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renderflow ai

Inspect model-specific capabilities, resolve reviewed skills, diagnose providers, and inspect cache state. Inspection commands do not execute a model.

Subcommands

ai matrix

renderflow ai matrix [--catalog FILE] [--format text|json|yaml]

Displays the versioned compatibility catalog at model granularity, including typed modalities, operations, structured-output support, availability, determinism, licenses, runtime evidence, limits, and advisory cost/quality hints. Bundled entries are unverified: a declaration never claims that weights are installed or that a hosted endpoint is authorized.

ai resolve

renderflow ai resolve \
  --skill skill.metadata.extract \
  --execution-preference local-preferred \
  --allow-unverified \
  --format json

Returns the selected provider/model plus explicit rejection or lower-ranking reasons for every other catalog candidate. --allow-remote is an explicit request-level permission; it cannot override a skill that forbids network or remote execution. local-only never falls back to a hosted service.

ai skills

renderflow ai skills list
renderflow ai skills inspect skill.visual-dna.describe --format json
renderflow ai skills validate
renderflow ai skills validate --path custom-skill.json --format json

Skills are versioned Renderflow recipes with strict input/output schemas, reviewed templates, bounded variables, budgets, hygiene, provenance, validators, and candidate/approval policy. They are not provider-specific prompt strings.

ai providers

Prints provider name, locality, and declared capabilities.

ai models

Prints each provider's built-in model list.

ai doctor

renderflow ai doctor [--ollama-endpoint URL]

Checks:

  • connectivity to the Ollama endpoint,
  • whether OPENAI_API_KEY is set.

ai cache

renderflow ai cache [--path FILE]

Reads the cache file and prints entry counts by model. The default path is .renderflow-ai-cache.json.

Examples

renderflow ai providers
renderflow ai models
renderflow ai matrix --format json
renderflow ai resolve --skill skill.metadata.extract --allow-unverified --format json
renderflow ai skills validate
renderflow ai doctor --ollama-endpoint http://localhost:11434
renderflow ai cache --path .renderflow-ai-cache.json