agent-scaffolds
Project description
Ascender Framework Project
Overview
This project is built using the Ascender Framework, a structured FastAPI-based framework designed for modular and scalable applications.
Ascender — AgentHub SDK
Small scaffolding project and tooling for building AgentHub agents on top of the Ascender framework. It includes a command-line copilot TUI, ATTP protocol SDK, MCP server provider helpers, and a scaffold template for creating agent manifests.
This README covers quick setup, development, how to run the copilot TUI, and notes about packaging the project as a library.
Prerequisites
- Python 3.11 (recommended)
- Poetry (for dependency and packaging)
Using a dedicated virtual environment for development is recommended:
python3.11 -m venv .venv
source .venv/bin/activate
poetry install
If you prefer Poetry's own virtualenv handling, run:
poetry config virtualenvs.create true
poetry install
Development / Running the app
- To run the web server (development):
# (example; your project may expose a different entrypoint)
poetry run ascender run serve
- To run the Copilot TUI:
poetry run ascender run copilot run # reuse latest chat session
poetry run ascender run copilot run --subject "My Session" # start named session
TUI commands inside the copilot:
/new <name>— create and switch to a new chat/select <n>— switch to chat number n/refresh— reload chat list from the server/exitor/quit— quit the TUI
The copilot supports streaming responses; it will show token-by-token updates when the ATTP client provides a streaming response.
Install & use as a library
You can install the published package directly:
pip install agent-scaffolds
# or with poetry
poetry add agent-scaffolds
Wiring into an Ascender app (example)
In your bootstrap.py, provide the MCP server and copilot CLI so they register
with your Ascender application:
from ascender.core.cli_engine import useCLI
from agenthub.cli.copilot import CopilotCLI
from agenthub.mcp.server import provideMCP
appBootstrap = {
"providers": [
# ... your other providers ...
useCLI(CopilotCLI),
provideMCP("agenthub"), # mounts MCP at /agenthub
]
}
Then run your app (e.g. poetry run ascender run serve) and access the MCP
endpoint at /agenthub.
Packaging as a library
This repository is a normal Python package layout under src/agenthub.
If you want to publish the project as a reusable library (PyPI or private index):
- Ensure
pyproject.tomlexposes the package by settingpackages/includeor by using Poetry's defaultpackages = [{ include = "agenthub" }]withpackage-dir = { "" = "src" }if needed. - Build and publish with Poetry:
poetry build
poetry publish --build
After publishing you can install it via pip or poetry add in other projects.
Quick local install for testing
pip install -e src
# or with poetry in another project
poetry add ../path/to/agent-scaffolds
Environment variables
The AgentHub config loader reads these variables (with the shown defaults):
AGENTHUB__BASE_URL(defaulthttp://localhost:8000)AGENTHUB__ATTP_URL(defaultattp://localhost:6563)AGENTHUB__AGT_KEY(default demo token)AGENTHUB__ORGANIZATION_ID(default1)
Set them in your shell or .env before running the server or copilot, e.g.:
export AGENTHUB__BASE_URL="https://your-agenthub"
export AGENTHUB__ATTP_URL="attp://your-attp-host:6563"
export AGENTHUB__AGT_KEY="your_agent_token"
export AGENTHUB__ORGANIZATION_ID=123
Notes about using this project as a library
Pros:
- Encapsulates Copilot UI, tools, and MCP wiring so other apps can reuse them.
- Packaged code is easy to install and import (e.g.
import agenthub).
Potential drawbacks / gotchas:
- Side-effects on import: some modules register providers or mount ASGI apps (e.g. lifecycle hooks). Avoid importing top-level modules that perform runtime startup actions; prefer importing explicit factory functions.
- Event loop / ASGI lifecycle: the MCP provider starts a task group on application startup. When used inside another ASGI app you must ensure the host application calls the startup/shutdown handlers (FastAPI/Starlette do this automatically) so the MCP run context can initialize.
- Dependency conflicts: publishing a library exposes its declared dependencies to downstream projects. Keep dependency ranges conservative and document any optional extras.
- CLI vs library split: the package contains CLI entrypoints that assume a
full Ascender application. If consumers only want a library API, provide a
small public surface (
agenthub.sdk,agenthub.tools) and keep CLI wiring isolated.
Recommendations:
- Avoid side-effectful code at import time. Provide explicit
init/providefunctions (factories) that host apps call during startup. - Document required runtime steps (e.g. call
provideMCP(...)from your Ascender bootstrap or mount the MCP app at/agenthub). - Use extras in
pyproject.tomlfor optional features (e.g.[tool.poetry.extras]) to separate heavy optional dependencies like certain ATTP client versions.
Contributing
Contributions welcome. Please open PRs against the main branch. Include
tests and update the changelog/README for non-trivial changes.
License
This project is licensed under the MIT License. See the LICENSE file for details.
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