future-self-lite

future-self-lite is a skill for Claude Code, Codex from THU-MAIC/OpenMAIC. It costs 20 tokens per session (91 once invoked), scanned A, original, MIT.

A small Python learning activity that guides someone through writing a function for leaving a message to their future self. It presents the lesson step by step and checks understanding with questions.

In plain words
What is it for?
Use it to teach or complete the specified Python function while checking the lesson brief and reporting the recorded build and evaluation state.
Why use it?
It gives learners a structured path instead of requiring them to infer the exercise requirements or whether their answer is understood.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to teach or complete the specified Python function while checking the lesson brief and reporting the recorded build and evaluation state.

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Install with agentmods
npx agentmods add skills/thu-maic/openmaic/skills
About the project

OpenMAIC is a multi-agent classroom platform that uses agents to plan, build, and revise interactive courses from prompts and uploaded materials. It is designed for immersive learning experiences and supports course components such as slides, quizzes, interactives, projects, images, video, voices, and PowerPoint imports, with catalogue skills covering its workflows.

THU-MAIC/OpenMAIC · 42,687 stars · on GitHub

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 THU-MAIC/OpenMAIC --skill skills
Clone the repo
git clone --depth 1 https://github.com/THU-MAIC/OpenMAIC

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 future-self-lite

README.md
[![agentmods](https://agentmods.dev/badge/skills/thu-maic/openmaic/skills/github.svg)](https://agentmods.dev/skills/thu-maic/openmaic/skills)
Your own site
<a href="https://agentmods.dev/skills/thu-maic/openmaic/skills"><img src="https://agentmods.dev/badge/skills/thu-maic/openmaic/skills/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 future-self-lite

Your own site · 80×15
<a href="https://agentmods.dev/skills/thu-maic/openmaic/skills"><img src="https://agentmods.dev/badge/skills/thu-maic/openmaic/skills.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 20 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 91 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 original 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 $0.00020 $0.00091
Opus 5.5 $0.00008 $0.00036
Sonnet 5.5 $0.00004 $0.00018
Haiku 4.5 $0.00002 $0.00009

Measured today against content hash de5ce3b60e41, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

future-self-lite 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 today.

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.

examples/pbl/future-self-lite/skills/SKILL.md · 10 lines

What it actually says

通过 read_next_skill 获取当前教学小节,按小节要求引导学习者。 使用当前绑定的 docs/brief.md 核对输入和返回值。 通过 request_skill_review 提问,等学习者回答后再确认理解。 以平台记录的构建和评测结果说明代码状态。

Files

What ships with it

5 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. today First seen · 10 lines · 20 tokens per session scan A de5ce3b60e41

Subscribe to this mod's changes

future-self-lite is a skill published in the GitHub repository THU-MAIC/OpenMAIC (42,687 stars, last pushed today), licensed MIT. It adds 20 tokens to every session and 91 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-11-05.

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