The precision runtime for AI systems
Search, verify and execute MicroSkills for AI agents
Everything your agents need to act. Everything you need to stay in control. Now.
Built for real-world AI
From first call to production scale.
Squillify brings reliability, control and operational visibility into one execution layer—so teams can move faster without losing oversight.
Dependable execution
Move beyond impressive demos with precise capabilities that behave as documented and return structured results.
- Typed contracts
- Validated inputs
- Versioned behavior
Capabilities without context bloat
Let agents find the right skill dynamically when they need it instead of carrying an entire tool catalog in every prompt.
- Dynamic discovery
- Ranked matching
- Permission-aware
Recovery instead of dead ends
Turn failures into useful next steps with structured reasons, retry guidance and ranked repair options.
- Guided recovery
- Structured errors
- Repair paths
Control for every agent
Decide which capabilities each agent can use and how much capacity it can consume—without changing the agent.
- Scoped keys
- Capability Sets
- Hard limits
Visibility into every action
Follow execution from caller to outcome and diagnose failures with the context needed to act quickly.
- Request traces
- Live activity
- Traffic health
Predictable operating costs
Know the cost before execution, see where credits go and set ceilings that prevent runaway spending.
- Published costs
- Usage breakdowns
- Budget limits
Your stack, unchanged
Add Squillify beneath the models, frameworks and orchestration you already use.
- REST
- MCP
- Typed SDKs
Data protection by default
Gain operational visibility without turning customer payloads into another permanent data store.
- Tenant isolation
- Metadata telemetry
- No training
See the control
Every promise backed by a product surface.
Select a capability to see how Squillify makes agent execution understandable to the people running the business.
Execution / Guided recovery
Illustrative exampleA failure becomes a credible next step
Squillify explains to your agents the problem and suggests a permitted repair capability.
- Failure
- CSV_MALFORMED
- Recoverable
- true
- Recommended
- schema.infer_csv_schema
- Then
- retry data.csv_normalize
- Access
- available to this key
Business-ready by design
Adopt AI without creating a new blind spot.
Squillify keeps execution inspectable, attributable and bounded—from the first prototype to a fleet of production agents.
- No permanent payload storage by default
- Metadata-only telemetry
- Tenant-isolated resources
- No training on your payloads
Start with one capability. Scale to every agent.
One execution layer. Every agent. Every capability. Under control.
Build with the models and frameworks you prefer. Squillify makes their execution reliable, observable and ready for business.
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or connect Squillify to your agents in minutes.
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