Govern MCP Agents From Test to Production
Production agents need more than working tool calls. ProofMap adds qualification, approval, and evidence around MCP-enabled workflows.
Get StartedWhy Choose ProofMap
Create approval gates
Require objective tests before prompt, model, or tool-access changes are promoted.
Track runtime decisions
Understand which model, prompt package, and MCP tools support each workflow.
Keep evidence ready
Use qualification reports for internal reviews, audits, and incident response.
Comparison
| Need | Ad hoc workflow | ProofMap |
|---|---|---|
| Connect tools and context | Developers wire custom integrations and debug behavior from raw logs. | Use MCP for standardized access and ProofMap to qualify tool behavior against objective tests. |
| Control production behavior | Prompt, model, and tool changes move through manual review or informal judgment. | Promote only prompt packages and runtime mappings that pass evaluation gates. |
| Save time and cost | Teams repeat setup, review, and model comparison work for every agent change. | Reuse tool connections, rerun objective suites, and compare cost, latency, and quality together. |
| Handle timing events | Launches, incidents, renewals, schema changes, and traffic spikes trigger rushed decisions. | Keep evidence-backed evaluations and fallback mappings ready before the timing pressure arrives. |
Frequently Asked Questions
What is MCP governance?
It is the process of controlling which agents can access which tools, under what prompts, runtimes, and approval rules.
Why pair MCP with ProofMap?
MCP enables the tool layer. ProofMap verifies and documents whether the agent behavior is safe and effective.
How does this save developer time?
ProofMap reduces repeated manual review, model comparison, prompt regression checks, and tool-use debugging by making them repeatable evaluation workflows.
What does ProofMap produce?
It produces objective-bound evaluations, failure evidence, recommendations, and approved prompt or runtime mappings that developers can use in production.
Govern agent access
Move MCP agents into production with evidence, not informal trust.
Start qualifying prompts