GitHub App · executor-agnostic · open core

The self-learning
AI software factory.

Otta turns vibe coding into a self-learning software factory — moving each idea through adaptive quality gates from raw concept to production-ready software, learning from every failure so future builds get better.

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otta · pipeline ·  
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otta:builder
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otta:reviewer
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otta:qa
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otta:devops
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// initializing otta pipeline...
OTTA PULSE · CHECKS API · GEPA FLYWHEEL
IDLE
scenario 1 of 2 — flywheel prevents a repeat failure
// CORE ARCHITECTURE
01
Rules Layer

Global standing orders

Team-wide constraints, strict typechecks, TDD-first. Prompts drift — rules don't.

02
Orchestration

4-stage agent pipeline

builder → reviewer → qa → devops. Specialized roles. None can self-approve.

03
Memory Layer

Brain + cross-agent recall

Git-canonical brain + mem0 recall bus. Past failures become preflight guards.

04
GEPA Flywheel

Self-learning optimizer

Pipeline verdicts feed GEPA. Prompts rewrite from outcomes — 35× fewer rollouts than RL.

Otta observability metrics · last 90 days

457
merged PRs
last 90 days
440
production deploys
GitHub deployments
7 min
median PR cycle
open → merged
2.8 min
median CI loop
feedback speed
210
semver releases
auto-tagged
6 / 3
blockers caught
on 3 CI-green PRs

From raw concept to production software — with adaptive gates.

Otta turns vibe coding into a self-learning software factory. Instead of treating AI coding as a one-shot prompt, Otta gives every idea a structured production journey through adaptive quality gates — product clarity, implementation, tests, review, deployment, verification, and real-world feedback. Each gate checks, measures, and improves the work. When something breaks, fails, or produces poor results, Otta learns from that failure, adapts the gate, and prevents the same class of problem from happening again.

The pipeline

Intent in. Verified release out.

Six stages, each with a gate that can't be skipped. You step in twice — to approve the plan and to approve the promote. Everything between runs autonomously, and every gate is enforced as a GitHub Check before code moves: fast on the way to staging, strict on the way to production.

  1. 01

    Idea & Session

    An idea becomes a persistent session with memory.

    Say what you want. Every raw idea is initialized as a dedicated session with its own memory. Teams can pause, resume, and move many sessions forward in parallel without context decay.

    No context is lost; your ideas compile into structured session streams.
  2. 02

    Autonomous Build

    AI executors build across isolated slots.

    Specialized agents (such as Claude Code or Codex) spin up in their own git worktrees, executing tasks on autopilot without manual ticket-grooming.

    Parallel dev speed with zero risk of branch collisions.
  3. 03

    Govern & Gate

    GitHub-App-first merge-blocking verification.

    Otta's native GitHub App enforces rigorous quality gates before a single line of code is integrated. Strict test-driven TDD, typechecks, and visual screenshot checks must pass.

    Hard quality gates — never polite suggestions in a prompt.
  4. 04

    Measure & Telemetry

    Continuous cycle-time and cost tracking.

    Otta Pulse logs exact token/API expenses, cycle times, and review depth for every agent run, compiling live DORA metrics for execution visibility.

    Full budget accountability and quantitative performance ledger.
  5. 05

    Self-Learn & Flywheel

    Lessons compile back into preflight rules.

    The system analyzes defects and failed runs, committing gotchas back into a git-canonical brain. Past errors automatically graduate into preflight guards so you never repeat a mistake.

    The platform gets cleaner, faster, and cheaper the longer it works.

Why it's different

Autonomy you can actually trust.

GitHub-App-First Governance

Otta installs as a native GitHub App. Merge-blocking checks, required visual evidence, and manual promotion gates are enforced at the repository level—meaning agents cannot self-approve or bypass rules.

Persistent Session Memory

Most agents start from scratch every run. Otta gives every idea a persistent session with memory, allowing teams to collaborate across parallel streams without repeating mistakes or losing context.

Actionable Measurement

Get real-time DORA metrics, PR cycle times, code quality trends, and exact token/API expense tracking. View exactly how much value your agent fleet is shipping and where they get blocked.

The Self-Learning Flywheel

Otta closes the loop between execution and intelligence. Hard-won code retro summaries and fixed bugs compile back into git-canonical brain rules, making future runs faster and cheaper.

Vibe Coding, Production Quality

Keep the speed, lose the chaos. Otta turns scattered, speculative vibe-coding sessions into a structured, reliable path to production-ready software.

Data Sovereignty & Control

Self-host on your own infrastructure. Your code, secrets, and agent memories remain completely under your control—by default, on every tier.

Memory

Agents that remember your codebase — not just your last session.

Most coding agents start every task from a blank slate and re-make the same mistakes. Here, hard-won context is captured, versioned, and recalled — so the system gets sharper the longer it works on your code.

Session memory

Context-retentive workspace streams

Every new idea or task starts a persistent session with memory. Teams can pause, resume, and run dozens of tasks in parallel without context decay.

Git brain

Version-controlled wisdom ledger

Decisions, custom architecture guidelines, and bugfixes are stored directly in a private repository. High-signal, structured reference guidelines that agents never drift from.

Flywheel

Retro → preflight rule translation

Defects and failed runs are analyzed automatically. Hard-won retro lessons are translated directly into automated preflight checks, ensuring past mistakes are never repeated.

Head to head

A different bet than the big agent platforms.

Generic agent platforms optimize for raw autonomy at enterprise scale. Otta optimizes for provable quality, persistent memory, and data you control.

Focus
Otta: Governance, measurement, and learning layer wrapping existing execution agents
Them: Raw autonomous coding agents focused purely on file-writing
Quality gates
Otta: GitHub-App-first merge-blocking TDD, visual screenshots, and health checks
Them: Static file checks and code compilation only
Memory
Otta: Persistent sessions with memory + git-canonical brain for continuous self-learning
Them: Temporary task-based history; no cross-session recall
Integration
Otta: GitHub App, MCP Server, and CLI that fit inside your existing dev setup (Claude Code, Codex)
Them: Siloed web UI or proprietary desktop workspaces that force workflow migration
Target audience
Otta: Teams, small teams, founders, and builders who need delivery discipline
Them: Enterprise teams focused on ticket-to-code volume rather than quality gates
Data control
Otta: Self-hostable on your own infra, every tier
Them: On-prem is an Enterprise-only, custom-quote feature

Comparison reflects publicly documented positioning and independent reviews of enterprise agent platforms; capabilities change over time.

Pricing Plans

Local-first by default. Hosted when you need it.

01

Free

Free

The local-first AI dev cockpit for individual builders and teams.

Join waitlist
  • Native desktop app — fully local-first
  • Bring your own CLI — Claude, Codex, Cursor, OpenCode
  • Unlimited local background agents
  • Personal DORA metrics — 30-day delivery history (own repos)
  • PR cycle time + review depth — 7-day teaser
  • Community support
Popular
02

Plus

$20 /mo

Your workflow follows you: synced memory, cloud runner, 90-day delivery insight — code never leaves your machine.

Join waitlist

Everything in Free, and:

  • Agent-native, multi-surface experience — Desktop / CLI / SDK
  • One managed cloud runner — background jobs when your laptop is closed
  • Memory + brain sync — cross-device, always fresh
  • 90-day delivery metrics — DORA, PR cycle time, code quality trends
03

Pro

$100 /mo

Three dedicated cloud runners and full-year delivery analytics for power users and consultants.

Join waitlist

Everything in Plus, and:

  • Three dedicated managed cloud runners (24/7 availability)
  • Full 1-year delivery history — DORA + PR review flow + code quality + Linear flow
  • CI/CD deploy verification — automated health checks on every deploy
  • SPACE / DevEx personal surveys — satisfaction, collaboration, flow tracking
  • Early access to new features
04

Teams

Contact

For engineering leads who need delivery accountability across the whole team: shared memory, team DORA, Linear-flow dashboards, and enterprise controls.

Book a call
  • Multiple team members — up to 150 seats
  • Custom usage limits
  • Dedicated onboarding and support
  • Team DORA rollups with industry benchmarks
  • Linear flow metrics — cycle time per ticket, WIP, flow efficiency
  • Business delivery dashboards — engineering impact mapped to OKRs
  • Single Sign-On (SSO) integration
  • SAML / SCIM provisioning
  • Zero Data Retention (ZDR)
  • Admin controls — model selection, autonomy level, access controls, deny lists

Get started

Two ways in — pick yours.

The Claude Code plugin is free and ships today. The Cockpit desktop app is in early access — request a seat.

Claude Code Plugin

Available now · free

Adds the Otta shipping loop — TDD, acceptance gates, visual verification, and auto-PR — to any Claude Code session. Works on your existing repos, no new infra required.

Install — run one at a time

$ /plugin marketplace add otta-build/plugin
$ /plugin install otta@otta
$ /otta:setup

Paste each line into the Claude Code prompt and press Enter — these are three separate commands, not one block, and not for the “Add Marketplace” box. /otta:setup installs the pre-push gate hook and walks you through the Otta Pulse GitHub App — no secrets on your machine.

View plugin on GitHub →

Otta Cockpit

Early access · desktop app

The full autonomous pipeline UI — manage issues, watch runs in real time, review agent decisions, and approve gates from a native desktop app. Powered by the Otta engine GitHub App.

  • Issue → plan → PR with two human gates
  • Live run timeline with cost and token accounting
  • Parallel worktrees — many issues in flight at once
  • Native macOS + Windows · self-hostable engine

Ship like a senior engineering org — without the org.

Request early access, or book a walkthrough to see the gates, the memory layer, and the live delivery record in action.

Book a walkthrough