QuantumByte

AI Dev Platforms

Verified Publisher·Pending reviewVerified Adoption·Pending reviewEnterprise Ready·Pending review

Open-source app-builder engine that turns product intent into working applications and verifies every agent turn against explicit business requirements.

Developer decision brief

Should I use QuantumByte?

Open-source app-builder engine that turns product intent into working applications and verifies every agent turn against explicit business requirements.

Open sourceDocs linked

Best for

AI Dev Platforms decisions where you need a concrete shortlist.
Teams that prefer open-source or self-hostable options.
Evaluation where docs and examples matter before API integration.

Watch-outs

Not enough verified adoption data yet.
Docs linked on this profile.
Repository linked for inspection.
No developer reviews yet.

Quickstart

No canonical install command detected. Open the docs or profile quickstart below.

Use quickstart here Docs GitHub Website

Compare alternatives

QuantumByte vs Pioneer QuantumByte vs Band QuantumByte vs BossConsole

Build with this

What you would get weekly

Save or follow QuantumByte to track rank movement, new alternatives, starter examples, benchmark/docs changes, and project activity. Default cadence is weekly.

No live product opportunities yet

You can still use the workbench: build a stack, publish proof, and follow starter challenge programs. New credits, workshops, and launch programs appear here once companies publish them.

Enterprise fit

Buyer brief for procurement and architecture review

Source-labeled signals for cost, reliability, security, integration, and adoption proof. Missing compliance evidence is shown as a gap, not guessed.

Compare for enterprise Export brief

Inferred

Commercial model

Open source profile signal; exact enterprise terms need buyer review.

View source

Needs verification

Reliability

No status page, uptime, or SLA evidence attached

Needs verification

Security/compliance

No security, trust, or compliance source attached

Source linked

Integration fit

Documentation source linked

View source

Needs verification

Adoption proof

No public adoption proof attached

Buyer recommendation

Shortlist only after verifying Reliability and Security/compliance.

Docs are linked for implementation review.Open-source path can reduce lock-in review.At least one buyer evidence source is linked or verified.

Vendor value loop

Vendors receive anonymous aggregate evaluation demand by default. Account details are shared only after explicit buyer contact or consent.

Request vendor contact

Real data backfill while adoption proof grows

These are source-linked enrichment paths for missing fields. They are treated as proxies until claimed-company data and first-party tokens& adoption events replace them.

GitHub repository APIfreeStars, forks, license, topics, releases, default branch, repo freshness, and public contributor signal.OpenSSF ScorecardfreeOpen-source security posture checks for repos before enterprise review.npm downloads APIfreePublic JavaScript package download trends for SDK/tool adoption proxies.PyPI StatsfreePublic Python package download trends for SDK/tool adoption proxies.Product Hunt APIfreemiumLaunch timing, maker activity, and early-adopter demand signals when products launch publicly.

Events / Tours

QuantumByte developer events

Hackathons, workshops, office hours, launches, and partner challenges tied to this product.

Claim or partner

No public events yet

Claimed teams can add hackathons, webinars, office hours, and challenges, then measure attendee to usage ROI.

Ship with QuantumByte in 60 seconds

Hackathon-readyShell

Auto-detected from official docs

npm

npm install (web) + creates Python venvs and pip install (orch, worker). 3 db-up docker compose up -d --wait — starts Postgres, Redis, minio + creates the qb-assets bucket, waits until all healthy. 4 migrate Applies Prisma migrations. 5 generate Generates the Prisma client into apps/web/src/generated/prisma . Fill in secrets make env only creates the web .env . The worker and orchestrator read env from their own .env files (or the process environment) — copy their examples: cp apps/worker/.env.example apps/worker/.env cp apps/orchestrator/.env.example apps/orchestrator/.env Then set, in apps/worker/.env : ANTHROPIC_API_KEY — a real sk-ant-… key. Or leave the sk-ant-... placeholder to fall back to your claude.ai login at ~/.claude/.credentials.json (only a real-looking key is passed to the SDK). GIT_PAT — a GitHub PAT with repo scope. The repo owner is derived from the token; no username needed. Required for the agent workspace. Everything else has a working local default. Full var reference: web · orchestrator · worker . Start it Everything in one terminal (Ctrl-C stops all three): make dev # starts infra, then web + orchestrator + worker together Or one app per terminal — better for reading logs and running a worker fleet: make db-up # infra (Postgres + Redis + minio) make web # http://localhost:3000 make orchestrator make worker # repeat in more terminals for a fleet Handy endpoints: URL What http://localhost:3000 web app http://localhost:9001 minio console ( quantumbyte / quantumbyte ) localhost:5432 Postgres ( quantumbyte / quantumbyte ) End-to-end walkthrough Open http://localhost:3000 and create a project from an intent prompt. The web app writes a PENDING message to Postgres. The orchestrator assigns it to a live worker (pinning that project to the worker via affinity for AFFINITY_TTL_SECONDS ). The worker clones the project's GitHub repo, runs the Agent SDK, and streams replies + activity back into the chat. Generated assets land in minio and are served from S3_PUBLIC_URL . The harness derives requirements from the project overview and verifies them against the workspace; verdicts show in the blueprint UI. If nothing moves after you send a prompt, at least one worker must be running and heart-beating — check the worker terminal. Stopping and resetting make db-down # stop infra containers (data persists in named volumes) make clean # remove node_modules + Python venvs (does not touch the DB) Full wipe including data: docker compose down -v # removes pgdata + miniodata volumes — destroys all local data Troubleshooting Symptom Likely cause / fix Prompt sent, chat never advances No worker running, or none heart-beating. Start make worker . Worker exits on start / auth error ANTHROPIC_API_KEY invalid and no claude.ai creds. Set a real key or log in. Worker can't create/clone repo GIT_PAT missing or lacks repo scope. make migrate fails to connect Infra not up/healthy. Run make db-up and re-run. Generated images 404 minio not up, or S3_PUBLIC_URL not browser-reachable. Check the minio console and the bucket is public-read. Harness never runs / duplicate runs Redis unreachable — the worker degrades open (runs without the dedup lock). Bring Redis up to restore dedup. Port already in use (3000/5432/6379/9000) Another process owns it. Stop it, or remap in docker-compose.yml / the dev script. Also see ARCHITECTURE.md — system design and invariants apps/orchestrator/README.md , apps/worker/README.md — per-app config tables docs/roadmap.md — where this is going Footer &copy; 2026 GitHub, Inc. Footer navigation Terms Privacy Security Status Community Docs Contact Manage cookies Do not share my personal information You can’t perform that action at this time.

Docs:Official Docs GitHub Website

Quickstart

Preparing QuantumByte docs pack

Streaming

The product profile is ready. Official docs, README snippets, and the AI paste pack are loading in the background.

Build context

Developer projects using QuantumByte

No public community builds yet. These starter examples are templates, not fabricated activity.

Publish your build

Starter example

Launch-week proof page for an agent tool

Template

Turn a fresh repo, demo, Show HN, or hackathon launch into a public proof page with stack notes, launch context, and real build evidence.

Built with

Import repo

Attach demo + launch link

Save stack

Publish proof

Compare Publish template

Starter example

RAG support chatbot

Template

Index help docs, retrieve relevant passages, answer with citations, and trace failures before shipping.

Built with

Load docs

Embed chunks

Retrieve context

Trace bad answers

Compare Start with vector DB

Public credibility status

Claimable

This profile now separates verified proof from self-reported claims, so founders can improve status without buying rank.

Profile strength

41/100

Claimable profile · 6 gaps

Verified Publisher

Verify ownership through DNS or well-known file.

Verified Adoption

Connect SDK/API events to prove adoption.

Team Verified

Add founder/team proof.

GitHub

Repository linked

Docs

Docs linked

Security

Add SOC2/security/compliance proof.

Backers

Add verified backer proof.

Protocol/API

Agent-readable proof present

Freshness

Awaiting fresh proof.

Built by

QuantumByte team

Founder / team from QuantumByte OSS

OSS MaintainerProtocol ReadyPending review

GitHub Website

Team proof is pending until the product profile is claimed.

OSS MaintainerProtocol Ready

Owner checklist

Verified domain

+15

Verify publisher ownership to remove the unclaimed status gap.

SDK/API telemetry connected

+20

Connect SDK to unlock Verified Adoption.

Verified adoption badge

+10

Send enough verified adoption events to pass the cohort threshold.

Funding, backer, or security proof

Add funding, backer, or security evidence to qualify for higher trust badges.

Improve profile

Proof file

Proof	State	Evidence
Publisher ownership Domain or organization claim · Live	Pending review	Unclaimed profile45% confidence
Verified adoption SDK/API/CRM telemetry · Pending	Pending review	Insufficient cohort50% confidence
Category rank AgentRank methodology · Pending	Pending review	Rank pending40% confidence
Team proof Domain, social, and team evidence · Live	Pending review	Team signal exists45% confidence
Security and enterprise readiness Docs, compliance, protocol, and readiness signals · Pending	Pending review	Security proof pending38% confidence

Share and embed

Public profile card

Share the product's rank, trust state, and top badges.

Open

Verified Adoption badge

README and website badge backed by telemetry.

Open

[![Verified Adoption](/api/badges/quantumbyte?variant=verified)](https://tokensand.com/tools/ai-dev-platforms/quantumbyte)

Top 10 badge

Unlocks automatically when the profile enters Top 10.

Open

[![Top 10](/api/badges/quantumbyte?variant=top10)](https://tokensand.com/tools/ai-dev-platforms/quantumbyte)

Team launch card

Founder/team credibility card for launch posts and investor updates.

Open

Weekly momentum card

Share rank movement and verified adoption growth.

EnterpriseOpen

Launch copy

QuantumByte is live as a public adoption profile: https://tokensand.com/tools/ai-dev-platforms/quantumbyte. Verified proof beats vanity metrics.

Embed path: /api/badges/quantumbyte?variant=verified · Profile: /tools/ai-dev-platforms/quantumbyte

AgentRank trust profile

Public proof buyers and agents can trust

Claim this tool to see who is evaluating it

AgentRank

Adoption + trust composite

Trust Score

observed

Category Rank

Not ranked yet

AI Dev Platforms

Protocols

SDK

Agent-readable metadata

Tracked Developers

Known active developer activity

Profile Status

Unclaimed

Owner action needed

Trust Registry

AgentRank evidence file

observed

Source breakdown

GitHub313

68% confidence

Protocol support

SDK

Agent-readable protocol evidence raises trust and commercial readiness.

Benchmark proof

Benchmark proof pending

Attach latency, cost, accuracy, reliability, or eval evidence to unlock the performance component.

Trust gaps

Verify publisher ownership

Send SDK/API telemetry

Attach benchmark evidence

Enterprise verification can enrich evidence and export proof packages, but cannot buy rank.

Claim this tool to see who is evaluating it

Adoption over time

Last 8 weeksSmall cohort suppressed · trust 35

Timeline appears after verified events.

We do not draw a fake adoption chart before live usage, self-reported proof, or challenge activity exists for this product.

Suppressed

active developers

Unavailable

verified adoptions

Suppressed

retention

Next best action

Claim QuantumByte before competitors use this profile as proof.

Connect usage events, resolve developer identities, and see which accounts are evaluating QuantumByte.

Claim this tool to see who is evaluating it

Your developer adoption profile is already visible.

Claim it to verify data, add integrations, and unlock adoption intelligence on developers and accounts evaluating QuantumByte.

Claim your tool

Developer identities

See the builders behind saves, docs clicks, API calls, and retained usage.

Talk to sales

Account map

Resolve developer activity into companies, teams, and enterprise accounts.

Talk to sales

Retention cohorts

Track first API call through 7/30/90-day retention and expansion.

Talk to sales

Competitor overlap

Find developers evaluating alternatives and switching between tools.

Talk to sales

Category benchmark

Compare activation, retention, and growth against your market.

Talk to sales

Recommended actions

Prioritized DevRel, product, and sales plays based on live adoption signals.

Talk to sales

Developer identities, account mapping, retention cohorts, and competitor overlap are available on Growth and Enterprise plans.

About QuantumByte

Open-source app-builder engine that turns product intent into working applications and verifies every agent turn against explicit business requirements.

Resources

QuantumByte websitewebsite

QuantumByte running guidedocumentation

QuantumByte source repositoryGitHub