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Dynamic Skill Resolution
The right capability, at the right moment.
Squillify matches each objective with relevant, permitted MicroSkills—without flooding the model’s context.
Read the docs for Dynamic Skill Resolution
Built for production
Every skill.
Exactly when your
agent needs it.
Squillify gives agents instant access to your entire skill catalog. It matches intent to the right capability in milliseconds, provides the contract and context to use it correctly, executes under your controls, and recovers safely when systems fail.
More capability. Less risk.
Any agent Every skill One safe layer
Plain-language intent
What Squillify gives your agent
For who
For people who build
Squillify takes care of execution details, so you can stay focused on what matters:
ideas, products and impact.
Agent builders
Stop writing fragile prompt instructions for deterministic tasks.
AI product teams
Ship capabilities without rebuilding every utility function.
Local LLM users
Give open models real execution tools without platform lock-in.
Enterprise AI teams
Control what agents can run, meter every call, audit every execution.
MCP developers
Expose searchable, scoped, verified tools through one gateway.
Automation builders
Replace brittle scripts with reusable execution primitives.
AI MicroSkills
Trusted Execution Primitives for AI Platforms
Squillify provides agents hundreds of deterministic MicroSkills they can discover dynamically, inspect and run, reducing token waste, ambiguity and fragile prompt-based execution.
Deterministic
Identical inputs return identical outputs. No drift, no surprises.
Verifiable
Every skill ships a typed contract, schema validation, and a declared reliability mode.
Composable
Single-purpose skills chain cleanly via file references and structured I/O.
Observable
Each call is metered and traceable with a request ID and latency metadata.
How it works
The agent execution loop
One minimal surface. Just-in-time skill discovery. Safe, trustable execution.
Innovation
The Advanced Skill Execution Layer
Tool access is not task completion. Squillify helps agents choose the right capability, follow a coherent path, and recover without losing sight of the objective.
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Adaptive Micro-Orchestration
A clearer path to the outcome.
Skill contracts guide how capabilities fit together, so agents can move forward without every handoff being hard-coded.
Read the docs for Adaptive Micro-Orchestration - 03
Guided Failure Recovery
Failure without losing the goal.
Structured failure reasons and permitted repair options help agents fix the problem, retry, and continue.
Read the docs for Guided Failure Recovery
Value
Less worry. Less waste. More focus.
Squillify is the missing execution layer for AI ecosystems: verified MicroSkills that help agents execute safely, efficiently and under control.
Control AI execution
Know exactly what your agents are allowed to run.
Stop prompt-based execution
Use verified MicroSkills instead of asking models to fake precision.
Reduce token waste
Replace long instructions and repeated examples with compact tool calls.
Lower operating costs
Less context, fewer retries and simple call-based usage keep execution predictable.
Stay LLM-agnostic
Use the same execution layer with cloud models, local models and any agent framework.
Install fast
Connect in minutes through MCP or API without heavy infrastructure or complex setup.
Observe every call
Track usage, latency, errors, denials and execution patterns from one layer.
Build cleaner systems
Replace fragile scripts, bloated prompts and backend clutter with reusable primitives.
Start now
Start building with Squillify
Search the catalog, test verified capabilities,
or connect Squillify to your agents in minutes.
753 verified MicroSkills in the public catalog — growing every week.
OpenAPIJSON SchemaMCPVersionedTestedObservablePublic Catalog