Guardrails Developer Create Guardrails

Create Guardrails

Use this skill when a developer wants help creating a guardrails configuration, not just reading documentation. The goal is to produce a small, working configuration first, then iterate based on the user's risk, model, app, and test cases.

Use guardrails-developer-guide to look up canonical docs when needed. Do not duplicate full docs in this skill.

Documentation Source Rule

When using NVIDIA NeMo Guardrails library documentation, use the Markdown documentation under https://docs.nvidia.com/nemo/guardrails/. Use llms.txt and page URLs ending in .md when loading documentation for agent context. When presenting references or citations to users, use the canonical human-readable docs links without .md.

First Questions

Ask only what you need to choose a starting path:

1. What kind of application are you guarding?
2. Which model/provider or framework are you using?
3. Which risk do you want to handle first?
4. Do you want a quick catalog-based guardrail, a Colang flow, or a Python integration?

If the user is unsure, recommend starting with the smallest working input/output rail and one concrete test prompt.

Choose The Starting Pattern

User goal	Starting pattern
Block harmful content	Content safety input/output rails
Restrict topics	Topic control or topical rails
Detect jailbreaks	Jailbreak protection or heuristics
Mask or detect sensitive data	PII detection rails
Reduce hallucinations in RAG	Retrieval/output fact-checking rails
Control conversation flow	Colang dialog flows
Guard tool calls or actions	Execution rails and action validation
Integrate with LangChain or LangGraph	RunnableRails, middleware, or documented integration path

Route to the relevant docs page through guardrails-developer-guide before filling in details that depend on the current docs.

Create A Minimal Config

Prefer a standard config folder layout:

config/
  config.yml
  prompts.yml
  rails.co
  actions.py

Only create files that are needed:

• Use config.yml for models, rails, streaming, tracing, and configuration.
• Use prompts.yml when the selected rail needs custom prompt templates.
• Use .co files when the solution needs Colang flows.
• Use actions.py only when Python actions are required.

When editing an existing app, preserve the user's project layout and avoid moving unrelated files.

Build Iteratively

1. Start with one guardrail objective.
2. Write the smallest config that exercises that objective.
3. Add two or three test prompts:
   • a request that should pass,
   • a request that should be blocked or modified,
   • an edge case if the user has one.
4. Run the config through the documented Python API, CLI chat, or server path that matches the user's setup.
5. Inspect the result and adjust the rail, prompt, flow, or model configuration.

Do not silently introduce live provider calls. Ask before running commands that require network access, credentials, paid APIs, Docker, or long-running services.

Testing And Verification

For product users, verify with the smallest runnable example:

• nemoguardrails chat --config <config-path> when using the CLI.
• A short Python script with RailsConfig.from_path(...) and LLMRails(...) when embedding in an app.
• The documented server endpoints when using the Guardrails API server.

For repository contributors, unit tests must not call live LLM or provider services. Use repository test doubles and mocks according to nemoguardrails/AGENTS.md.

Security And Credentials

• Never ask users to paste real API keys, tokens, or provider credentials into chat.
• Use placeholders such as <NVIDIA_API_KEY>, <OPENAI_API_KEY>, and <YOUR_ENDPOINT>.
• Explain where secrets should be set locally.
• Do not write secrets into committed config examples.

Output Format

When helping create guardrails, return:

1. The chosen starting pattern and why.
2. The files to create or edit.
3. The proposed config or code snippets.
4. The verification command or script.
5. The test prompts and expected behavior.
6. Follow-up improvements after the first working version.

Related Skills

• Use guardrails-developer-guide for documentation lookup and product-usage questions. When editing this repository, follow AGENTS.md and any subtree AGENTS.md files that apply.