case-outcome-predictor

case-outcome-predictor is a skill for Claude Code, Codex from tinh2/skills-hub-registry. It costs 69 tokens per session (3,360 once invoked), scanned A, original, no licence file.

A review guide for systems that predict the outcomes of legal cases, including machine-learning models used in areas such as bail or sentencing. It examines bias, fairness, accuracy, and ethical safeguards.

In plain words
What is it for?
Use it to audit legal prediction models, review fairness measures, and assess the ethics of bail, sentencing, or case-outcome tools.
Why use it?
It helps reveal when predictions may be unreliable or unfair to particular groups, and whether the system has appropriate limits.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it to audit legal prediction models, review fairness measures, and assess the ethics of bail, sentencing, or case-outcome tools.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/tinh2/skills-hub-registry/case-outcome-predictor
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add tinh2/skills-hub-registry --skill case-outcome-predictor
Clone the repo
git clone --depth 1 https://github.com/tinh2/skills-hub-registry

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for case-outcome-predictor

README.md
[![agentmods](https://agentmods.dev/badge/skills/tinh2/skills-hub-registry/case-outcome-predictor/github.svg)](https://agentmods.dev/skills/tinh2/skills-hub-registry/case-outcome-predictor)
Your own site
<a href="https://agentmods.dev/skills/tinh2/skills-hub-registry/case-outcome-predictor"><img src="https://agentmods.dev/badge/skills/tinh2/skills-hub-registry/case-outcome-predictor/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for case-outcome-predictor

Your own site · 80×15
<a href="https://agentmods.dev/skills/tinh2/skills-hub-registry/case-outcome-predictor"><img src="https://agentmods.dev/badge/skills/tinh2/skills-hub-registry/case-outcome-predictor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 69 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,360 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00069 $0.03360
Opus 5 $0.00034 $0.01680
Sonnet 5 $0.00014 $0.00672
Haiku 4.5 $0.00007 $0.00336

Measured 11d ago against content hash dc846395508f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

case-outcome-predictor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

analysis/case-outcome-predictor/SKILL.md · 353 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 353 lines · 69 tokens per session scan A dc846395508f

Subscribe to this mod's changes

case-outcome-predictor is a skill published in the GitHub repository tinh2/skills-hub-registry (16 stars, last pushed 7d ago), with no licence file. It adds 69 tokens to every session and 3,360 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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