Recsys Learning Coach

Community

jhljx

recsys-learning-coach

Build a grounded recommendation-system study plan, explain a topic for a graduate student or new engineer, and track local progress. Use for learning, revision, interview preparation, and deciding what to study next.

Overview

Publisher	jhljx
Repository	`RecSys-Industrial-Book`
Skill name	`recsys-learning-coach`
Stars	467
Forks	31
Bundled files	Instructions only
Links	Skill source Repository Homepage

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
Self-contained
Everything the model needs lives in the instructions — no extra files to sync.
Open source
Published by jhljx on GitHub. Read the source before you install it.

Installation

Install the Recsys Learning Coach AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/jhljx/RecSys-Industrial-Book/tree/main/.agents/skills/recsys-learning-coach
Enable the skill in any chat where you want it available.

Store

Installed

Skills

Add skills

Import one or more skills from a public GitHub folder or a local .skill or .zip archive, or SKILL.md file.

From GitHub URLFrom .skill, .zip, or SKILL.md

GitHub repo or folder

https://github.com/jhljx/RecSys-Industrial-Book/tree/main/.agents/skills/recsys-learning-coach

Points to a single skill folder, or any folder that contains multiple skills. Public repos only.

CancelContinue

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/jhljx/RecSys-Industrial-Book.git /tmp/RecSys-Industrial-Book
mkdir -p .claude/skills
cp -r /tmp/RecSys-Industrial-Book/.agents/skills/recsys-learning-coach .claude/skills/recsys-learning-coach

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Recsys Learning Coach in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Recsys Learning Coach on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Recsys Learning Coach is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Recommendation learning coach

Turn a topic or a complete repository course into an evidence-based learning loop.

Run python3 tools/recsys_agent.py doctor; build the ignored index if needed.
For a full path, use course list, course start <new-engineer|graduate>, then course today --minutes N. Read docs/learning-agent-guide.md and the returned unit.
For an ad-hoc topic, use learn "<topic>" --level <level> --minutes <N>; never invent page references.
Ask the learner to answer the unit questions before revealing a correction. Separate book evidence, learner reasoning, and extension material.
Run the practice main path and at least one failure path. Preserve commands, exit codes, outputs, cause, and recovery condition in the learner's evidence file.
Check the evidence against every unit acceptance criterion. A file's existence is not proof of mastery.
Submit through course submit or evidence-gated complete. Scores below 0.8 or missing practice/failure evidence remain assessed, not completed.
Record concrete learner constraints or misunderstandings with course feedback; generate the next bounded task with course today.
Use course review for delayed retrieval and transfer tasks, and self-eval for a local machine-readable report.

State belongs only in ignored .recsys-workspace/. Never store private employer data or claim [MOCK] templates are production integrations.

Frequently asked questions

What does the Recsys Learning Coach AI skill do?

Why use Recsys Learning Coach on TypingMind?

Because you install it once and use it with any model. Recsys Learning Coach is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Recsys Learning Coach in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/jhljx/RecSys-Industrial-Book/tree/main/.agents/skills/recsys-learning-coach. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Recsys Learning Coach?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Recsys Learning Coach?

As many as you like. As long as a model supports skills, you can use Recsys Learning Coach with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Recsys Learning Coach AI skill free?

It is published on GitHub by jhljx. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

Recommendation learning coach

Frequently asked questions

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