Individual skill

sponsio

Install, observe, tune, and enforce Sponsio: a runtime contract layer for LLM agents that blocks unsafe tool calls and scores output quality against declared rules. Use when the user wants to set up / add / install Sponsio, add guardrails or runtime safety to an LLM agent, generate or refine a sponsio.yaml, audit tool configurations for risks (data leaks, unguarded writes, missing confirmations), explain or review existing contracts, check what Sponsio would have blocked (`sponsio report`), move from observe to enforce mode, or debug why a contract is (or isn't) firing. Triggers on phrases like "set up sponsio", "add sponsio", "install sponsio", "add guardrails", "monitor my agent", "harden my agent", "audit my agent", "generate contracts", "explain my sponsio.yaml", "sponsio report", "flip to enforce", "false positive", "why is this rule firing".

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Nov 6, 2026
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Apache-2.0

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# Sponsio — Agent Safety Lifecycle Companion

Sponsio is a Python/TypeScript runtime safety layer for LLM agents: it evaluates deterministic contracts against each tool call and can block (enforce) or just log (observe) violations. The engine is deterministic-only. This skill covers the full lifecycle — first-time setup, contract authoring/review, observe-mode tuning, and flipping to enforce — by orchestrating Sponsio's CLI and explaining its output in plain language.

This skill does NOT reimplement Sponsio's logic; it calls the CLI and interprets results.

## When to use this skill

Dispatch by what the user is trying to do. Pick ONE workflow and follow it; do not run multiple workflows in one turn.

| User is… | → Workflow |
|---|---|
| Setting up Sponsio for the first time in a project ("add sponsio", "install sponsio", "add guardrails") | **W1 — Initial setup** |
| Handing you a codebase and asking "what could go wrong?" / wants a fresh contract file from scratch / has a policy doc to encode | **W2 — Audit & refine** |
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