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Sponsio

Skill Development Usable

Deterministic safety solutions for probabilistic AI agents

156 starsApache-2.0 (commercial OK)FreeQuick setup
Usable rating — This tool is functional but has notable gaps. Review the evaluation notes below before deploying.

AI agents make probabilistic decisions that can fail unpredictably in production. Sponsio adds deterministic safety guardrails, reducing runtime errors and compliance violations without sacrificing agent autonomy.

Teams deploying Claude agents in regulated or high-stakes environments where non-deterministic behavior creates liability or operational risk.

Claude Code Claude Cowork Claude Chat

https://github.com/SponsioLabs/Sponsio

By SponsioLabs

How to Get It

Option 1: Claude Desktop App (Code Mode)Click the + button next to the prompt box → PluginsAdd plugin. Search and click Install. Skills work in Claude Code only.
Option 2: Paste into Claude CodeCopy the command below and paste it into your conversation. Claude will install it.
Command
claude plugins install SponsioLabs/Sponsio

Tip: Paste this into a Claude Code conversation. Verify command matches your Claude Code version.

CostFree

Trust Signals Auto-scanned

Stars156Last updated2026-05-20LicenseApache-2.0 (OK for commercial use)Known CVEsNone foundSources: GitHub Advisory Database + OSV.dev · Scanned 2026-05-20 · scanner v1

Community Pulse Active

Discussed on Hacker News, Reddit

18 mentions across 2 sources

Reviewer notes

Auto-scanned review. These are observations, not a security certification.

Scored from trust signals (evidence-eval-v1): 156 GitHub stars; contributors unknown; last commit 0d ago; license Apache-2.0.

How to evaluate tools before deploying →

Data shown here comes from public APIs and automated scanning. Reviewer notes reflect one person's experience. This is not a security certification or legal recommendation. Always evaluate tools according to your own organization's policies.

Evaluation

Ease of Use
3/5
Versatility
3/5
Reliability
3/5
Security
3/5
Overall score3.00 / 5.00 UsableEvaluatedMay 2026
Scored from trust signals (evidence-eval-v1): 156 GitHub stars; contributors unknown; last commit 0d ago; license Apache-2.0.

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