# CleverAgents Core CleverAgents is a Python-first automation platform. It provides a unified `agents` CLI, embedded runtime, and service orchestration tools while embracing modern Python tooling. ## Highlights - Unified CLI entry points: `cleveragents` and `agents` - Fast Typer/Click-based interface with parity for help/version behavior - Behavior-driven coverage via Behave and Robot Framework - Nox automation for linting, typing, testing, docs, builds, and benchmarks - MkDocs-powered documentation with CleverAgents branding ## Quick Start ```bash # clone the CleverAgents core repository git clone https://git.cleverthis.com/cleveragents/core.git cd core # install dependencies python -m venv .venv source .venv/bin/activate pip install -e ".[dev,tests,docs]" # set up pre-commit hooks and verify tooling bash scripts/setup-dev.sh # verify the CLI agents --help agents --version ``` ## Developing Pre-commit hooks run automatically on every `git commit` (formatting, linting, type checking, security scanning). To run checks manually: ```bash # core validation nox -s format # ruff auto-formatting nox -s lint # ruff linting nox -s typecheck # pyright type checking nox -s unit_tests # behave unit tests nox -s integration_tests # robot integration tests # quality & security nox -s security_scan # bandit security scanning nox -s dead_code # vulture dead code detection nox -s complexity # radon complexity analysis nox -s pre_commit # run all pre-commit hooks nox -s adr_compliance # verify ADR compliance ``` For the full quality automation guide, see [`docs/development/quality-automation.md`](docs/development/quality-automation.md). ## Documentation ```bash nox -s docs nox -s serve_docs ``` ## Tests Behave feature scenarios live under `features/` and Robot suites under `robot/`. Use the Nox sessions above to execute them in parity with the implementation plan. ## Observability LangSmith tracing is optional and off by default. Enable it by exporting `CLEVERAGENTS_LANGSMITH_ENABLED=true` along with a project name and API key (`CLEVERAGENTS_LANGSMITH_PROJECT`, `CLEVERAGENTS_LANGSMITH_API_KEY`). The settings module automatically mirrors these values to `LANGCHAIN_TRACING_V2`, `LANGCHAIN_PROJECT`, and `LANGCHAIN_API_KEY`, so LangChain/LangGraph agents emit traces without extra wiring. Additional knobs such as `CLEVERAGENTS_LANGSMITH_ENDPOINT`, `CLEVERAGENTS_LANGSMITH_USER_ID`, and `CLEVERAGENTS_LANGSMITH_TAGS` are documented in `docs/observability.md`. ## LLM provider configuration CleverAgents ships with a LangChain/LangGraph powered provider registry that discovers whichever API keys you export and automatically selects the best available provider. The CLI now uses actors: select an actor with `--actor ` (or set a default via `agents actor set-default`). Actors embed provider/model choices; built-in actors are seeded from `CLEVERAGENTS_DEFAULT_PROVIDER` / `CLEVERAGENTS_DEFAULT_MODEL`, then fall back to the built-in order (`openai → anthropic → google → azure → openrouter → groq → together → cohere → gemini`). ### Required environment variables | Provider | Primary variables | | --- | --- | | OpenAI | `OPENAI_API_KEY` | Anthropic | `ANTHROPIC_API_KEY` | Google | `GOOGLE_API_KEY` or `GOOGLE_GENAI_API_KEY` | Azure OpenAI | `AZURE_OPENAI_API_KEY` plus `AZURE_OPENAI_ENDPOINT`/`AZURE_OPENAI_DEPLOYMENT` | OpenRouter | `OPENROUTER_API_KEY` (+ optional `CLEVERAGENTS_OPENROUTER_ORGANIZATION` for sanitized headers) | Gemini | `GEMINI_API_KEY` or `GOOGLE_GEMINI_API_KEY` | Cohere | `COHERE_API_KEY` | Groq | `GROQ_API_KEY` | Together | `TOGETHER_API_KEY` Set `CLEVERAGENTS_DEFAULT_PROVIDER` to pin the global provider (for example `export CLEVERAGENTS_DEFAULT_PROVIDER=openai`) and `CLEVERAGENTS_DEFAULT_MODEL` to lock in a model ID. When unset, the registry picks the first configured provider and uses its published default model such as `gpt-4o` for OpenAI or `claude-sonnet-4-20250514` for Anthropic. ### Diagnostics and testing shortcuts - `agents diagnostics` prints whether the registry can see your credentials and which actor/provider is selected. - `agents tell` and `agents build` require `--actor ` unless a default actor is set; use `agents actor set-default ` to configure one. - Built-in actors (`/`) are immutable, custom actors must be named `local/`, and the default actor cannot be removed. Use `--unsafe` when adding/updating configs marked unsafe; runtime only warns when invoking unsafe actors. - `CLEVERAGENTS_TESTING_USE_MOCK_AI=true` forces the in-repo mock provider so Behave/Robot suites never hit external APIs. - The full capability matrix (streaming, tool calls, JSON mode, etc.) is documented in `docs/reference/providers.md`.