00
intro

100K+ commits tracked with AI code provenance

AI Developer Tools
3 months
AI/ML Enablement
DevOps Transformation
Nov 10, 2026
7 min
Navigation
01
About

Origin brings traceability and governance to AI-generated code

Built from scratch as a production-ready AI code provenance platform, Origin tracks AI-generated code, prompts, sessions, costs, and line-level attribution across multiple coding agents. Its Git-native architecture preserves coding history and context while supporting team-wide governance, secure workflows, and scalable operation across 100K+ tracked commits.

Commits tracked
100K+
Tagged releases
63
Uptime
99.9%
Capture overhead
<100 ms
03
challenges

Origin faced the following challenges in their work

Multi-agent capture

Origin needed to capture activity from 8 different AI coding agents, each exposing prompts, sessions, models, token usage, and code changes through different hooks, transcript files, or local databases. All of that data had to be normalized into one consistent provenance format without disrupting developers’ existing workflows.

Persistent code attribution

Line-level AI attribution had to remain accurate even after developers rebased, squashed, amended, or cherry-picked commits. Because those operations can change commit hashes and repository history, Origin needed a reliable way to preserve provenance across real-world Git workflows.

‍

Sensitive provenance data

Origin stores prompts, session metadata, and code provenance inside Git-based workflows. This created a security challenge: sensitive information and secrets had to remain protected across repositories, clones, and forks while keeping provenance portable and useful for governance.

Tackle challenges confidently with our DevOps experts

Let our team find the best tech approach for your business scale and scope.

Contact us
04
Tech stack

Technologies we used

//
TypeScript
//
Git
//
PostgreSQL
//
Node.js
//
SQLite
//
Fly.io
//
GitHub Actions
//
Prometheus
//
Grafana
//
Sentry
//
Better Stack
//
MCP
//
Cloudflare
//
GitHub
//
GitLab
//
Claude Code
//
Cursor
//
Vitest
05
solutions

We found best-fit solutions for Origin infrastructure

//
Automated CI/CD and releases

Every pull request runs GitHub Actions with ESLint, type checking, around 6,400 Vitest tests, dependency audits, secret scanning, and Docker builds. Staging deploys automatically to Fly.io, while production releases use manual approval, rolling deployment, health checks, and traceable versioning tied to Git SHA.

//
Multi-agent provenance architecture

Origin was built around a local TypeScript/Node.js CLI with hooks for 8 AI coding agents, Git-native storage, a local SQLite index, an MCP server, and an optional hosted dashboard. This architecture captures prompts, diffs, models, tokens, costs, snapshots, and line-level attribution without forcing developers to change their existing workflows.

//
Observability and reliability

Better Stack centralizes logs, Sentry tracks application errors, and Fly.io Prometheus metrics feed Grafana dashboards for latency, error rate, CPU, and memory. Uptime checks, Slack alerts, budget alerts, health commands, and rolling deployments help the team detect and recover from issues quickly.

//
Security by default

Origin applies 19 automatic redaction rules before data leaves the developer’s machine and scans commits against 41 secret patterns. Metadata-only Git notes, AES-256-GCM encrypted prompts, scoped API keys, workspace roles, audit logs, rate limiting, and hardened web headers protect sensitive code and prompt data.

‍

Indicators confirming
our decisions

Every AI-written line links back to the agent, model, and prompt that produced it, even after rebase and squash.

Every agent turn is snapshotted, so changes can be rewound or restored in one command.

63 releases shipped with rolling deployments and no customer downtime.

19 redaction rules remove secrets before any data leaves the developer’s machine.

06 //
Cut your infrastructure costs

Save more, maintain efficiency

Streamline your infrastructure, while reducing expenses. Achieve cost savings of up to 70% without sacrificing performance.
Contact us
07
Why AWS

AWS benefits at a glance

//

Easy to use

AWS is designed to allow application providers, ISVs, and vendors to quickly and securely host your applications – whether an existing application or a new SaaS-based application. You can use the AWS Management Console or well-documented web services APIs to access AWS’s application hosting platform.

//

Cost-Effective

You pay only for the compute power, storage, and other resources you use, with no long-term contracts or up-front commitments. For more information on comparing the costs of other hosting alternatives with AWS, see the AWS Economics Center.

//

Flexible

AWS enables you to select the operating system, programming language, web application platform, database, and other services you need. With AWS, you receive a virtual environment that lets you load the software and services your application requires. This eases the migration process for existing applications while preserving options for building new solutions.

//

Reliable

With AWS, you take advantage of a scalable, reliable, and secure global computing infrastructure, the virtual backbone of Amazon.com’s multi-billion dollar online business that has been honed for over a decade.

//

Secure

AWS utilizes an end-to-end approach to secure and harden our infrastructure, including physical, operational, and software measures. For more information, see the AWS Security Center.

//

Scalable and high-performance

Using AWS tools, Auto Scaling, and Elastic Load Balancing, your application can scale up or down based on demand. Backed by Amazon’s massive infrastructure, you have access to compute and storage resources when you need them.
08
Related case studies

Success stories you may also like

Achieve more with OpsWorks Co.

//
Stay in touch
Get pitch deck
Message sent
Oops! Something went wrong while submitting the form.

Contact Us

//
//
Submit
Message sent
Oops! Something went wrong while submitting the form.
//
Stay in touch
Get pitch deck