Autobots DevTools Shared Library
Dynamic Agent (Dynagent) is the core of this library. It turns your prompts and business processes into production-ready, multi-agent applications—chatbots and unsupervised workflows—in hours. You focus on prompts, output schemas, and domain logic; Dynagent handles multi-LLM wiring, UI integration, observability, and batch processing out of the box.
Quickstart Build your first agent by following Scaffolding guide here.
Essential features
| Feature | Description |
|---|---|
| Dynagent framework | Build dynamic AI agents with YAML configs, prompts, and tools. Agent handoff and default/coordinator agents for mesh-style flows. |
| Multi-LLM support | Swap LLMs like swapping batteries. Use Gemini, Claude, or others via a single integration layer. |
| Chainlit UI | Pre-built streaming, tool steps, and structured output for Chainlit. OAuth-ready. |
| State & context | Session state and context management with caching and durable storage. Tools receive ToolRuntime with shared state across handoffs. |
| Batch processing | Run prompts in parallel for batch-enabled agents. Sync API with batch_invoker and BatchResult. |
| Observability | Langfuse integration for tracing and monitoring. TraceMetadata for session, app, and tags. |
| Pythonic | Native Python and LangChain tools. Type hints, async/sync, pytest—no DSLs. |
| Extensible | File server, workspace management, Jenkins integration, and helpers that plug into the framework. |
| Containerization | Docker images with bundled dependencies for consistent deployment. |
| Prompt versioning | Prompts as source — version-controlled markdown files alongside code. |
| Prompt evaluation | Tooling to tweak and evaluate prompt quality across versions. |
Batteries included
| Helper | Description |
|---|---|
| File server | Serve and manage files within agent sessions. |
| Workspace management | Manage working directories and session artifacts. |
| Context management | Caching and durable storage for session context. |
| Jenkins integration | Trigger and monitor Jenkins pipelines from agents. |
Quickstart
| Guide | Description |
|---|---|
| Try Jarvis | See Dynagent in action with a multi-domain multi-agent demo (Concierge, Customer Support, Sales). |
| Install | Set up the shared workspace, virtual environment, and install this library. |
| Development | Run tests, format, lint, type-check, and use the Makefile from this repo or the workspace root. |
How-to guides
| Guide | Description |
|---|---|
| Workspace setup | Clone the workspace, create the shared .venv, clone this repo, and install dependencies. |
| Development | Available make targets: test, format, lint, type-check, install, build, clean. |
| Project structure | Layout of autobots_devtools_shared_lib (dynagent, chainlit_ui, llm_tools, observability, batch). |
| Testing | Unit, integration, and e2e tests. Run with make test, make test-fast, or make test-one. |
| Contributing | See CONTRIBUTING.md for guidelines and workflow. |
| Publishing | See PUBLISHING.md for PyPI publishing. |
Advanced
| Topic | Description |
|---|---|
| Code quality | Type safety (Pyright), pytest, Ruff format/lint, pre-commit hooks. |
| Type checking | Pyright in basic mode; type annotations required. |
| Workspace commands | From workspace root: make test, make lint, make format, make type-check, make all-checks across all repos. |
Workspace setup
This library is part of a multi-repository workspace. Use a shared virtual environment at the workspace root.
Prerequisites: Python 3.12+, Poetry (e.g. brew install poetry on macOS).
1. Clone the workspace
cd /path/to/your/work
git clone <workspace-url> ws-jarvis
cd ws-jarvis
2. Create shared virtual environment
make setup
This creates a shared .venv at the workspace root.
3. Clone this repository
git clone https://github.com/Pratishthan/autobots-devtools-shared-lib.git
cd autobots-devtools-shared-lib
4. Install dependencies
make install-dev # with dev dependencies (recommended)
# or
make install # runtime only
5. Pre-commit hooks
make install-hooks
Development
Run from autobots-devtools-shared-lib/:
# Testing
make test # with coverage
make test-fast # no coverage
make test-one TEST=tests/unit/test_example.py::test_function
# Code quality
make format # Ruff format
make lint # Ruff lint (auto-fix)
make check-format # check only
make type-check # Pyright
make all-checks # format, type, test
# Dependencies & build
make install / make install-dev / make update-deps
make build
make clean
make help
Workspace-level commands
From the workspace root:
make test
make lint
make format
make type-check
make all-checks
Project structure
autobots-devtools-shared-lib/
├── src/autobots_devtools_shared_lib/
│ ├── dynagent/ # Multi-agent framework
│ ├── chainlit_ui/ # Chainlit UI components
│ ├── llm_tools/ # LLM integrations
│ ├── observability/ # Observability helpers
│ └── batch_processing/ # Batch utilities
├── tests/
│ ├── unit/
│ ├── integration/
│ └── e2e/
├── .github/workflows/
├── pyproject.toml
├── poetry.toml # Poetry settings (uses workspace .venv)
├── Makefile
├── CONTRIBUTING.md
└── PUBLISHING.md
Code quality standards
- Type safety: Type annotations; Pyright (basic mode).
- Testing: pytest; unit, integration, e2e.
- Formatting: Ruff, line length 100.
- Linting: Ruff, strict rules.
- Pre-commit: Format, lint, type-check, tests on commit.
Testing
make test
make test-one TEST=tests/unit/test_example.py
make test-cov # HTML coverage report
- Unit (
tests/unit/): Functions and classes. - Integration (
tests/integration/): Component interactions. - E2E (
tests/e2e/): Full workflows.
Type checking
make type-check
All code must have type annotations. Pyright runs in basic mode.
Contributing
See CONTRIBUTING.md for development workflow and guidelines.
Publishing
See PUBLISHING.md for PyPI publishing.
License
MIT
Authors
- Pra1had — GitHub · pralhad.kamath@pratishthanventures.com
Questions?
Open an issue on the project repository.
Release files for autobots-devtools-shared-lib 0.10.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| autobots_devtools_shared_lib-0.10.0.tar.gz | 91.5 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| autobots_devtools_shared_lib-0.10.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 225.1 kB