Search. Verify. Execute.
Squillify provides AI agents a trusted execution layer for small, precise actions that should not depend on prompts.
Agents discover, inspect, and execute deterministic MicroSkills through one small, simple API, using MCP or REST.
Reliable execution primitives for AI agents
Deterministic
Same input, same output. No prompt drift.
Verifiable
Each MicroSkill exposes a typed contract, validation rules, and reliability mode.
Composable
Small skills chain cleanly through structured inputs, outputs, and file references.
Observable
Every call is metered, traceable, and linked to a request ID and latency metadata.
Frequently asked questions
What is a MicroSkill?
A MicroSkill is a small, single-purpose capability that an AI agent can call when it needs a precise result.
Instead of asking the LLM to guess, format, calculate, validate, transform, or extract something through a prompt, the agent calls a verified MicroSkill with a clear input and output contract.
Why does this matter for AI agents?
Agents are powerful, but they become fragile when too much work depends on prompts.
Squillify gives agents predictable building blocks for tasks that should not drift: validation, formatting, data transformation, calculations, file operations, security checks, and more.
How do agents use Squillify?
Agents can discover, inspect, and execute MicroSkills through one trusted API.
Squillify is designed to work through MCP and REST, so developers can connect agents without building custom tools for every small task.
What does deterministic execution mean?
It means the same input returns the same output.
No random variation. No prompt drift. No hidden interpretation. The agent gets a predictable result it can trust and reuse.
Why not just let the LLM do it?
Because LLMs are not ideal for precise, repeatable operations.
Using MicroSkills for those tasks can reduce token usage, improve reliability, make execution easier to observe, and keep the LLM focused on reasoning instead of mechanical work.
Is Squillify available now?
Squillify is currently in private preview.
Request early access to receive launch updates, API previews, integration notes, and selected MicroSkill catalog updates.