JARVIS — AI Seller-Ops Platform for India

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JARVIS is a Hinglish voice-and-chat AI assistant fused to a complete seller-operations back office for Indian marketplaces — Amazon, Flipkart, Meesho, Myntra and Shopify. Sellers and their ops staff ask for work in the language they actually speak, and it gets done.Sold outright: complete source code and full IP assignment. One author, no contractors, no third-party contributors, so the diligence on the IP chain is short.⚙️ THE WRITE PATH — the part that does not exist anywhere elseIndian marketplaces give third parties no dependable API for changing stock and prices. JARVIS solves it a different way.• Approval queue — every write is queued with a preview and waits for a human to approve or reject. Nothing reaches a marketplace unreviewed.• Browser executor — Playwright drives the seller’s own logged-in portal session. Four action types: stock update, price update, order action, listing toggle.• Session vault — encrypted browser sessions with open / verify / reconnect / revoke, plus readiness checks before any run.• Compliance guard — a deliberate no-stealth, no-CAPTCHA-bypass posture: 30 writes per hour per marketplace, 30-second spacing, pause-on-risk.• Account-block safety — monitors suspension signals and halts automation before a seller account is put at risk.The result: no marketplace API keys are needed at all. For an agency running other people’s seller accounts, it also means never holding a client’s credentials.📦 EVERY CAPABILITY IN THE PLATFORMCompiled by parsing the source, not by reading the marketing. Endpoint counts are that parse.01 · Marketplace integrations — 67 endpointsAmazon: inventory, orders and listing sync, plus a Playwright Seller Central driver with live-verified URLs. Flipkart: inventory and order sync, listing management, dedicated Seller Hub driver. Meesho: supplier-panel sync and a v3 panel driver. Myntra: inventory, orders, returns, and style upload with pre-submission validation. Shopify, the deepest integration at 23 endpoints: products, price and SEO fields, stock updates, low-stock reporting, order summaries, return logging and resolution, revenue / top-product / cancellation-rate analytics, inbound and outbound webhooks, session management. Quick commerce: dark-store allocation, delivery-slot planning, demand forecasting. Social commerce: WhatsApp order capture, payment-link generation, catalogue build. Emerging platforms: a generic adapter exposing inventory, orders and status behind one shape.02 · The write path — no API keys requiredDescribed above. This is the mechanism the rest of the platform is built around.03 · Listings & content — 11 endpointsBulk upload, single and bulk validation before submission, cross-marketplace sync of one catalogue, A+ content assembly, category assignment, image compliance checks, image resize planning, variation-family construction, a listing analyzer that scores a listing and reports what is weak, and an SEO keyword engine for titles and bullets.04 · Pricing, demand & competitive intel — 18 endpointsRepricing advisor against a configured margin floor; rule-driven dynamic pricing by demand and competitive position; festival, trend and weather-linked demand forecasting plus predictive inventory; competitor price watch on the same SKUs over time; live competitor, product-price, trending-product, stock, news and exchange-rate feeds; search-rank tracking with history, drop detection and named-competitor comparison.05 · Advertising — 9 endpointsBid optimisation across campaigns against a target; wasted-spend identification with an auto-pause action for the worst offenders; keyword performance analysis suggesting additions and negatives; campaign creation and portfolio budget optimisation.06 · Deals & sale events — 8 endpointsCoupon creation, deal scheduling, performance reporting, flash-sale stock reservation, and stock-and-pricing planning ahead of a sale event.07 · Returns, NDR & money recovery — 26 endpointsThe area with the most directly measurable rupee value to a seller: money already lost that can be reclaimed. Returns ledger with log, resolve, track and export, summaries by SKU, ageing buckets, per-SKU return rates and a suspicious-returns view; return-fraud detection at buyer and pattern level; NDR actions and RTO risk scoring before dispatch; courier weight-discrepancy detection with the dispute assembled for you; Amazon SAFE-T reimbursement claims; return and repeat-purchase cohort analytics with custom reports.08 · Logistics & shipping — 11 endpointsBluedart, Delhivery, Ecom Express and Xpressbees — rate quotes, cheapest-carrier comparison and AWB tracking. Shiprocket rate cards, courier comparison, shipment creation and tracking. Manifest generation per marketplace, background manifest jobs, multi-manifest PDF merge, bulk label generation, and a shipping monitor that watches dispatch SLAs and flags what is slipping.09 · Finance, tax & accounting — 29 endpointsBuilt for Indian statutory practice rather than generalised accounting. GST invoice construction with HSN handling and PDF rendering; GSTR-1 and GSTR-3B summaries; e-way bill payload assembly with threshold and validity computed from consignment value and distance; TDS reconciliation broken down per marketplace; marketplace commission checks; Tally export; voucher construction and push into external accounting software; SKU-level P&L, per-channel comparison, bulk P&L, a net-profit engine and expense management; payout reconciliation that matches marketplace settlements against expected receipts and surfaces the gap; cross-border HS-code lookup, import-duty estimation, VAT calculation, a global tax matrix, currency conversion with a forex engine, international shipping and cross-border P&L.10 · Account health & risk — 13 endpointsHealth dashboard, suspension-risk scoring, benchmarking, appeal drafting and plan-of-action generation; buyer-risk scoring, fraud-pattern detection, label compliance, licence checks and listing policy scans; a recovery workflow for accounts already under enforcement; session-health detection that catches expired or degraded marketplace sessions before a job fails against them.11 · Reviews & customer communication — 11 endpointsReview triage by severity, scheduled review requests, due tracking and a solicitation blacklist; sentiment classification with Hinglish-aware vocabulary and recurring-issue theme extraction; unanswered marketplace Q&A surfaced with drafted replies; direct buyer notification; competitor-review monitoring for positioning.12 · B2B & wholesale — 10 endpointsLead capture and stage advancement through a wholesale funnel; quotation creation and acceptance; purchase-order creation and goods-receipt notes; business-tier pricing, best-supplier selection and reorder-point checks.13 · Inventory & orders — 32 endpointsA sync engine with a queue and an approval step before stock levels are written out; one unified order feed across connected marketplaces plus an operator order dashboard; CSV import from file or pasted text with format detection and a fallback parser, import history and manual single-order entry; barcode registration and scanning from the Android app; push-notification registration and delivery.14 · AI assistant — 43 endpointsHinglish is structural rather than a system prompt — it appears across 37 backend modules, with a 567-line intent matcher carrying spelling-variance and quantity-word-order rules taken from real input. Natural-language command handling with intent classification and a streaming endpoint; hardware and system questions answered from real measurements rather than sent to the model; Gemini with multi-key rotation and model fallback on quota exhaustion, plus an Ollama path for offline operation; document upload and indexing with RAG question-answering behind a shared-term relevance gate that suppresses answers from unrelated documents; a memory store with remember, recall, export, import, statistics and migration; an autonomous engine with plan construction, decision-making, a dry-run mode, an approval gate, an audit ledger, a toggleable control loop, anomaly detection and workflow execution; a seller copilot that stays in commerce context rather than drifting to device questions; video transcript summarisation with PDF export.15 · Voice & desktop control — 31 endpointsOrigin features from the assistant’s Windows-first beginnings. Wake-word start and stop with history, one-shot listening, transcription, speech synthesis, intent extraction and text normalisation; application launch, screenshot, volume, power actions, temp-file cleaning, disk cleanup, memory optimisation, speed boost and network reset; Gmail message listing, reading, drafting and summarisation, plus calendar event listing and creation; weather lookup with place search and a live cricket feed.16 · Security, identity & multi-tenancy — 51 endpointsA default-deny gate in middleware — a route is authenticated unless explicitly allowlisted — with RBAC roles and per-command permission checks; per-device JWTs with individual and bulk revocation, two-factor authentication, OIDC login and callback, and token status; an append-only audit trail, an approval workflow for privileged actions and an emergency stop; an encrypted session vault, API-key rotation with cooldown handling, environment protection and a secrets scan; hardware binding, licence status, watermark proof and account recovery; organisations and workspaces, tenant status, plan assignment, billing checkout and verification, and per-tenant data isolation; rate limiting wrapped around the security gate, suspicious-activity monitoring, and firewall and hardening checks.17 · Alerts & notifications — 16 endpointsWhatsApp via Twilio and CallMeBot, a Telegram bot, and email — each testable independently, with a send-to-all path. Channel state distinguishes configured from verified from last-send-failed, because environment presence was never proof a channel worked. A scheduled executive business digest with preview before dispatch.18 · Platform & operations — what a buyer inheritsFastAPI on Python 3.12, React 19 with Vite, PostgreSQL and Redis, packaged with docker-compose plus separate production compose and nginx configs. An Android APK built through Capacitor in CI. Quality gates that fail the build rather than warn: a 70% coverage floor, a 109-module per-module coverage ratchet, an architecture import-direction ratchet, ruff, gitleaks, pip-audit and npm audit, with a scheduled soak-and-load job running separately. A regression corpus of 100 tests, each named for a real defect found in use. Health and readiness endpoints, Prometheus metrics, an observability snapshot, analytics and a QA gate. Backup and restore, cloud push and pull with heartbeat, a distributed job queue with workers and claim / complete / fail semantics, a distributed cache, and a scheduler.📊 THE NUMBERS — reproducible from the repository in an afternoon• 619 route handlers across 42 router modules• 5,057 backend tests passing in CI• 78% line coverage, with a build-failing 70% floor• 130,000 lines of Python and 24,000 of JS/TS• 100 regression tests, each named for a real defect• 16 business and legal documents already drafted🔍 WHAT IS NOT TRUE OF ITStated up front, because a buyer would find all of it within twenty minutes anyway.• It is pre-revenue. Zero customers, zero revenue, no production hours. Built and tested, not yet running for a paying seller. That is the most important fact about it.• Two of the four write actions are assist-only. order_action and listing_toggle navigate to the correct page and hand control back to the operator. Only stock_update and price_update attempt automatic execution, and their selectors are pattern-based rather than captured from a live portal. The API returns an assistOnly flag; the source says so in its own docstring.• The tax functions build payloads; they do not file. E-way bill assembles a compliant payload and computes validity from distance. GSTR-1 and 3B produce summaries. Nothing submits to the GSTN or NIC portal — a buyer adding portal submission inherits that work.• Browser automation of seller portals carries terms-of-service exposure. The compliance guard and account-block safety module mitigate it with write caps and a no-stealth posture. They do not remove it, and portal redesigns break selectors.• Desktop, voice and consumer features come with the platform. Roughly 31 endpoints cover PC control, wake-word voice, weather and cricket. A buyer inherits them and must maintain or remove them.📁 WHAT THE BUYER GETS• The complete repository, full IP assignment and the yleef.online domain.• Sixteen pre-drafted documents, including the NDA, IP assignment, software purchase agreement, source-code transfer agreement and a generated technical audit report.• Two to four weeks of handover.• Read-only repository access for code review, after an NDA.• A live fifteen-minute screen-share of the running system, whenever suits you.🔗 SEE IT BEFORE YOU ASK ANYTHING• Verify every number above, next to the command that reproduces it: https://yleef.online/proof/• Interactive product tour: https://yleef.online/• Full capability schedule: https://yleef.online/capabilities/• 90-second recording of it running: https://youtu.be/1BjHig91Fn4Prabhudutt Mishra · Yleef Enterprise