BitterPillEngineering

BitterPillEngineering is a skill for Claude Code, Codex from jSydorowicz21/Universal-AI-Infrustructure. It costs 150 tokens per session (1,985 once invoked), scanned A, original, no licence file.

An audit tool for checking whether instructions given to an AI agent contain unnecessary or unclear rules. It tests each rule with five questions and assigns an action such as cut, merge, resolve, or keep.

In plain words
What is it for?
Auditing AI instruction sets, finding duplicate or vague rules, and deciding which instructions to remove, combine, clarify, or retain.
Why use it?
It helps reduce over-prompting, where extra instructions can make an AI workflow harder to maintain or create conflicts. The review asks whether a more capable model would already handle a rule without it being stated.

Skill for Claude CodeCodex

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

Good fit Auditing AI instruction sets, finding duplicate or vague rules, and deciding which instructions to remove, combine, clarify, or retain.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jsydorowicz21/universal-ai-infrustructure/bitterpillengineering
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 jSydorowicz21/Universal-AI-Infrustructure --skill bitterpillengineering
Clone the repo
git clone --depth 1 https://github.com/jSydorowicz21/Universal-AI-Infrustructure

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 BitterPillEngineering

README.md
[![agentmods](https://agentmods.dev/badge/skills/jsydorowicz21/universal-ai-infrustructure/bitterpillengineering/github.svg)](https://agentmods.dev/skills/jsydorowicz21/universal-ai-infrustructure/bitterpillengineering)
Your own site
<a href="https://agentmods.dev/skills/jsydorowicz21/universal-ai-infrustructure/bitterpillengineering"><img src="https://agentmods.dev/badge/skills/jsydorowicz21/universal-ai-infrustructure/bitterpillengineering/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 BitterPillEngineering

Your own site · 80×15
<a href="https://agentmods.dev/skills/jsydorowicz21/universal-ai-infrustructure/bitterpillengineering"><img src="https://agentmods.dev/badge/skills/jsydorowicz21/universal-ai-infrustructure/bitterpillengineering.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 150 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,985 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 $0.00150 $0.01985
Opus 5 $0.00075 $0.00992
Sonnet 5 $0.00030 $0.00397
Haiku 4.5 $0.00015 $0.00198

Measured 8d ago against content hash c4d2145eb91b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

BitterPillEngineering scanned grade A with 1 finding 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 8d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s -X POST http://localhost:31337/notify \
LifeOS/install/skills/BitterPillEngineering/SKILL.md · 161 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 8d ago First seen · 161 lines · 150 tokens per session scan A c4d2145eb91b

Subscribe to this mod's changes

BitterPillEngineering is a skill published in the GitHub repository jSydorowicz21/Universal-AI-Infrustructure (2 stars, last pushed 8d ago), with no licence file. It adds 150 tokens to every session and 1,985 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories