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⚡ UClone-X

Event-driven AI agent core and multi-agent collaboration framework

License Python LLM Agnostic


Install

On macOS or Linux, paste this into a terminal:

curl -fsSL https://raw.githubusercontent.com/UClone-AI/uclone-x/main/install.sh | bash

That is the whole install. It needs nothing but curl — no Python, Homebrew or admin rights of its own. It installs the core (~31 MB), then asks before each larger download: a private Python 3.12 when your machine has nothing newer than 3.10, then a local AI model through Ollama (~1.4–5.2 GB, depending on memory; say no to use an API key instead). Ollama's own installer may ask for your password. At the end it asks Start UClone-X now? — press Enter, answer any remaining setup question, and the dashboard opens in your browser at http://127.0.0.1:5180. The agents work in the folder you ran it from.

To answer, UClone-X needs a model: the local one above, which needs no account, or an API key for OpenAI, Anthropic or Gemini, pasted into the dashboard's Settings. Nothing needs editing in a file.

Next time, start it with:

ucx start

If your shell says command not found, the installer printed one export PATH=… line at the end; add it to ~/.zshrc (or ~/.bashrc) and open a new terminal. Until then, ~/.local/bin/ucx start works.

UClone-X itself lives in ~/.uclone-x and the ucx link in ~/.local/bin; rm -rf ~/.uclone-x ~/.local/bin/ucx removes it. What the installer fetched alongside it stays: uv (~/.local/bin/uv, uvx) and the Python it downloaded (uv python uninstall 3.12 removes that), and Ollama with its models.

Other ways to install

If you already use uv:

uv tool install --managed-python --python 3.12 "uclone-x[cli,http]"
ucx start

Keep both flags: without --python 3.12 uv uses the first python3 on PATH, which on macOS is 3.9, and the install fails; without --managed-python it still runs that python3 to check its version, and on a Mac without the Xcode Command Line Tools that opens an install dialog.

With pip, into a Python 3.11+ environment of your own: pip install "uclone-x[cli,http]". The two extras are not optional in practice: cli is the ucx shell and http serves the dashboard. The base install is the runtime without a shell — what you want if you are importing uclone_x as a library. Provider SDKs and the heavier stacks are the genuinely optional extras:

pip install "uclone-x[llm]"         # Gemini, Claude, OpenAI SDKs
pip install "uclone-x[ontology]"    # LinkML, rdflib, networkx
pip install "uclone-x[code_intel]"  # tree-sitter AST parsing
pip install "uclone-x[all]"

Every extra resolves on Python 3.11, 3.12 and 3.13.

From a terminal

ucx run is an interactive terminal REPL with streaming responses, tool calls and slash commands. It reads its model from the environment — an API key such as OPENAI_API_KEY, or a local Ollama:

OLLAMA_FAST_BASE_URL=http://localhost:11434/v1 OLLAMA_FAST_MODEL=qwen3:8b ucx run

ucx llm status reports which models are reachable.

What UClone-X is

An agent runtime built around a non-blocking reactive event loop rather than a blocking request/response cycle. Agents yield when idle and wake on tool returns, interrupts or messages from other agents. The same event bus carries single-agent execution and multi-agent collaboration on one machine, without an external broker.

  • Event-driven agent core — a six-stage reactive state machine over an in-memory priority event bus with backpressure policies and immutable event envelopes.
  • LLM-agnostic — Gemini, Claude, OpenAI and local models (Ollama, vLLM) behind one interface, with schema translation and fallback routing.
  • Dynamic personas and sub-agents — agents create, supervise and terminate child agents with their own prompts and strict tool boundaries.
  • Pluggable sandboxing — host, workspace, container or WASM isolation selected per tool rather than globally.
  • Ontology grounding — LinkML domain schemas and a semantic graph the agent reasons against instead of inventing structure per prompt.
  • OpenTelemetry native — traces, metrics and OTLP export built in.

Implementation status

UClone-X is pre-1.0 and under active development. Read this section before depending on it.

Area State
Event bus, agent state machine, sessions Implemented
Tool runtime, MCP client, built-in tools Implemented
LLM connectors (Gemini, Claude, OpenAI, Ollama, vLLM) Implemented
Sandbox isolation modes Implemented (host and workspace); container and WASM partial
Ontology engine, skills, code intelligence Implemented, evolving
Developer dashboard Implemented
A2A protocol Specified, not implemented. No conformance is claimed

Something went wrong?

ucx keeps a record of what failed, on your machine, and only if you allow it:

ucx report --enable     # start recording failures locally
ucx report              # show what has been recorded
ucx report --open       # open a pre-filled bug report in your browser

Nothing is uploaded on its own. There is no telemetry server and no account to sign into. ucx report prints the exact text that would be sent; --open fills in a GitHub issue form that you still have to submit yourself. If you have the GitHub CLI, ucx report --submit files it through your own gh login.

What gets recorded: the error type, the code path it failed on, your UClone-X, Python and OS versions, and the error message. Your prompts and the contents of your files are never included, and paths are reduced — code paths to the file name, home directories to ~.

Masking is pattern-based, like every credential scrubber: it recognises the shapes that occur in practice — sk-…, ghp_…, home directories on Linux, macOS and Windows — and cannot promise to catch a token shape or a path layout nobody has seen. That is why ucx report shows you the text before anything is sent, and why the text is the last word on what leaves your machine.

Turn it off with ucx report --disable and delete what was recorded with ucx report --clear.

Documentation

Development

An installed build is for using the agent. To change it, work from a checkout: the development commands — setup, test, dev — exist only there, because each of them assumes the repository. ucx --help in an installed build says so rather than leaving you to guess.

git clone https://github.com/UClone-AI/uclone-x.git
cd uclone-x
uv sync --all-extras
npm ci --prefix frontend   # the gate runs the frontend's vitest suite
./ucx test check      # ruff format + lint, pyright strict, pytest with branch coverage, vitest

./ucx test check is the whole gate: zero ruff findings, zero pyright errors in strict mode, the test suite at or above 70% branch coverage, and a passing frontend vitest suite. A change that does not pass it is not ready.

See CONTRIBUTING.md for how patches reach this repository, and docs/local-development-guide.md for the longer setup walkthrough.

About this repository

This repository is the UClone-X runtime and its documentation. It is published from a private development repository, in periodic snapshots rather than as a mirror of that repository's history. The evaluation suites and multi-agent build tooling used to develop it are not part of the published subset; the runtime detects their absence and degrades cleanly, so ucx eval reports that no evaluation backend is installed rather than failing to start.

License

Apache 2.0 — see LICENSE and NOTICE.

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