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# CleverAgents Core
# cleveragents-core
CleverAgents is a Python-first automation platform. It provides a unified `agents` CLI,
an interactive Textual TUI, embedded runtime, and service orchestration tools while
embracing modern Python tooling.
This repository contains the CleverAgents core library and documentation. This README was added by an automated PR-fix agent to satisfy build requirements for E2E test execution.
## Highlights
- Unified CLI entry points: `cleveragents` and `agents`
- **Interactive TUI** (`agents tui`) — full-screen Textual app with multi-session tabs,
persona switching, slash commands, reference picker, and context-sensitive F1 help
- **Persona system** — YAML-backed personas bind actors, argument presets, and scope
references to named identities; persisted in `~/.config/cleveragents/personas/`
- **Session management** — create, list, export, and import conversation sessions;
full JSON export/import for portability; Markdown transcript export (`--format md`) for
human-readable sharing
- **First-run experience** — `ActorSelectionOverlay` guides new users to pick an actor on
first TUI launch; creates a `"default"` persona automatically
- **Server mode** — `agents server connect` configures a remote CleverAgents server;
Kubernetes Helm chart in `k8s/` for production deployment
- **A2A integration** — Agent-to-Agent protocol facade wires CLI and TUI to live
application services (session, plan, registry, event)
- **Permissions screen** — TUI overlay for reviewing tool permission requests with
unified, side-by-side, and context diff views; session-scoped allow/reject decisions
- **Actor thought blocks** — expandable reasoning trace widgets rendered inline in the
conversation stream with muted styling
- **UKO runtime** — Universal Knowledge Ontology query interface, inference engine, and
graph persistence for ACMS context strategies
- **Database resource handler** — full CRUD and checkpoint/rollback support for SQLite,
PostgreSQL, MySQL, and DuckDB resources
- **Estimation lifecycle** — `actor.default.estimation` config key wires an estimation
actor into the Strategize-to-Estimate lifecycle hook
- **Shell danger detection** — TUI shell mode (`!` prefix) classifies commands by danger
level (LOW → CRITICAL) and surfaces a warning overlay before executing destructive,
privilege-escalating, or exfiltration-risk commands
- **Inline permission questions** — `PermissionQuestionWidget` renders single-file
permission requests directly in the conversation stream with single-key shortcuts
- **Invariant reconciliation** — `InvariantReconciliationActor` runs automatically at
every plan phase transition; failures block the transition and emit `INVARIANT_VIOLATED`
- **UKO provenance tracking** — every typed triple now carries `sourceResource`,
`validFrom`, and `isCurrent` metadata; a revision chain enables temporal queries
- **JSON-RPC 2.0 A2A wire format** — `A2aRequest`/`A2aResponse` fields renamed to
standard JSON-RPC 2.0 names (`method`, `id`, `result`, `error`)
- 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
```
### Launch the TUI
```bash
# install TUI extra
pip install -e ".[tui]"
# launch the interactive terminal UI
agents tui
```
Inside the TUI:
- Type a message and press `Enter` to chat with the active actor
- Press `/` to open the slash command overlay (67 commands across 14 groups)
- Press `@` to open the reference picker and insert file/resource references
- Press `!` to enter shell mode and run a subprocess command
- Press `F1` to toggle the context-sensitive help panel
- Press `Ctrl+T` to cycle through argument presets for the active persona
- Press `Ctrl+Q` to quit
### Session management
```bash
agents session create --actor openai/gpt-4o
agents session list
agents session export --session-id <ID> --output session.json
agents session import --input session.json
```
### Server mode
```bash
# connect to a remote CleverAgents server
agents server connect --url https://my-server.example.com --token <TOKEN>
# check connection status
agents server status
```
## 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 <name>` (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 <name>` unless a default actor is set; use `agents actor set-default <name>` to configure one.
- Built-in actors (`<provider>/<model>`) are immutable, custom actors must be named `local/<id>`, 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`.
ISSUES CLOSED: #4470