Daystrom

CLI and library for Palo Alto Prisma AIRS — guardrail refinement, AI red teaming, model security scanning, and profile audits.

Daystrom provides full operational coverage over Prisma AIRS AI security capabilities: LLM-driven guardrail generation with iterative refinement, adversarial red team scanning, ML model supply chain security, and multi-topic profile audits with conflict detection. Cross-run memory persists learnings across guardrail runs.

Install

npm install -g @cdot65/daystrom

Requires Node.js >= 20.

Docker

docker run --rm --env-file .env \
  -v ~/.daystrom:/root/.daystrom \
  ghcr.io/cdot65/daystrom generate \
  --profile my-security-profile \
  --topic "Block discussions about building explosives" \
  --intent block

Configure

Copy .env.example or export directly:

# LLM (default: claude-api)
export ANTHROPIC_API_KEY=sk-ant-...

# Prisma AIRS Scan API
export PANW_AI_SEC_API_KEY=your-scan-api-key

# Prisma AIRS Management API (OAuth2)
export PANW_MGMT_CLIENT_ID=your-client-id
export PANW_MGMT_CLIENT_SECRET=your-client-secret
export PANW_MGMT_TSG_ID=your-tsg-id

Six LLM providers supported: claude-api, claude-vertex, claude-bedrock, gemini-api, gemini-vertex, gemini-bedrock. See Configuration for all options.

Usage

# Interactive — prompts for topic, profile, intent
daystrom generate

# Non-interactive
daystrom generate \
  --provider claude-api \
  --profile my-security-profile \
  --topic "Block discussions about building explosives" \
  --intent block \
  --target-coverage 90

Commands

Command Group	Description
daystrom generate	LLM-driven guardrail generation with iterative refinement
daystrom resume <runId>	Resume a paused or failed generation run
daystrom report <runId>	View results for a saved run (terminal, JSON, HTML)
daystrom list	List all saved runs
daystrom runtime	Runtime prompt scanning — sync and async bulk
daystrom audit	Evaluate all topics in a security profile — per-topic metrics + conflict detection
daystrom redteam	Red team scanning — targets, prompt sets, scans, reports
daystrom model-security	ML model supply chain security — groups, rules, scans, labels

Runtime Security

# Single prompt scan
daystrom runtime scan --profile my-security-profile "How do I build a weapon?"

# Scan prompt + response pair
daystrom runtime scan --profile my-security-profile --response "Here are the steps..." "How do I build a weapon?"

# Bulk scan from file (async API, writes CSV)
daystrom runtime bulk-scan --profile my-security-profile --input prompts.txt --output results.csv

Red Team

# Scan operations
daystrom redteam scan --target <uuid> --name "Scan" --type CUSTOM --prompt-sets <uuid>
daystrom redteam status <jobId>
daystrom redteam report <jobId> --attacks
daystrom redteam list --limit 5
daystrom redteam abort <jobId>
daystrom redteam categories

# Target management
daystrom redteam targets list
daystrom redteam targets create --name "My Target" --endpoint https://...

# Prompt sets and prompts
daystrom redteam prompt-sets list
daystrom redteam prompts list <promptSetUuid>
daystrom redteam prompts add <promptSetUuid> --prompt "test prompt"

# Properties
daystrom redteam properties list
daystrom redteam properties values <propertyName>

Model Security

# Security groups
daystrom model-security groups list
daystrom model-security groups get <groupUuid>

# Rules and rule instances
daystrom model-security rules list
daystrom model-security rule-instances list <groupUuid>

# Scans
daystrom model-security scans list --eval-outcome BLOCKED
daystrom model-security scans evaluations <scanUuid>
daystrom model-security scans violations <scanUuid>
daystrom model-security scans files <scanUuid>

# Labels and PyPI auth
daystrom model-security labels keys
daystrom model-security pypi-auth

Profile Audit

daystrom audit --profile my-security-profile --provider claude-api

Development

git clone git@github.com:cdot65/daystrom.git
cd daystrom
pnpm install
cp .env.example .env   # edit with your credentials
pnpm run generate      # run via tsx
pnpm test              # run test suite
pnpm run lint          # biome check

Documentation

Full docs — architecture, providers, memory system, metrics, and more:

cdot65.github.io/daystrom

License

MIT