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iowarp/clio-coder

Clio Coder, the coding agent in IOWarp's CLIO ecosystem of agentic science

Clio Coder

The coding agent in IOWarp's CLIO ecosystem of agentic science.

Terminal-first. Model-flexible. Agent-aware. Built for HPC and scientific-software developers who want AI assistance on real research code without giving up review, control, or auditability.

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What is Clio Coder?

Clio Coder is the coding agent in IOWarp's CLIO ecosystem of agentic science, part of the NSF-funded IOWarp project at iowarp.ai. It targets HPC and scientific-software developers across research-software domains and runs as a supervised AI coding harness inside their repositories.

It gives you an interactive terminal UI, configurable local and cloud model targets, dispatchable coding agents, persistent sessions, cost receipts, and an audit trail. It is designed for developers and research teams who want AI to help inspect, plan, modify, and review code while keeping humans in control.

Clio Coder is currently in alpha. The current release is v0.1.9.

What's new in v0.1.9

A hardening release on top of the v0.1.6 print-mode baseline. v0.1.9 combines safer fleet dispatch, local-model capability resolution, frontend validation, TUI cancellation fixes, stronger release evidence, and removal of the retired internal dev harness.

  • Fleet-agent dispatch. dispatch is now a first-class tool for bounded agent handoffs. The default handoff is implementer, the prompt includes the Agent Fleet catalog, duplicate dispatches are guarded, and successful dispatch receipts count as completion evidence.
  • Local thinking surfaces. Clio centralizes local model family/capability resolution so /thinking, /settings, the dashboard, footer, prompt runtime block, payload construction, stream parsing, receipts, and agent dispatch agree on the effective thinking level.
  • GPT-OSS/Harmony support. GPT-OSS models use the OpenAI-compatible chat-completions path with Harmony reasoning effort passed through the request payload, and constrained-final Harmony frames are surfaced as visible assistant text.
  • Frontend validation without shell access. validate_frontend checks HTML tag balance, local script and stylesheet references, JavaScript syntax, CSS brace/comment/string balance, and optional headless browser loading for changed frontend artifacts.
  • TUI active-run control. Plain follow-up text entered while a response is running queues as the next turn; Esc cancels the active response and emits an explicit cancellation line instead of leaving the UI ambiguous.
  • Cleaner safety and release posture. Typed execution tools, package-script validation, dispatch receipts, frontend validation, and protected artifacts all feed the finish-contract advisory path. The retired internal dev harness is gone from the runtime surface.

Since v0.1.6, Clio Coder also gained JSONL non-interactive mode, typed safe execution tools, default-deny Bash, project path policy, Claude Code SDK approval routing, extension packages, share archives, component snapshots, deterministic evidence corpora, local evals, scoped memory, and the current fleet-agent recipe catalog.

See CHANGELOG.md for the full entry.

Use it if

  • you want AI assistance inside a real repository from the terminal;
  • you run local models (Ollama, LM Studio, llama.cpp, vLLM, SGLang) or have cloud API keys;
  • you care about supervised execution, receipts, and audit trails;
  • you can tolerate alpha rough edges and report them.

Skip it if

  • you need a fully stable production coding assistant with a mature plugin ecosystem.

Core features

Feature What it gives you
Interactive terminal UI Work with an assistant inside your repository without leaving the shell.
Target-first model configuration Route chat and the agent fleet through local HTTP runtimes, cloud APIs, OAuth-backed runtimes, or CLI-backed tools.
Built-in coding agents Dispatch scout, planner, reviewer, implementer, and other focused agents.
Typed validation tools Let agents run common git, test, lint, build, package-script, and frontend validation paths without shelling through /bin/bash -lc.
Persistent sessions Resume, fork, compact, and replay coding sessions.
Project context Use checked-in CLIO.md as the canonical project guide, with /init and clio init to fold existing agent instruction files into it.
Safety modes Use default, advise, or super mode to gate which tools the assistant can see.
Receipts and audit logs Track completed runs, token usage, cost, tool activity, mode changes, aborts, and session park/resume events.
Local + cloud model support Use a local model for private repo exploration, a cloud model for deeper reasoning, or both.

Install

Requirements

  • Node.js >=22
  • npm
  • A model target, such as:
    • a local OpenAI-compatible server;
    • Ollama, LM Studio, llama.cpp, vLLM, SGLang, or another supported local runtime;
    • a cloud API key;
    • a supported CLI-backed runtime.

Install from source

This is the recommended alpha path.

git clone https://github.com/iowarp/clio-coder.git
cd clio-coder
git checkout v0.1.9
npm install
npm run build
npm link
clio

npm link exposes the clio binary from the built output. Use the latest GitHub release tag for reproducible installs, or omit git checkout v0.1.9 if you intentionally want the current development branch. If you change the TypeScript source, run npm run build again before testing the linked command.

Install from npm

The package is planned for npm distribution.

npm install -g @iowarp/clio-coder

Use the source install path if the npm package is not available yet.


First run

Start Clio Coder from the repository you want to work on:

cd /path/to/your/repo
clio doctor
clio configure
clio targets --probe
clio

On first run, Clio Coder creates its config, data, and cache directories. If no usable model target exists, configuration guides you through one.

For local runtimes, use the matching --runtime so Clio can manage the resident-model lifecycle (eviction, keep_alive, GPU placement):

clio configure --runtime lmstudio-native --id lmstudio --url http://127.0.0.1:1234 --model your-model
clio configure --runtime ollama-native   --id ollama   --url http://127.0.0.1:11434 --model your-model
clio configure --runtime llamacpp        --id llamacpp --url http://127.0.0.1:8080  --model your-model
clio configure --runtime vllm            --id vllm     --url http://127.0.0.1:8000  --model your-model
clio configure --runtime sglang          --id sglang   --url http://127.0.0.1:30000 --model your-model

Migrate older openai-compat targets pointing at LM Studio or Ollama with clio targets convert <id> --runtime <native>.

For OpenRouter free-model testing:

clio configure --runtime openrouter --id openrouter-free --model tencent/hy3-preview:free --api-key-env OPENROUTER_API_KEY --set-orchestrator --set-fleet-default
clio targets --probe --target openrouter-free

Quick smoke test, non-interactive:

clio run --agent scout "Summarize this repository layout and identify the main entry points."

Inside the TUI, try:

/run scout summarize the repo structure
/run planner propose one small, low-risk improvement
/run reviewer check whether that plan is safe and complete
/targets
/model
/cost
/receipts

When something breaks, open an issue with clio --version, node --version, the command you ran, the target/model, what you expected, and what happened. Redact secrets, private prompts, and proprietary code.


CLI commands

Command Purpose
clio Launch the interactive terminal UI.
clio configure Run the configuration wizard.
clio init [--yes] Create or refresh CLIO.md and local project fingerprint state.
clio targets List configured targets, health, auth, runtime, model, and capabilities.
clio targets add Add a target interactively or through flags.
clio targets use <id> Set chat and fleet defaults to one target.
clio targets remove <id> Remove a target.
clio targets rename <old> <new> Rename a target id.
clio models [search] [--target <id>] List discovered or known models.
clio auth list Show known auth entries.
clio auth status [target-or-runtime] Inspect auth state.
clio auth login <target-or-runtime> Add credentials through the supported flow.
clio auth logout <target-or-runtime> Remove stored credentials.
clio doctor [--fix] Diagnose state; with --fix, repair or create missing state.
clio reset [--state|--auth|--config|--all] Reset selected Clio Coder state.
clio uninstall [--keep-config] [--keep-data] Remove Clio Coder state and print uninstall guidance.
clio agents List built-in agent specs.
clio components [--json] List behavior-affecting harness components.
clio components snapshot --out <path> Write a component snapshot JSON file.
clio components diff --from <a> --to <b> Compare two component snapshots.
clio evolve manifest init|validate|summarize Create and check typed harness change manifests.
clio evidence build|inspect|list Build and inspect deterministic evidence artifacts.
clio eval run|report|compare Run local eval task files and compare results.
clio memory list|propose|approve|reject|prune Manage scoped, evidence-linked memory records.
clio extensions list|discover|install|enable|disable|remove Manage installed extension packages and their resource roots.
clio share export --out <path> Export project context, prompts, skills, settings fragments, and extension bundles into a Clio share archive.
clio share import <path> [--dry-run] [--force] Import a Clio share archive with conflict reporting.
clio export --out <path> / clio import <path> Short aliases for clio share export and clio share import.
clio --print [@files...] "<task>" (alias -p) Run one non-interactive chat turn, optionally including text file references, and print only the assistant text.
clio --mode json [@files...] "<task>" Run one non-interactive turn as JSONL events.
clio run [flags] "<task>" Dispatch one fleet agent non-interactively and write a receipt.
clio upgrade Check for and apply runtime upgrades.
clio --version Print the installed version.
clio --no-context-files (alias -nc) Top-level flag that skips loading CLIO.md project context for one invocation.

Example:

clio run \
  --agent scout \
  --target mini \
  --model Qwen3.6-35B-A3B-UD-Q4_K_XL \
  "Find the test command and summarize the project structure."

Interactive slash commands

Slash commands are available inside the terminal UI. Type / at the start of the prompt to open autocomplete.

Command Purpose
/run <agent> <task> Dispatch a fleet agent and stream its events into the transcript.
/init Create or refresh the checked-in CLIO.md project guide.
/targets Show target health, auth, runtime, model, and capabilities.
/connect [target] Connect to a target or runtime.
/disconnect [target] Disconnect a target or runtime when Clio owns the connection state.
/model [pattern[:thinking]] Open the model selector or set the orchestrator model.
/scoped-models Edit the model list used by model cycling.
/thinking Open the thinking-level selector.
/settings Open interactive settings controls.
/resume Resume an existing session.
/new Start a fresh session.
/tree Navigate the session tree.
/fork Branch from an earlier assistant turn.
/compact [instructions] Compact earlier session context.
/cost Show token and USD totals for completed runs in the session.
/receipts Browse saved run receipts.
/receipts verify <runId> Verify a receipt against the persisted run ledger.
/extensions List installed extension packages and active/shadowed/disabled state.
/share export <path> Export the current project resources to a Clio share archive.
/share import [--dry-run] [--force] <path> Preview or apply a Clio share archive import.
/help Show the slash-command reference.
/hotkeys Show resolved keyboard bindings.
/quit Exit the TUI cleanly.

Built-in agents

Clio Coder ships with built-in agent specs for common coding workflows.

Agent Use it for
scout Fast repository exploration and context assembly.
planner Turning a goal into a reviewable implementation plan.
researcher Documentation, literature, and web-grounded investigation.
reviewer Reviewing work against a plan or coding standard.
delegate Routing work across multiple sub-agents.
context-builder Building focused context bundles for downstream agents.
implementer General bounded implementation and repair tasks.
memory-curator Proposing scoped memory records from evidence artifacts.
debugger Explaining a failing run, session, or evidence id.
regression-scout Finding likely regressions and targeted negative tests.
middleware-author Drafting declarative middleware rules for review.
attributor Mapping eval changes to keep, rollback, or inconclusive calls.
evolver Drafting change manifests and minimal implementation plans.
benchmark-runner Running eval suites and summarizing budget and failures.
scientific-validator Drafting validation contracts for scientific artifacts.

Examples:

clio run --agent scout "Find the main build, test, and lint commands."
clio run --agent planner "Plan a minimal change to add JSON output to the CLI."
clio run --agent reviewer "Review the current diff for correctness and regressions."

Agent specs are Markdown files with frontmatter. Built-ins live under:

src/domains/agents/builtins/

Model targets and runtimes

Clio Coder is target-first. A target describes how to reach a model and what capabilities it has.

Group Examples
Featured / subscription openai-codex
Cloud APIs anthropic, openai, google, groq, mistral, openrouter, bedrock, deepseek
Local HTTP openai-compat, lmstudio-native, ollama-native, llamacpp, vllm, sglang, lemonade
CLI runtimes codex-cli, claude-code-cli, gemini-cli, copilot-cli, opencode-cli
SDK runtimes claude-code-sdk (Claude Agent SDK dispatch path)

Runtime tiers:

Tier Meaning
protocol HTTP targets that speak a supported model API protocol.
cloud Managed API providers with API-key, OAuth, or platform auth.
local-native Local model runtimes reached through native HTTP or SDK surfaces.
cli-gold, cli-silver, cli-bronze, cli CLI-backed runtimes launched through installed command-line tools.
sdk In-process SDK dispatch paths such as the Claude Agent SDK.

Inspect target state with:

clio targets
clio targets --probe
clio models

Configuration

Clio Coder reads settings.yaml from the platform config directory by default:

Platform Default config path
Linux ~/.config/clio/settings.yaml
macOS ~/Library/Application Support/clio/settings.yaml
Windows %APPDATA%/clio/settings.yaml

You can isolate state with environment variables:

Env var Purpose
CLIO_HOME Optional single-tree root for all Clio Coder state.
CLIO_CONFIG_DIR Location of settings.yaml.
CLIO_DATA_DIR Receipts, ledgers, sessions, audit logs, evidence, evals, and memory.
CLIO_CACHE_DIR Transient cache location.
ANTHROPIC_API_KEY Enables Anthropic-backed targets when configured.
OPENAI_API_KEY Enables OpenAI-backed targets when configured.
OPENROUTER_API_KEY Enables OpenRouter-backed targets when configured.

Example local target configuration:

version: 1

targets:
  - id: mini
    runtime: openai-compat
    url: http://127.0.0.1:8080
    defaultModel: Qwen3.6-35B-A3B-UD-Q4_K_XL
    capabilities:
      contextWindow: 262144
      reasoning: true

orchestrator:
  target: mini
  model: Qwen3.6-35B-A3B-UD-Q4_K_XL
  thinkingLevel: off

# Fleet defaults live under the legacy settings key `workers`.
workers:
  default:
    target: mini
    model: Qwen3.6-35B-A3B-UD-Q4_K_XL
    thinkingLevel: off

scope:
  - mini

compaction:
  threshold: 0.8
  auto: true

retry:
  enabled: true
  maxRetries: 3
  baseDelayMs: 2000
  maxDelayMs: 60000

Credentials can come from environment variables referenced by targets[].auth.apiKeyEnvVar, or from Clio Coder’s credential store through:

clio auth login <target-or-runtime>

Project context

Clio Coder uses CLIO.md as the canonical project guide. Before each interactive turn, it loads the nearest applicable CLIO.md and includes that guidance in the prompt unless --no-context-files is set.

Run /init in the TUI or clio init from the shell to create or refresh this file. During init, Clio can read existing agent instruction files and fold their useful content into CLIO.md so the repository has one explicit source of guidance:

CLAUDE.md
AGENTS.md
CODEX.md
GEMINI.md

Clio stores local fingerprint state under .clio/state.json so it can warn when CLIO.md no longer matches the current project state and should be refreshed.

To skip project context for a single invocation:

clio --no-context-files
clio -nc run --agent scout "..."

Use these files to tell Clio Coder and other AI agents how to work in your repository.

Example CLIO.md:

# Agent instructions

- Use `npm run ci` before claiming the repo is healthy.
- Prefer small, reviewable changes.
- Do not edit generated files under `dist/`.
- Do not change public APIs without an explicit plan.
- Keep documentation examples synchronized with CLI behavior.
- When uncertain, inspect the source instead of guessing.

This is the best place to encode repository-specific rules, test commands, style constraints, forbidden paths, review requirements, and release procedures.


Extensions and sharing

Clio extension packages are filesystem bundles with a clio-extension.yaml manifest. User extensions install under the Clio config directory, project extensions install under .clio/extensions, and project packages shadow user packages with the same id. Extension resources are loaded as low-priority package roots, so user and project prompts or skills still override package defaults.

Minimal extension manifest:

manifestVersion: 1
id: lab-pack
name: Lab Pack
version: 1.0.0
description: Prompts and skills for this lab
resources:
  prompts: prompts
  skills: skills

Install and inspect packages:

clio extensions discover ./lab-pack
clio extensions install ./lab-pack --project
clio extensions list --all
clio extensions disable lab-pack --project

Share archives are single JSON files with kind: "clio-share-archive", formatVersion: 1, a stable manifest.files[] index, and per-file SHA-256 checks. They can carry project context files, project/user prompt templates, skills, non-secret settings fragments, and extension bundle files.

clio share export --out project.clio-share.json --project
clio share import project.clio-share.json --dry-run
clio share import project.clio-share.json --force

Dry-run imports report destination conflicts without writing files. Forced imports overwrite conflicting files and merge supported settings-fragment keys.


Safety model

Clio Coder is designed for supervised work. It does not treat the model as an unrestricted shell user.

Modes

Mode Behavior
default Read, write, edit, search, typed git/test/build tools, and default-deny Bash. Bash only admits the curated allowlist or audited project policy entries.
advise Read-oriented analysis, planning, and review. Dispatch admission is readonly. Agent recipes that need write/execute scope are rejected.
super Explicit operator elevation. Base hard blocks still apply. External CLI/SDK runtimes do not map to bypass/full-access unless CLIO_ALLOW_EXTERNAL_FULL_ACCESS=1.

Alt+S opens the super confirmation overlay for one-shot privileged calls. safetyLevel in settings (suggest, auto-edit, full-auto) shifts prompt posture but does not override the enforcement gate.

Enforcement layers

  1. Damage-control rules. Base hard blocks for things like rm -rf /, git push --force, dd writes to block devices, fork bombs, and pipe-to-shell installers. Applied identically in the orchestrator and dispatched agents. See damage-control-rules.yaml.
  2. Default-deny Bash. Default mode denies arbitrary Bash. The allowlist covers common engineering commands (see docs/specs/safety-model.md for the full list). Anything else needs an audited project policy entry or super elevation. Shell operators are denied unless a project policy entry explicitly opts in.
  3. Typed execution tools. git_status, git_diff, git_log, run_tests, run_lint, run_build, package_script, and validate_frontend use fixed argv vectors or in-process validators with bounded cwd, timeouts, and output caps. No /bin/bash -lc.
  4. Project policy. .clio/safety.yaml (schema v1) defines reviewed commands with id, command, optional relative cwd, timeoutMs, maxOutputBytes, actionClass, shellOperators, env, requireConfirmation, rationale, owner, comment. Strict validation: unknown keys, wrong types, absolute cwd, and ..-escaping cwd reject the entire policy. Entries without cwd are bound to the policy root. Active runs use the snapshot the engine loaded at start, so an agent cannot edit and benefit from the new allowlist in the same run.
  5. Dispatch admission. Dispatched-agent scope must be a subset of orchestrator scope, and the agent's requested action classes must fit inside its scope. Unknown tools classify as unknown and fail closed.
  6. External runtimes. Subprocess CLIs (Claude Code, Codex, Gemini, Copilot, OpenCode) and the Claude Agent SDK are delegated sandboxes. Clio chooses conservative permission modes by default and refuses to map super to bypass without the explicit opt-in flag. Receipts call out this limitation for those runtimes.

validate_frontend is the frontend-specific typed validator. It accepts .html, .htm, .css, .js, .mjs, and .cjs files under the workspace root. HTML checks include tag balance, inline/local JavaScript syntax, local stylesheet existence and CSS balance, skipped external/root-relative references, and an optional browser load in auto, required, or off mode.

The full spec lives in docs/specs/safety-model.md.


Sessions, replay, and context compaction

Interactive sessions persist under:

<dataDir>/sessions/

Sessions are append-only JSONL with tree metadata. This supports:

  • resuming previous sessions;
  • replaying rich transcript entries;
  • forking from earlier assistant turns;
  • compacting old context;
  • preserving bash, tool, summary, checkpoint, and branch entries when durable entries exist.

Useful commands:

/resume
/new
/tree
/fork
/compact

Automatic compaction can be enabled in settings:

compaction:
  threshold: 0.8
  auto: true

Manual compaction:

/compact summarize previous implementation details but keep API decisions and test failures

Receipts, cost, and auditability

Every completed run writes a receipt to:

<dataDir>/receipts/<runId>.json

A receipt records:

  • run id;
  • model and target;
  • cwd, git commit, branch, dirty-state count, and dirty-state hash;
  • token counts;
  • estimated USD cost;
  • tool statistics;
  • safety decision counts and blocked attempts;
  • agent mode, dispatch scope, requested action classes, and external runtime limitations;
  • damage-control rule-pack hash and project safety policy fingerprint;
  • integrity metadata;
  • a SHA-256 hash over receipt fields plus the matching run ledger entry.

Use:

/receipts
/receipts verify <runId>
/cost

Clio Coder also writes structured audit rows under:

<dataDir>/audit/YYYY-MM-DD.jsonl

Audit entries cover classified tool calls, mode transitions, run aborts, and session park/resume events. Tool rows include action class, decision, rule id, reason code, policy source, command, cwd, mode, and redacted arguments where available.


Keybindings

Binding Action
Shift+Tab Cycle thinking level.
Alt+M Cycle mode: default / advise.
Alt+S Open the super-mode confirmation overlay.
Alt+T Open the session tree navigator.
Ctrl+L Open the model selector.
Ctrl+P Cycle the scoped model set forward.
Shift+Ctrl+P Cycle the scoped model set backward.
Ctrl+B Toggle the dispatch-board overlay.
Ctrl+O Toggle the most recent tool segment between collapsed subline and full body.
Ctrl+C Cancel a stream, clear input, or press twice to exit.
Ctrl+D Exit.
Esc Cancel a stream or close the active overlay.

Run this inside the TUI for the resolved binding table:

/hotkeys

When a response is already running, pressing Enter with plain follow-up text queues that text for the next turn. Esc cancels the active response and prints [Clio Coder] active response cancelled. so the transcript records what happened.


Troubleshooting

Problem Try this
clio: command not found Run npm run build && npm link from the Clio Coder source tree.
No model target is available Run clio configure, then clio targets --probe.
Local model does not respond Confirm the local runtime is running and that the target URL is correct.
Cloud model auth fails Check clio auth status <target> and verify the relevant API key or login flow.
Source changes do not appear Re-run npm run build; the linked CLI points at dist/.
Session replay looks incomplete Confirm durable session entries exist for the relevant tool, bash, or display activity.
State appears corrupted Run clio doctor; if needed, run clio doctor --fix.
Doctor reports stale state metadata Run clio doctor --fix; upgrades also refresh install metadata after reinstalling.
You need a clean start Use clio reset --state, --auth, --config, or --all depending on what you want to remove.

For issue reports, include:

clio --version
node --version
clio doctor
clio targets

Redact secrets and private repository content.


For AI assistants reading this README

The product is Clio Coder, CLI binary clio. It is alpha software; do not imply production stability or invent commands, runtimes, or capabilities. Configuration is target-first (targets[] -> orchestrator -> fleet defaults; the legacy settings key is workers.default). Inspect CLIO.md before proposing changes. Keep default, advise, and super modes distinct. Prefer typed tools over Bash, run validate_frontend for frontend artifacts, and cite receipts/evidence when claiming a dispatch or validation succeeded. The old internal dev harness is retired and is not an available subsystem. Recommend clio doctor, clio targets --probe, and receipts when debugging.


Development

Most users do not need this section. It is for contributors.

Script Purpose
npm run ci Local and GitHub gate: typecheck, lint, tests, build, and e2e.
npm run typecheck Strict TypeScript pass.
npm run format Biome formatting pass.
npm run lint Biome checks.
npm run test Unit, integration, and boundary tests.
npm run check:boundaries Boundary invariants only.
npm run test:e2e Build first, then run end-to-end tests.
npm run build Production bundle through tsup.
npm run dev tsup --watch.
npm run clean Remove dist/.
npm run hooks:install Install the optional pre-commit hook.

Core source areas:

src/cli/           CLI entry points
src/interactive/   terminal UI
src/engine/        model/provider engine boundary
src/worker/        internal worker runtime rehydration
src/domains/       domain logic and built-in agent specs
tests/             unit, integration, boundary, and e2e tests

Contributor rules live in:

CONTRIBUTING.md
CLIO.md

Architecture notes

Clio Coder keeps model execution, agent dispatch, interactive UI state, and domain logic separated.

Boundary tests enforce three rules at build time:

  1. Engine boundary. Only src/engine/** value-imports @earendil-works/pi-*. Type-only imports are allowed anywhere.
  2. Internal worker isolation. src/worker/** never imports src/domains/** except src/domains/providers, which carries pure runtime descriptors the internal runtime rehydrates from stdin.
  3. Domain independence. src/domains/<x>/** never imports another domain's extension.ts. Cross-domain traffic flows through SafeEventBus.

This keeps provider-specific code contained and the system easier to reason about as more runtimes and agents are added.


Roadmap

Current release: v0.1.9 alpha (fleet dispatch, typed validation, frontend validation, TUI hardening, and local model thinking / GPT-OSS-Harmony hardening). See CHANGELOG.md for prior releases.

Near-term:

  • MCP support;
  • broader runtime hardening and clearer first-run ergonomics;
  • more complete context and resource loading;
  • stronger docs for local model, frontend, and fleet-agent workflows;
  • closer integration with CLIO Core and CLIO Agent.

Longer horizon:

  • first-class multi-agent coding workflows;
  • deeper scientific-computing recipes;
  • composition with CLIO Agent and CLIO Core context storage.

Lineage

Clio Coder is part of the IOWarp CLIO family.

Related projects:

  • clio-core: Chimaera-based context storage runtime.
  • clio-kit: MCP servers for scientific data, including HDF5, Slurm, ParaView, Pandas, ArXiv, NetCDF, FITS, Zarr, and more.

Clio Coder is the code-focused sibling: usable as a standalone terminal coding harness and designed to compose into broader CLIO Agent workflows.


License

Apache-2.0. See LICENSE.

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Agentic coding harness for supervised repository work, model-target orchestration, worker dispatch, and self-development.

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