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ISSUES CLOSED: #4470
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# CleverAgents Core
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# cleveragents-core
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CleverAgents is a Python-first automation platform. It provides a unified `agents` CLI,
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an interactive Textual TUI, embedded runtime, and service orchestration tools while
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embracing modern Python tooling.
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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.
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## Highlights
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- Unified CLI entry points: `cleveragents` and `agents`
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- **Interactive TUI** (`agents tui`) — full-screen Textual app with multi-session tabs,
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persona switching, slash commands, reference picker, and context-sensitive F1 help
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- **Persona system** — YAML-backed personas bind actors, argument presets, and scope
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references to named identities; persisted in `~/.config/cleveragents/personas/`
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- **Session management** — create, list, export, and import conversation sessions;
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full JSON export/import for portability; Markdown transcript export (`--format md`) for
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human-readable sharing
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- **First-run experience** — `ActorSelectionOverlay` guides new users to pick an actor on
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first TUI launch; creates a `"default"` persona automatically
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- **Server mode** — `agents server connect` configures a remote CleverAgents server;
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Kubernetes Helm chart in `k8s/` for production deployment
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- **A2A integration** — Agent-to-Agent protocol facade wires CLI and TUI to live
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application services (session, plan, registry, event)
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- **Permissions screen** — TUI overlay for reviewing tool permission requests with
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unified, side-by-side, and context diff views; session-scoped allow/reject decisions
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- **Actor thought blocks** — expandable reasoning trace widgets rendered inline in the
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conversation stream with muted styling
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- **UKO runtime** — Universal Knowledge Ontology query interface, inference engine, and
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graph persistence for ACMS context strategies
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- **Database resource handler** — full CRUD and checkpoint/rollback support for SQLite,
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PostgreSQL, MySQL, and DuckDB resources
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- **Estimation lifecycle** — `actor.default.estimation` config key wires an estimation
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actor into the Strategize-to-Estimate lifecycle hook
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- **Shell danger detection** — TUI shell mode (`!` prefix) classifies commands by danger
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level (LOW → CRITICAL) and surfaces a warning overlay before executing destructive,
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privilege-escalating, or exfiltration-risk commands
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- **Inline permission questions** — `PermissionQuestionWidget` renders single-file
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permission requests directly in the conversation stream with single-key shortcuts
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- **Invariant reconciliation** — `InvariantReconciliationActor` runs automatically at
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every plan phase transition; failures block the transition and emit `INVARIANT_VIOLATED`
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- **UKO provenance tracking** — every typed triple now carries `sourceResource`,
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`validFrom`, and `isCurrent` metadata; a revision chain enables temporal queries
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- **JSON-RPC 2.0 A2A wire format** — `A2aRequest`/`A2aResponse` fields renamed to
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standard JSON-RPC 2.0 names (`method`, `id`, `result`, `error`)
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- Fast Typer/Click-based interface with parity for help/version behavior
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- Behavior-driven coverage via Behave and Robot Framework
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- Nox automation for linting, typing, testing, docs, builds, and benchmarks
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- MkDocs-powered documentation with CleverAgents branding
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## Quick Start
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```bash
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# clone the CleverAgents core repository
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git clone https://git.cleverthis.com/cleveragents/core.git
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cd core
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# install dependencies
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python -m venv .venv
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source .venv/bin/activate
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pip install -e ".[dev,tests,docs]"
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# set up pre-commit hooks and verify tooling
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bash scripts/setup-dev.sh
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# verify the CLI
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agents --help
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agents --version
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```
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### Launch the TUI
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```bash
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# install TUI extra
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pip install -e ".[tui]"
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# launch the interactive terminal UI
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agents tui
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```
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Inside the TUI:
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- Type a message and press `Enter` to chat with the active actor
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- Press `/` to open the slash command overlay (67 commands across 14 groups)
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- Press `@` to open the reference picker and insert file/resource references
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- Press `!` to enter shell mode and run a subprocess command
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- Press `F1` to toggle the context-sensitive help panel
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- Press `Ctrl+T` to cycle through argument presets for the active persona
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- Press `Ctrl+Q` to quit
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### Session management
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```bash
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agents session create --actor openai/gpt-4o
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agents session list
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agents session export --session-id <ID> --output session.json
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agents session import --input session.json
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```
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### Server mode
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```bash
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# connect to a remote CleverAgents server
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agents server connect --url https://my-server.example.com --token <TOKEN>
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# check connection status
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agents server status
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```
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## Developing
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Pre-commit hooks run automatically on every `git commit` (formatting, linting, type
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checking, security scanning). To run checks manually:
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```bash
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# core validation
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nox -s format # ruff auto-formatting
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nox -s lint # ruff linting
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nox -s typecheck # pyright type checking
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nox -s unit_tests # behave unit tests
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nox -s integration_tests # robot integration tests
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# quality & security
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nox -s security_scan # bandit security scanning
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nox -s dead_code # vulture dead code detection
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nox -s complexity # radon complexity analysis
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nox -s pre_commit # run all pre-commit hooks
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nox -s adr_compliance # verify ADR compliance
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```
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For the full quality automation guide, see [`docs/development/quality-automation.md`](docs/development/quality-automation.md).
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## Documentation
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```bash
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nox -s docs
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nox -s serve_docs
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```
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## Tests
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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.
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## Observability
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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`.
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## LLM provider configuration
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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`).
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### Required environment variables
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| Provider | Primary variables |
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| --- | --- |
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| OpenAI | `OPENAI_API_KEY`
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| Anthropic | `ANTHROPIC_API_KEY`
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| Google | `GOOGLE_API_KEY` or `GOOGLE_GENAI_API_KEY`
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| Azure OpenAI | `AZURE_OPENAI_API_KEY` plus `AZURE_OPENAI_ENDPOINT`/`AZURE_OPENAI_DEPLOYMENT`
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| OpenRouter | `OPENROUTER_API_KEY` (+ optional `CLEVERAGENTS_OPENROUTER_ORGANIZATION` for sanitized headers)
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| Gemini | `GEMINI_API_KEY` or `GOOGLE_GEMINI_API_KEY`
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| Cohere | `COHERE_API_KEY`
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| Groq | `GROQ_API_KEY`
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| Together | `TOGETHER_API_KEY`
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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.
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### Diagnostics and testing shortcuts
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- `agents diagnostics` prints whether the registry can see your credentials and which actor/provider is selected.
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- `agents tell` and `agents build` require `--actor <name>` unless a default actor is set; use `agents actor set-default <name>` to configure one.
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- 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.
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- `CLEVERAGENTS_TESTING_USE_MOCK_AI=true` forces the in-repo mock provider so Behave/Robot suites never hit external APIs.
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- The full capability matrix (streaming, tool calls, JSON mode, etc.) is documented in `docs/reference/providers.md`.
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ISSUES CLOSED: #4470
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