What is an autonomous coding pipeline?

An autonomous coding pipeline takes a software task — like a GitHub issue or bug report — and completes the full development cycle without human intervention: reading the codebase, writing the code, running tests, checking for security issues, and opening a pull request. OCNexus is an autonomous coding pipeline purpose-built for GitHub repositories.

How is OCNexus different from Cursor or GitHub Copilot?

Cursor and GitHub Copilot are AI autocomplete tools — they assist a developer who is actively writing code. OCNexus is fully autonomous: you assign it a GitHub issue, it completes the entire task end-to-end and opens a PR, with no developer sitting at a keyboard. It is a replacement for the development loop on routine tickets, not an assistant within that loop.

What types of GitHub issues can OCNexus handle?

OCNexus handles bug fixes, feature additions, refactoring tasks, test coverage gaps, and documentation updates. Issues with clear acceptance criteria and bounded scope produce the best results. Highly ambiguous architectural decisions or tasks requiring external stakeholder input are better handled manually.

Is the code OCNexus writes security-scanned?

Yes. Every pull request OCNexus opens is automatically scanned by VettIQ before it is submitted for review. The scan checks for OWASP Top 10 vulnerabilities, hardcoded credentials, insecure dependencies, and supply-chain risks. PRs that fail security checks are flagged before they reach the review queue.

Who is OCNexus built for?

OCNexus is built for solo developers, vibe coders, and small engineering teams who need to ship code faster than a single person can write it manually. It is especially effective for founders who are also the sole engineer — OCNexus handles routine tickets while the founder focuses on architecture, product decisions, and customers.

How it works

From issue to merged PR
in 7 steps.

Every run follows the same pipeline. Each phase is timed, logged, and attributed. Nothing happens without your approval before merge.

Classify

~1 second

Every pipeline run begins with classification. OCNexus reads the issue title and body, determines whether it's a bug, feature request, refactor, or question, and routes it to the correct pipeline path. Misclassified issues are the #1 source of wasted cycles in manual workflows — this eliminates that entirely.

Discover

~3 seconds

OCNexus scans your repository for relevant files, dependencies, imports, and architectural context. It builds a working map of the codebase — which files are affected, what they depend on, and how they relate to the issue. On subsequent runs, project memory makes this near-instant.

Spec

~8 seconds

A detailed implementation specification is generated with file-level changes, expected behavior, edge cases, and test requirements. This is the blueprint that the implementation phase follows. You can review the spec in the dashboard before implementation begins — or let it run automatically.

Implement

~22 seconds

Multi-LLM execution with GPT-4, Claude, and Gemini working in parallel. Independent file changes run concurrently; dependent files run in sequence. Five implementation workers handle the code generation, producing clean, tested, production-ready diffs that follow your existing code style and conventions.

Review

~7 seconds

A guardian model scans every diff for syntax errors, security issues, style violations, and logical inconsistencies. Three review workers operate in parallel. If the review finds issues, it loops back to implementation with specific feedback — the same way a senior engineer would request changes on a PR.

CI

~4 seconds

Your test suite runs against the proposed changes. If tests fail, OCNexus reads the full error output and loops back to the implementation phase with complete context. It keeps trying until the tests pass or a configured retry limit is hit. No manual debugging required.

Pull Request

~2 seconds

A clean pull request opens directly in your GitHub repository, linked to the original issue with full context. Human approval is required for security, auth, and infrastructure changes — everything else can be configured to auto-merge. One click to approve and merge, or send it back with feedback.

Human approval gate: Security, auth, and infrastructure changes always wait for your approval. Everything else ships automatically.

Start for $1 See pricing

From issue to merged PRin 7 steps.