Nuraveda Lab · Independent AI lab

AI that ships.
In production.

Two flagships, one operating mode. Glitch Executor is a prop-firm trading dashboard — track every challenge, build and test strategies, all your connected accounts in one view. Mesh Pilot is the open agent mesh — six OSS specialist agents wired through a proprietary orchestration brain.

See the flagships Browse open source
Flagships
2
OSS projects
8
Mirror platforms
3
Nuraveda Lab — Glitch Executor and Mesh Pilot as the two flagship surfaces of one shared agent stack

Flagships

Two flagships. One operating mode.

Glitch Executor is the productized end-to-end execution surface — the moat is the locked playbooks and tuned models. Mesh Pilot is the open agent mesh — the moat is the orchestration brain, not the individual agents. Pick the one closest to your problem.

  • Glitch Executor

    glitchexecutor.com

    Prop-firm trading dashboard — track your challenges, build and test strategies, all your connected accounts in one view.

    • Track every prop-firm challenge in real time — drawdown, targets, daily limits
    • One dashboard unifying all your connected prop / broker accounts
    • Strategy builder + backtester that's aware of each firm's rule set
    Visit Glitch Executor

  • Mesh Pilot

    meshpilot.app

    An open agent mesh + a proprietary orchestration brain.

    • OSS agents — voice, SEO, ads, sales, social, UGC. Public on github.com/Nuraveda-Labs
    • Proprietary brain — routing, scheduling, shared memory, cross-agent policy. Not open.
    • Partially open by design — the moat is the coordination plane, not the individual agents.
    Visit Mesh Pilot

Open source

Things we ship in the open.

Smaller pieces of work where the next team forking it is the win. Mostly MIT; some source-available (free to use, just not to build a competing product). Mirrored across GitHub and GitLab so a single account suspension never loses the codebase.

  • Hydrogen D2C Starter

    Shopify Hydrogen · React Router 7 · TypeScript

    Production-grade Shopify Hydrogen + React Router 7 starter for D2C brands.

    • CRO-tested PDP / collection / home layouts
    • GA4 dataLayer wiring + Pack-style component library
    • Hydrogen latest + Vite 6 + TypeScript strict
    View source Live demo MIT

  • Ouroboros cBot

    C# · .NET 8 · cTrader Automate

    Multi-timeframe cTrader cBot — six ML bots (M1..H4) merged into one .algo.

    • Data-driven whitelist over 3,253 closed demo trades
    • Agreement-as-sizer rule (not agreement-as-gate)
    • Customer-side execution — single .algo, runs offline in cTrader Desktop
    View source MIT

  • Mesh Pilot agents

    TypeScript · Node · LiveKit · LangGraph

    Six open-source AI agents — the publicly forkable half of Mesh Pilot.

    • ai-voice-agent (LiveKit), ai-seo-agent, ai-ads-agent
    • ai-social-agent, ai-sales-agent, ai-ugc-agent
    • Mirrored on github.com/Nuraveda-Labs and gitlab.com/nuraveda-lab
    View source MIT

  • LinkedIn Ads MCP

    Python · FastMCP · LinkedIn Marketing API

    MCP server for the LinkedIn Marketing API — read + write campaigns, analytics, creatives from any MCP client.

    • No official LinkedIn MCP exists — this handles the restli encoding quirks
    • Read + write: campaigns, groups, analytics; write tools default to DRAFT
    • pip install linkedin-ads-mcp · or connect instantly via Mesh Pilot
    View source PyPI FSL-1.1-MIT

  • Shopify Agentic SEO App

    React Router 7 · Shopify App · Prisma · Polaris

    Open framework for building an agentic SEO app for Shopify — audits, JSON-LD automation, AI-search readiness.

    • One-click SEO audit: structured data, breadcrumbs, canonical, og:image
    • Product JSON-LD + FAQPage / BreadcrumbList via theme app embeds
    • Generates llms.txt — readable by AI answer engines. The Shopify surface of Mesh Pilot's SEO agent.
    View source MIT

How we work

Same agent patterns, different surface areas.

Trade, Edge, and Grow look like three unrelated products from the outside. Under the hood, they share the same router, the same data contracts, the same execution primitives — so every improvement compounds across the portfolio instead of staying siloed.

  • One ensemble, many domains

    The same 8-model router that ranks trade signals in Glitch Executor also routes work across the Mesh Pilot agents. Trend, momentum, mean-reversion, session analysts — the patterns transfer once you own the plumbing.

  • Owned data, not rented access

    Every engagement leaves the client with their own Postgres, their own embeddings, their own audio and call datasets. Fine-tunes run on your data inside your infra — we do not recycle it into ours.

  • Cross-domain pattern reuse

    The attribution bridge built for a DTC brand informed how our trading executor filters noisy signal feeds. Work done in sports modelling sharpens marketing conversion windows. One codebase, three revenue surfaces.

  • Vendor-lock-in avoidance, on purpose

    Open-weight models where latency and privacy matter. Frontier models where reasoning matters. cTrader, MT5, Interactive Brokers all pluggable behind one executor interface. No single API deprecation ends the product.

  • Edge compute for the thin bits

    Webhooks, OAuth callbacks, contact forms, OG image generation — Cloudflare Workers and Pages Functions. Heavy ensemble work runs on dedicated GCP. Split by where latency hurts most.

  • Code is public by default

    Where it is safe to do so, our internal libraries ship under a BSL 1.1 licence that converts to Apache 2.0 in 2030. Transparent moat: the moat is the data and the ops, not the source.

Selected milestones

A short backstory.

The lab runs lean: one small team, one shared server footprint, two flagship products shipping against real clients, plus MIT-licensed open-source projects on the side. Milestones below are the ones we can talk about publicly. The lab previously operated as Glitch Executor Labs, organized around three verticals (Trade, Edge, Grow); those consolidated into Glitch Executor as the productized flagship, and Mesh Pilot was spun out as the open-mesh thesis.

  1. 2026-04

    Four-site portfolio rebuild

    Master portfolio and three sister marketing sites (Trade, Edge, Grow) rebuilt on a shared Astro + Cloudflare Pages stack. Shared design language across the estate.

  2. 2026-04

    Ayurpet — multi-storefront attribution live

    Cross-currency, cross-storefront attribution in production for an INR ad account driving both India and Global Shopify stores, with Amazon Seller Central sync via Airbyte → Postgres → agent view.

  3. 2026-04

    Public-repo licensing standard adopted

    BSL 1.1 → Apache 2.0 (2030-04-18) adopted across public agent repos — source-available now, fully open-source on schedule. Transparent moat: data and ops, not source code.

  4. 2026-04

    cTrader Open API integration

    cTrader Open API client and price feed built and registered with Spotware for live execution across forex, commodities, and equities, joining existing MT5 and Interactive Brokers paths.

  5. 2026-04

    Voice AI for COD confirmation

    Production voice agent handling Hindi and Hinglish COD confirmation calls for Shopify merchants. Every call becomes training data the merchant owns — not a moat that expires when we leave.

  6. Ongoing

    8-model trading ensemble

    Trend, momentum, mean-reversion, ML, volume-profile, session, multi-timeframe, and technicals — routed through a shared ensemble engine feeding the Telegram client bot, admin API, and execution workers.

FAQ

The questions we get at the lab level.

Product-specific questions live on each flagship's own site (glitchexecutor.com, meshpilot.app). These are the ones that only make sense at the lab level.

  • What does Nuraveda Lab actually ship?
    Two flagship products and a small set of open-source projects. Glitch Executor is a prop-firm trading dashboard — track every prop-firm challenge in real time (drawdown, targets, daily limits) across all your connected accounts in one view, with a strategy builder and a backtester that's aware of each firm's rule set. Mesh Pilot is an open agent mesh: six MIT-licensed specialist agents (voice, SEO, ads, sales, social, UGC) wired through a proprietary orchestration brain (the brain stays closed; the agents are public on github.com/Nuraveda-Labs). Smaller open-source projects — a Shopify Hydrogen starter, a cTrader cBot ensemble — ship MIT-licensed under the lab.
  • Why two flagships instead of three product lines?
    The earlier framing — Glitch Trade / Glitch Edge / Glitch Grow under a "Glitch Executor Labs" holding company — was three verticals chasing different buyers. We consolidated: Glitch Executor narrowed to one sharp product — a prop-firm trading dashboard (challenge tracking, strategy builder, rule-aware backtester) — and the growth / agent-mesh work moved into Mesh Pilot. One product is closed-and-productized, one is openly forkable with a proprietary coordination layer. Two distinct customer stories, one shared infra layer.
  • How open is Mesh Pilot?
    Partially open by design. The six agents — voice, SEO, ads, sales, social, UGC — are MIT-licensed and forkable today on github.com/Nuraveda-Labs (mirrored on GitLab so a suspension on one host never loses the code). The orchestration brain — routing, scheduling, shared memory, cross-agent policy — is proprietary. That split is the product: anyone can run the individual agents, but turning them into a mesh that actually coordinates work is the part we monetize.
  • Are you hiring? What's the open-source surface?
    Not actively hiring — the lab stays deliberately small. On the OSS side: hydrogen-d2c-starter (production-grade Shopify Hydrogen + React Router 7), ouroboros-cbot (cTrader multi-bot ML ensemble), and the six Mesh Pilot agents. All MIT, all tri-mirrored. If you want to contribute, open an issue before a PR — we optimize for narrow scope.
  • How is the lab structured?
    Nuraveda Lab is the trading name; the underlying legal entity is Nuraveda, a sole proprietorship registered in Ontario, Canada. Glitch Executor and Mesh Pilot are flagship products, not separate companies. Both run on shared infrastructure; we split into isolated VMs once either product reaches standalone revenue that justifies the operational overhead. Security blast-radius is the trigger for that split, not head-count.
  • How do I reach the team?
    Email help.nuraveda@gmail.com and tell us what you're trying to build. If you're evaluating Glitch Executor for prop-firm challenge tracking, strategy building, or backtesting — say that. If you're looking at Mesh Pilot for an agent-mesh deployment, say that. If you're just here for the open-source projects, no email needed — go directly to the repos. We reply within one business day on real inbound.

Get in touch

Tell us which flagship fits your problem.

We reply within one business day. If it's urgent, email us directly — help.nuraveda@gmail.com.

  • Glitch Executor (prop-firm trading dashboard) or Mesh Pilot (agent mesh) — we'll route you to the right one.
  • No NDAs required to scope the first call.
  • Honest answers if neither flagship is the right fit yet — pointers to the OSS projects if that's what you actually need.

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