Skip to main content

CLIO Agent — Cognitive Layer for Adaptive Universal Data & Intelligent Operations

Beta Python 3.12+ UV FastMCP IOWarp


⚠️ Beta. CLIO is under active development — interfaces, blueprints, and on-disk formats may change between releases. Pin a version for reproducibility.

What is CLIO Agent?

An autonomous agent for scientific data management — HDF5, Parquet, and CSV inspection through a FastMCP tool gateway, with a Bubbletea terminal UI (gact) for interactive work. CLIO is the Intelligence Layer (CEI) of the IOWarp platform.

The agent runs in three tiers: a main orchestrator (planner loop over registered tools and experts), domain experts (data / analysis / visualization), and ephemeral nanoagents for parallel sub-tasks. State lives in a local-first memory layer (ARC) that all tiers read and write.

  • Multi-expert orchestration with capability-based routing
  • FastMCP tool gateway, HDF5 + Parquet servers out of the box
  • ARC memory with O(log N) context retrieval
  • Optimizer layer for offline tuning + online learning
  • Runtime doctor for LM / gateway / file-policy health
  • Works with LM Studio, Ollama, OpenAI, Anthropic, OpenRouter, OpenAI Codex subscriptions, and the Argonne ALCF inference gateway

Quick Start

One line installs clio-agent from PyPI, downloads the matching CLIO-branded TUI binary for your platform, and drops a clio command on your PATH.

Linux / macOS

curl -fsSL https://raw.githubusercontent.com/iowarp/clio-agent/main/install/install.sh | bash
clio

Windows (PowerShell)

irm https://raw.githubusercontent.com/iowarp/clio-agent/main/install/install.ps1 | iex
clio

clio boots the server (if it isn't already up) and attaches the TUI. On first connect, pick an LM provider in the modal and you're chatting.

Prerequisites for the default release install: uv or Python 3.12+ with pip. git and Go are only needed when you opt into source-build mode with CLIO_REF or GACT_REF.

CLIO pins its intentional DSPy 3.3 prerelease and the tested stable LiteLLM release. Registry-backed uv tool install needs that exact DSPy dependency declared as an explicit root and prerelease resolution enabled: use uv tool install --prerelease allow --with dspy==3.3.0b1 clio-agent==0.9.4.8 for a persistent backend-only install. This keeps unrelated dependencies on stable releases. Reserve uvx / uv tool run for disposable checks. See install/README.md for the full contract.

More ways to get CLIO

The install script above is one of several download options:

  • 🌐 CLIO website → — guided downloads and a tour of the product.
  • 📦 GitHub Releases → — desktop apps (.msi / .exe for Windows, .dmg for macOS, .deb / .AppImage / .rpm for Linux), standalone clio-tui-<os>-<arch> binaries, and the web bundle.
  • 🐳 Docker (no install) — docker run -it --rm ghcr.io/iowarp/clio-tui:latest, or docker compose up clio-web for the browser UI.
  • 🖥️ Browser UI — clio --web serves the web app locally.

Full matrix (script · docker · web · desktop · compose · source) with copy-paste commands: docs/INSTALL.md.


Using the clio command

clio with no arguments is the one-command UX. The subcommands manage the backing server without hunting PIDs:

Command What it does
clio ensure the server is up, then attach the TUI
clio start / stop / restart server lifecycle (process-tree kill on stop)
clio status / ps PID, port, health
clio logs [N] tail server + TUI stderr logs
clio doctor check prerequisites and install layout
clio report diagnostics bundle for filing GitHub issues
clio completion <shell> tab-completion (bash / zsh / powershell)
clio uninstall remove CLIO (--purge / -Purge to drop config too)

Override paths with CLIO_PREFIX / CLIO_BIN_DIR and the server port with CLIO_PORT. Full install + uninstall reference: install/README.md.


Architecture

CLIO Agent architecture: user interfaces, the Intelligence Layer (CEI) with the orchestrator and tier-2 experts, tier-3 nanoagents, ARC memory, the optimizer layer, and CTE multi-tier storage

For the design rationale (three-tier hierarchy, ARC memory, optimizer layer, IOWarp integration), see docs/CLIO_AGENT_ARCHITECTURE.md.


Documentation

The full, organized index is in docs/README.md. Common starting points:


Contributing

Start with docs/CONTRIBUTOR_QUICKSTART.md. For guidance specific to AI agents working on the codebase, see AGENTS.md.


License + Citation

BSD-3-Clause.

@software{clioagent2026,
  title  = {CLIO Agent: Autonomous Agent for Scientific Data Management},
  author = {IOWarp Team},
  year   = {2026},
  url    = {https://github.com/iowarp/clio-agent},
}

Release files for clio-agent 0.9.4.8

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for clio-agent 0.9.4.8
File Size Uploaded
clio_agent-0.9.4.8.tar.gz 2.6 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for clio-agent 0.9.4.8
File Interpreter ABI Platform
clio_agent-0.9.4.8-py3-none-any.whl Python 3 none any Details

Total release size: 5.4 MB

Release files / clio_agent-0.9.4.8.tar.gz

Download URL clio_agent-0.9.4.8.tar.gz
Size 2.6 MB
Tags Source
SHA-256 checksum
How to use checksums
2b591c59a2d060a3f4099601b6d4b9fe610d1848dbfd0cee4bf85c1dd30cad37
BLAKE2b-256 checksum
How to use checksums
0c8342601b894ac5f9debef3861fc5caff3ad6fb237f6ab57aed94f55d1a2153
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.17 {"installer":{"name":"uv","version":"0.12.17","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / clio_agent-0.9.4.8-py3-none-any.whl

Download URL clio_agent-0.9.4.8-py3-none-any.whl
Size 2.8 MB
Tags Python 3
SHA-256 checksum
How to use checksums
537e63b0a4662cdadeefc2ae9ff67f26f196e3b30e4cdf2b9ddedd7e278580d3
BLAKE2b-256 checksum
How to use checksums
7daecf632ad01b604168edb1ae0d1a39843e1ac63d34a0895831a86089447217
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.17 {"installer":{"name":"uv","version":"0.12.17","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release history Release notifications | RSS feed

This release

0.9.4.8 This release

2 release files

0.9.4

2 release files

0.9.3

2 release files

0.9.2

2 release files

0.9.1

2 release files

0.9.0

2 release files

0.8.1

2 release files

0.8.0

2 release files

0.7.12

2 release files

0.7.11

2 release files

0.7.10

2 release files

0.7.9

2 release files

0.7.8

2 release files

0.7.7

2 release files

0.7.6

2 release files

0.7.5

2 release files

0.7.4

2 release files

0.7.3

2 release files

0.7.2

2 release files

0.7.1

2 release files

0.7.0

2 release files

0.6.1

2 release files

0.6.0

2 release files

0.5.16

2 release files

0.5.15

2 release files

0.5.14

2 release files

0.5.13

2 release files

0.5.12

2 release files

0.5.11

2 release files

0.5.10

2 release files

0.5.9

2 release files

0.5.8

2 release files

0.5.7

2 release files

0.5.6

2 release files

0.5.5

2 release files

0.5.4

2 release files

0.5.3

2 release files

0.5.1

2 release files

0.5.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page