Application behavior
Discover network calls, request shapes, and responses, including operations the public documentation leaves out.
Product Graph
The map that turns software into agent actions.
An agent needs to know which account to open, which fields to enter, and what confirms the change. Monarch connects those steps into an executable action, whether the workflow runs through a web application or a terminal.
From application to action
Discover the work behind the interface.
Monarch observes an application through an authenticated account, then connects its operations into a graph that agents can use.
Aster Vale Studio · connected operations
01 · Discover the application
CustomerAster Vale StudioAccountAV-1048 · San FranciscoOpen orders3 orders · $42,000
- Screens & network calls
- Inputs & dependencies
- Rules & permissions
02 · Build the Product Graph
03 · Query. Act. Repeat.
What the graph captures
The context an API call alone cannot provide.
Data and dependencies
Connect the records, required fields, and preconditions an operation needs before it can run.
Permissions and approvals
Keep actions within the connected account's access and the approval boundaries your business sets.
Interface paths
Map the screens and states needed for workflows where a complete programmatic route is unavailable.
Built to stay useful
Keep agents working as applications change.
When application behavior changes, Monarch repairs the affected operation and verifies it again. Workflows using that operation can reuse the correction.
- 01
Detect the change
Identify the operation that no longer behaves as expected.
- 02
Repair the path
Rediscover the affected behavior and update the graph.
- 03
Verify the result
Check the repaired operation before agents rely on it again.
Connect to your agents
Bring application discovery to the tools your agents use.
MCP provides a standard interface for calling tools. Monarch discovers and maintains the application operations behind them, including behavior beyond a published API.
Your agent, your workflow
Use mapped actions through MCP, extension mode, or internal agent workflows, with the permissions and validation your business requires.
Monarch offers hosted deployment or deployment in your own cloud, available as an Enterprise add-on. Review deployment and access requirements.
Resources for agentsConnected across systems
Combine operations from different applications so a workflow can retrieve a record, check a dependency, and carry an approved change through.
Read the legacy systems guideSee what your application can make possible.
Bring an application and a workflow. We'll walk through the discovery, the actions, and the controls your team needs.
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