Feature request: add first-class Skills support

[yangnuowei88]

Summary

This project already has a great foundation with:

• LangGraph orchestration
• MCP dynamic tools
• tool approval flow
• persistent memory

A very valuable next step would be first-class Skills support.

Why

MCP tools answer:

• what the agent can do

Skills would answer:

• how the agent should approach a task

That would make it easier to create reusable, task-specific capabilities such as:

• research assistant
• code review
• PR summarization
• customer support workflows
• domain-specific operating instructions

Suggested MVP

A simple first version could support:

• loading skills from a local skills/ directory
• enabling/disabling skills per agent or thread
• injecting active skill instructions into the system prompt/context
• optionally exposing active skills in the UI

Why this fits this template

This template already supports dynamic tools and LangGraph-based orchestration, so adding a skills layer feels like a natural next step.

Benefit

This would make the project more reusable, composable, and practical for real-world agent workflows.

Happy to help refine the idea or contribute if this is interesting.

[IBJunior]

Hey @yangnuowei88 , this is a great issue, really well structured, and it maps closely to something I've been wanting to add for a while.
The MVP you outlined is a clean starting point. One thing worth keeping in mind: skills loading will need some form of filesystem access under the hood, but given the project already supports dynamic MCP servers, that part should be fairly straightforward to sort out.
If you want to take a first pass at the implementation, I'd love to see your approach. Happy to review and iterate from there.