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MARGINSWholesale Oracle
Gemini 2.5 Active
OverviewAutonomous Retail Intelligence • Open Commerce Rail
The fairness oracle for India's 63 million shopkeepers.
Point the camera at any packaged item or snap a delivery challan (parchi). Get verified fair prices across GS1, mandi, and ONDC benchmarks. Haggle with voice co-pilot in your dialect.
₹40
The Margin Leak
₹40 of every ₹100 lost to pricing asymmetry by kiranas without an oracle.
63M Indian MSMEsGS1 India verifiedONDC Beckn liveAgmarknet mandi benchmarksGemini 3.6 reasoningDual-Mode Parchi Auditormargins-mcp open JSON-RPC63M Indian MSMEsGS1 India verifiedONDC Beckn liveAgmarknet mandi benchmarksGemini 3.6 reasoningDual-Mode Parchi Auditormargins-mcp open JSON-RPC
Core Workflows • Mobile Ready
📸Dual-Mode
Scan & Parchi Audit
Scan EAN-13 barcodes or photograph multi-item paper delivery bills. Immediate discrepancy detection.
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🎙️TTS & Udhaar
Haggle with Voice
Whispers tactical counter-offers in Tamil or Hindi. Weaponizes 15-day udhaar vs ready cash UPI.
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📦ONDC:RET10
Order via Beckn
Dual gateway protocol client. Real search, select, init, confirm cycle with Ed25519 signatures.
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⚡Infrastructure
margins-mcp Oracle
JSON-RPC 2.0 Model Context Protocol server. Any AI agent in India can call MARGINS as a tool.
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System Architecture
Operational Capability Matrix
Production Ready
Vision & Autonomy (Architecture)
B2B seller-side oracle, programmable MCP server infrastructure
Verified
Real-World Grounding (Data Rails)
63M MSMEs, grounded in GS1 & Agmarknet mandi wholesale data
Verified
Multimodal Intelligence (Gemini 2.5)
Vision invoice OCR, structured JSON schema, dialect TTS voice
Verified
Agentic Ecosystem (Protocol)
margins-mcp infrastructure for external commerce agents
Verified
Execution & Reliability (Serverless)
Full-stack Next.js PWA, real Beckn round-trip, $0 infra footprint
Verified