Fba

Community

Zhongye1

fba

FastAPI Best Architecture (fba) project development guide. Use when working in fba projects to design, implement, review, or document APIs, Schema, Service, CRUD, Model, configuration, response contracts, pagination, cache, Celery, i18n, coding style, plugin development, plugin README files, plugin sharing, plugin publishing, or plugin marketplace updates.

Overview

Publisher	Zhongye1
Repository	`KnowAgenticRAG`
Skill name	`fba`
Stars	140
Forks	12
Bundled files	9
License	MIT
Links	Skill source Repository

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.
9 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by Zhongye1 on GitHub. Read the source before you install it.

Installation

Install the Fba 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/Zhongye1/KnowAgenticRAG/tree/master/.agents/skills/fba
Enable the skill in any chat where you want it available.

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/Zhongye1/KnowAgenticRAG.git /tmp/KnowAgenticRAG
mkdir -p .claude/skills
cp -r /tmp/KnowAgenticRAG/.agents/skills/fba .claude/skills/fba

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

Use it in TypingMind

Enable Fba 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 Fba 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 Fba 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.

FastAPI Best Architecture

Official documentation: https://fastapi-practices.github.io/fastapi_best_architecture_docs/

Use this skill to follow fba architecture and plugin conventions. Read only the references needed for the task. For cross-layer feature work, read references/development.md first, then load the layer-specific references.

Core Architecture

Project adopts a layered backend architecture centered on API, Service, and CRUD, with Schema and Model as explicit data contracts:

Layer	Responsibility
API	Route processing, parameter validation, and response return
Schema	Data transfer objects, request/response data structure definitions
Service	Business logic, data processing, exception handling
CRUD	Database operations (inherits `CRUDPlus`)
Model	ORM models (inherits `Base`)

Development Workflow

Define database models (model)
Define data validation models (schema)
Define routes (router)
Write business logic (service)
Write database operations (crud)

Reference Selection

Task	Read
Feature/module development flow, Service/CRUD placement, pagination, cache, Celery, i18n, code generation	`references/development.md`
API routes, dependencies, response patterns, auth, permissions	`references/api.md`
Pydantic request/response DTOs	`references/schema.md`
SQLAlchemy models and migrations	`references/model.md`
CRUD, Service, API, Schema naming	`references/naming.md`
Backend/frontend plugin development and plugin README files	`references/plugin.md`
Plugin sharing, public repositories, marketplace PRs, submodules, updates	`references/plugin-sharing.md`
Formatting, comments, docstrings, commit style	`references/coding-style.md`
Global settings and configuration	`references/config.md`

Plugin Work

When creating, reviewing, or updating plugins:

Read references/plugin.md for plugin type, structure, manifest, configuration, hooks, SQL, and README rules
Read references/plugin-sharing.md when the task involves sharing, publishing, updating, marketplace PRs, plugin repositories, or Git submodules
Prefer source-code behavior from fastapi-best-architecture when docs and implementation differ
Do not perform git add, commit, push, or PR actions unless the user explicitly asks

CLI

Execute fba -h for more details.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Fba AI skill do?

Why use Fba on TypingMind?

Because you install it once and use it with any model. Fba 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 Fba in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Zhongye1/KnowAgenticRAG/tree/master/.agents/skills/fba. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Fba?

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 Fba?

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

Is the Fba AI skill free?

Yes. It is published on GitHub by Zhongye1 under the MIT license. 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

FastAPI Best Architecture

Core Architecture

Development Workflow

Reference Selection

Plugin Work

CLI

Bundled files

Frequently asked questions

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