better recall
- Adaptive threshold: 0.25 base / 0.35 for ≤2-word queries
- ILIKE metadata search catches acronyms and product names
Code example library
Tag snippets by language, framework, and topic. The code-specific retrieval pipeline understands function signatures, imports, and comments — so searching 'JWT authentication FastAPI' returns the exact snippet your team needs.
- Language-aware chunking preserves context
- Tag and filter by language, topic, or author
- Copy-paste ready with syntax highlighting
- Link code examples to knowledge base documents
Document versioning and audit trail
Every document edit creates a version snapshot. Compare changes, roll back to a previous version, and see exactly who changed what and when. Full audit trail is always on — no configuration required.
- Immutable version history for every document
- Side-by-side diff view for any two versions
- One-click rollback to any previous state
- Export version history as JSON or CSV
Ready to centralise your team's knowledge?
Start indexing in minutes. No credit card required for the Free plan.