Tools
Production-ready infrastructure for managing AI agent behavior
PromptOps
stable
v0.1.1
Git-native prompt management and testing framework
- Automated semantic versioning
- Uncommitted change testing
- Framework-agnostic design
- Version-aware testing
PyPI
GitHub
Documentation →
ReleaseOps
alpha
v0.1.0
Release engineering infrastructure for AI agent behavior
- Bundle versioning with SHA-256 content addressing
- Gated promotion through dev → staging → prod
- Automated evaluation with pluggable judges
- OpenTelemetry integration for production observability
PyPI
GitHub
Documentation →
How they work together
# 1. PromptOps versions your prompts
promptops create prompt support-system
git commit # → auto-tags v1.0.0
# 2. ReleaseOps bundles and ships them
releaseops bundle create support-agent \
--artifact system=support-system:v1.0.0 \
--model claude-sonnet-4-5 --provider anthropic
# 3. Promote through environments
releaseops promote promote support-agent 1.0.0 dev
releaseops promote promote support-agent 1.0.0 staging
releaseops promote promote support-agent 1.0.0 prod
# 4. Trace behavior back to prompts
releaseops attribution explain support-agent 1.0.0 \
--action "approved refund for $120"Get started
Set up both tools in under 5 minutes.