SUMMARY AI summary by gpt-5-mini
A grounded AI assistant for motorcycle troubleshooting and maintenance that answers only from the selected bike’s official owner’s manual (English, Hindi or Hinglish). Intended for Indian motorcycle owners seeking quick, manual-backed guidance on practical faults (e.g., "bike not starting", "smoke from exhaust"). Supported models: Hero Splendor Plus, Honda Shine, Bajaj Pulsar 150, TVS Apache RTR 160 4V, Royal Enfield Classic 350. Key features: - Strictly source-grounded answers; refuses off-topic or unsupported questions. - Multilingual query handling (translates Hindi/Hinglish to English for search; answers in user language). - Hybrid retrieval: vector (all-MiniLM-L6-v2) + BM25 with reciprocal-rank fusion, deduplication, and query expansion. - Sarvam-m LLM (streaming SSE, reasoning disabled) for generation; agentic retry if context insufficient. - Pre-built curated manuals, ingestion pipeline, and guardrails to avoid hallucination. Limitations: imperfect PDF extraction, limited context window, and scope restricted to the five manuals.
DETECTED Detected AI stack
AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.
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Why this is classified AI-related
The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology
Total AI relevance score: 75 / 100
Position among AI repos in the same language
We track 12,545 Python repos, of which 9,691 score 40 or above on AI relevance. 2,091 have more stars than this one (top 16.7%), and 563 score higher (top 4.5%).
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Dates
| Created on GitHub | 2026-05-22 |
| Last push | 2026-05-24 |
| First seen here | 2026-05-23 |
| Last fetched | 2026-08-19 16:20 |
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