Developer Tools

Battle-tested building blocks for enterprise AI applications

17 purpose-built packages with strict dependency management, zero circular imports, and enterprise-grade security.

Capabilities

What makes the ocai_* ecosystem different

Strict Tier Hierarchy

13 dependency tiers from logging (A) to full-stack orchestration (M). Each tier can only import from tiers below it. Zero circular imports, guaranteed.

Enterprise Security Built In

Secret detection, PII scanning, dependency vulnerability auditing, and OWASP protection are embedded in the package ecosystem, not bolted on after the fact.

Editable Install Workflow

All packages use pip editable installs for instant development feedback. Package health checks validate installs, exports, and tier compliance automatically.

Platform Interface

See the platform in action

17 packages in a strict dependency hierarchy from logging (Tier A) to orchestration (Tier M).

IDE showing Python package dependency hierarchy with 13-tier architecture diagram
Package Tiers

Strict dependency hierarchy—no circular imports, ever

Each tier can only import from tiers below it. This guarantees clean dependency graphs, fast imports, and predictable behavior.

A
Logging Structured, compliant logging with automatic context propagation
B
Startup Runtime initialization, error decorators, session bootstrap
C
Utilities Constants, path resolution, standard imports, timezone handling
D
Cloud Services GCP Firestore, Cloud Storage, Secret Manager, Imagen AI image generation
E
Database PostgreSQL, Firestore, and document store abstraction layer
F
AI/LLM Multi-model LLM integration with GPT-5, retry logic, and quota management
G
Documents PDF extraction, OCR, Word and Excel document processing
H
Contracts Clause extraction, risk scoring, legal taxonomy, agreement parsing
I
Git Ops Worktree management, conflict resolution, cross-project operations
J
Slack Bot clients, workflow components, agent lifecycle management
K
Project Mgmt Jira and Fathom integration, sprint management, velocity tracking
L
Web Utils FastAPI middleware, authentication, billing, shared UI components
L2
Content Marketing content generation, documentation-to-sales pipeline
ocai_web_utils Highlight

Idea Box: From Web Form to Shipped Feature

Submit feature ideas through a simple web form. The Idea Box integration automatically creates development tickets, routes them through the autonomous development pipeline, and delivers tested, compliant code. Your non-technical stakeholders become direct contributors to your product roadmap.

  • Non-technical users submit ideas via a simple web form
  • Automatically creates structured development tickets
  • Routes through the full autonomous quality pipeline
  • Delivers tested, compliant code back to the requestor

Idea Box → Autocoder

Submit ideas through a web form. They automatically become development tickets and flow into the autonomous pipeline.

Use our packages in your stack

Available via GCP Artifact Registry. Enterprise licensing and support included.

Discuss Licensing