pufferlib

pufferlib is a skill for Claude Code, Codex from drshailesh88/integrated_content_OS. It costs 83 tokens per session (2,997 once invoked), scanned A, original, no licence file.

A toolkit for reinforcement learning, where an agent learns by trying actions in an environment and receiving feedback. It supports parallel simulations, custom environments, multi-agent systems, and existing environments such as Gymnasium and PettingZoo.

In plain words
What is it for?
Use it to build and train reinforcement-learning agents, create custom environments, run parallel simulations, and work with game-like benchmarks.
Why use it?
It provides the infrastructure needed to train reinforcement-learning systems efficiently across many simulated environments.

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 build and train reinforcement-learning agents, create custom environments, run parallel simulations, and work with game-like benchmarks.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/drshailesh88/integrated_content_os/pufferlib
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 drshailesh88/integrated_content_OS --skill pufferlib
Clone the repo
git clone --depth 1 https://github.com/drshailesh88/integrated_content_OS

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 pufferlib

README.md
[![agentmods](https://agentmods.dev/badge/skills/drshailesh88/integrated_content_os/pufferlib/github.svg)](https://agentmods.dev/skills/drshailesh88/integrated_content_os/pufferlib)
Your own site
<a href="https://agentmods.dev/skills/drshailesh88/integrated_content_os/pufferlib"><img src="https://agentmods.dev/badge/skills/drshailesh88/integrated_content_os/pufferlib/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 pufferlib

Your own site · 80×15
<a href="https://agentmods.dev/skills/drshailesh88/integrated_content_os/pufferlib"><img src="https://agentmods.dev/badge/skills/drshailesh88/integrated_content_os/pufferlib.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 83 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,997 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 $0.00083 $0.02997
Opus 5 $0.00042 $0.01499
Sonnet 5 $0.00017 $0.00599
Haiku 4.5 $0.00008 $0.00300

Measured 9d ago against content hash 2614a6808c5a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

pufferlib 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 9d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/env_template.py, scripts/train_template.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/scientific/pufferlib/SKILL.md · 431 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

Files

What ships with it

7 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. 9d ago First seen · 431 lines · 83 tokens per session scan A 2614a6808c5a

Subscribe to this mod's changes

pufferlib is a skill published in the GitHub repository drshailesh88/integrated_content_OS (5 stars, last pushed 2mo ago), with no licence file. It adds 83 tokens to every session and 2,997 once invoked, about $0.0004 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 2026-09-03.

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