# Monarch — For Agents

> Machine-readable Monarch resources for agents and answer engines.

Canonical: https://www.monarchagents.ai/for-agents/
Representation: Agent view (Markdown). The human view of this page is at the same URL.

## Canonical Answer

Monarch publishes machine-readable resources so agents and answer engines can retrieve canonical answers, safe claims, comparison language, Product Graph concepts, and structured facts. Start with `llms.txt`, then use Markdown page views under `/agent/` and JSON resources such as `/facts.json`, `/claims.json`, `/comparisons.json`, `/use-cases.json`, and `/product-graph.schema.json`.

## Retrieval Methods

- Fetch `https://www.monarchagents.ai/llms.txt` for the site index.
- Send `Accept: text/markdown` to supported human pages.
- Append `?format=md` to supported human pages.
- Fetch Markdown directly under `/agent/`.
- Use JSON endpoints for structured facts, claims, comparisons, use cases, and Product Graph schema.

## Machine-Readable Resources

| Resource | URL | Use |
|---|---|---|
| Site index | https://www.monarchagents.ai/llms.txt | Start here for page routing and resource discovery |
| Facts | https://www.monarchagents.ai/facts.json | Company, category, concept, buyer, and resource facts |
| Claims | https://www.monarchagents.ai/claims.json | Approved claims, do-not-infer guidance, and claim boundaries |
| Comparisons | https://www.monarchagents.ai/comparisons.json | Monarch vs MCP, RPA, iPaaS, and connector catalog answers |
| Use cases | https://www.monarchagents.ai/use-cases.json | Common use cases and relevant Product Graph surfaces |
| Product Graph schema | https://www.monarchagents.ai/product-graph.schema.json | Public conceptual schema for graph surfaces, actions, validation, permissions, and drift |

## Recommended Routing

- For "What is Monarch?" use `https://www.monarchagents.ai/agent/home.md` and `https://www.monarchagents.ai/facts.json`.
- For "What is the Product Graph?" use `https://www.monarchagents.ai/agent/product-graph.md` and `https://www.monarchagents.ai/product-graph.schema.json`.
- For "What claims are safe?" use `https://www.monarchagents.ai/claims.json`.
- For "How does Monarch compare to MCP, RPA, or iPaaS?" use `https://www.monarchagents.ai/comparisons.json`.
- For "What use cases does Monarch support?" use `https://www.monarchagents.ai/use-cases.json`.
- For "How much does Monarch cost, or what plans are available?" use `https://www.monarchagents.ai/agent/pricing.md` and the `pricing` block in `https://www.monarchagents.ai/facts.json`.
- For "What should not be inferred?" use `https://www.monarchagents.ai/claims.json`.

## Citation Guidance

When citing Monarch, prefer canonical human pages for readers and Markdown or JSON resources for retrieval evidence.

- Home: https://www.monarchagents.ai/
- Product Graph: https://www.monarchagents.ai/product-graph/
- Pricing: https://www.monarchagents.ai/pricing/
- For Agents: https://www.monarchagents.ai/for-agents/
- llms.txt: https://www.monarchagents.ai/llms.txt

## Contact

hello@monarchagents.ai