{"type":"post","id":"served-over-mcp-parses-documents-with-sarvam-vision-3537ad","slug":"served-over-mcp-parses-documents-with-sarvam-vision-3537ad","title":"Served over MCP, parses documents with Sarvam Vision 2.1 , deployable air-gapped.","description":"Sarvam AI announced Sarvam Vision 2.1 on September 24, 2026, an update to its document-intelligence vision-language model.","retrieval_nugget":"Sarvam AI announced Sarvam Vision 2.1 on September 24, 2026, an update to its document-intelligence vision-language model.","published_at":"2026-10-26","updated_at":"2026-10-26","record_date":"2026-10-26","date_kind":"published_at","topics":["mcp"],"entities":["Sarvam AI","Sarvam Vision 2.1","olmOCR-Bench","OmniDocBench"],"related_patterns":["harness-architecture-outlives-model-choice"],"novelty_label":"new_fact","what_changed":"Sarvam Vision 2.1 adds production-oriented document parsing capabilities, cheaper optimized inference, and air-gapped deployment; the archive’s document-AI stories concern other products.","prior_refs":[],"source_url":"https://www.sarvam.ai/blogs/sarvam-vision-2-1","source_urls":["https://www.sarvam.ai/blogs/sarvam-vision-2-1"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:served-over-mcp-parses-documents-with-sarvam-vision-3537ad","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/served-over-mcp-parses-documents-with-sarvam-vision-3537ad/","markdown":"https://newruntime.com/posts/served-over-mcp-parses-documents-with-sarvam-vision-3537ad.md","json":"https://newruntime.com/posts/served-over-mcp-parses-documents-with-sarvam-vision-3537ad.json"},"next_reads":[{"type":"topic","path":"/topics/mcp/","url":"https://newruntime.com/topics/mcp/","title":"Mcp","reason":"Explore the mcp topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/mcp.md","json_url":"https://newruntime.com/topics/mcp.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}