gem-hunter
主要言語: Python
"CLI-Anything: Making ALL Software Agent-Native" -- CLI-Hub: https://clianything.cc/
Today's Software Serves Humans👨💻. Tomorrow's Users will be Agents🤖.
CLI-Anything: Bridging the Gap Between AI Agents and the World's Software
🌐 CLI-Hub: pip install cli-anything-hub then cli-hub install <name> — browse, install, and manage all community-built CLIs. Want to add your own? Open a PR — the hub updates instantly.
🎬 See Demos: Watch AI agents use generated CLIs plus preview, live preview, and trajectory loops to produce real artifacts — CAD builds, 3D scenes, diagrams, gameplay, subtitles, and more.
🙋 [Become a Contributor, or Request a CLI]: Join us! Sign up to build a new CLI harness — once reviewed and merged, you'll gain access as one of our community contributors! Wish CLI-Anything supported a specific software or service? Submit a wishlist request!
One Command Line: Make any software agent-ready for Pi, OpenClaw, nanobot, Cursor, Claude Code, etc. 中文文档 | 日本語ドキュメント | Deutsch
Thanks to all invaluable efforts from the community! More updates continuously on the way everyday..
2026-05-30 🧭 Hermes skill proposed (#320), adding a CLI-Anything orchestration skill with installer scripts and HARNESS fallback guidance. 🗺️ ArcGIS Pro was proposed for the public registry (#318) as a Windows/ArcPy CLI for cartography, geoprocessing, feature editing, and live-Pro MCP workflows.
2026-05-27 🔧 CLI-Hub registry date updates now handle python -m pip install commands (#312), improving package-date detection for registry automation.
2026-05-23 📝 Obsidian Agent CLI was proposed for the public registry (#307), bringing a PyPI-installed Obsidian automation CLI with persistent agent memory workflows and a pinned skill link.
2026-05-21 🔒 Sketch CLI token-file handling was hardened against path traversal and symlink escapes (#304).
2026-05-20 📓 Joplin CLI was proposed (#300) with notebooks, notes, to-dos, tags, attachments, search/sync, import/export, server/E2EE helpers, full docs, packaged skill docs, and a 134-test validation baseline.
2026-05-20 🎛️ Rekordbox CLI merged (#252) with guarded SQLCipher write paths, backup-required forced writes, smoke coverage, and root skill sync. 📚 Calibre CLI merged (#223) with library/search/metadata/conversion/export workflows, 41 unit tests, real-Calibre E2E evidence, and root skill validation. 🧊 3MF CLI merged (#209) with mesh inspection, hole resizing, repair, comparison, and preserved triangle attributes. 🎙️ MiniMax CLI merged (#189) with chat/TTS workflows, JSON-safe model/voice listing, REPL quote handling, and smoke/E2E coverage. 🎮 UEAtelier joined the registry (#297) as an Unreal Editor MCP self-extension workbench with a Python CLI proxy.
2026-05-19 🛠️ Existing harnesses got a quality/security pass — Zoom downloads recordings from direct URLs (#294), Obsidian search now uses the Local REST API vendor content types (#289), LibreOffice headless conversion is more robust on macOS (#290), and XML/SVG/ODF/MLT/MusicXML/CSL parsing now routes untrusted input through defusedxml (#296).
2026-05-18 📈 README presentation refreshed with the Trendshift badge and centered project header polish (#285, #286), keeping the landing section focused on discovery and project momentum.
2026-05-17 🌐 CLI-Hub registry handling was hardened (#281) — registry entries are now copied before _source tagging, preventing cached or mocked registry data from being mutated in place.
2026-05-16 🔧 n8n received the REPL banner crash fix that later merged into main (#280), restoring the no-subcommand interactive startup path with regression coverage.
2026-04-18 🧩 All SKILL.md files are now being unified under the top-level skills/ directory — every CLI skill can be installed from one canonical source with npx skills add HKUDS/CLI-Anything --skill <skill-name> -g -y. We also added root-skill validation CI, synced contribution / PR docs and REPL skill-path hints to the new layout, and refreshed the CLI-Hub install-first frontend around the new npx skills flow.
2026-04-17 🌐 CLI-Hub received another install UX pass — public registry metadata and skill coverage were tightened, visit counting was corrected, and the web hub was further refined. 🧪 Shotcut render output duration was fixed (#92). 📝 SKILL contribution paths were corrected for the new docs flow (#224), and the skill generator now safely handles empty intros (#203).
2026-04-16 🗺️ QGIS CLI merged (#207) — a full GIS / map authoring harness landed. 🧬 UniMol Tools CLI merged (#219) for molecular modeling workflows. 🌐 CLI-Hub also added more public CLIs, including py4csr, refreshed its generated meta-skill, corrected SKILL contribution docs, and fixed apt-get package extraction in skill generation (#204).
2026-04-16 📈 Unreal Insights CLI expanded — added background capture session control (capture start/status/snapshot/stop), engine-root-matched UnrealInsights.exe resolution/build flows, and refreshed docs/tests for the new orchestration workflow.
2026-04-15 🌐 CLI-Hub updated to v0.2.0 — the PyPI package now supports public CLIs from multiple install sources (pip, npm, brew, bundled/system tools), backed by a new public_registry.json. The Hub frontend was redesigned with separate CLI-Anything CLIs and Public CLIs decks, and live end-to-end checks now cover real install, update, and uninstall flows across both pip and npm packages.
2026-04-14 🧭 Safari CLI merged (#212) and added to the Hub registry — browser automation via safari-mcp. 🎬 Kdenlive also received compatibility fixes for Gen 5 project output and invalid project generation.
2026-04-13 📓 Obsidian CLI merged (#211) — knowledge management harness via the Local REST API, with 48 unit tests and 7 E2E tests. ⛓️ Eth2-Quickstart CLI merged (#195) — Ethereum staking node management harness. 📚 Zotero CLI updated to v0.4.1 (#201) — now shipped from its standalone repo, and CLI-Hub gained support for remote skill_md URLs.
2026-04-11 🔗 n8n CLI merged (#188) — workflow automation harness for self-hosted automation flows. 🔧 Exa CLI fix (#205) added the x-exa-integration header for usage tracking. 📦 CLI-Hub also gained its PyPI auto-publish workflow and package refresh pipeline.
2026-04-10 📦 CLI-Hub package manager launched — pip install cli-anything-hub to browse, search, install, update, and uninstall CLI-Anything harnesses from one command. The web Hub also shipped its first install-focused frontend refresh and "Empower yourself" toolkit card.
2026-04-09 🧹 Cleanup and docs pass (#200) — fixed Openscreen test subtotals, added Openscreen to the Chinese README and project structure, and clarified /cli-anything command syntax in the docs.
2026-04-08 🎬 Openscreen CLI merged (#183) — screen recording editor harness with 101 tests. ☁️ CloudAnalyzer CLI merged (#181) — cloud cost analysis harness with 27 commands. 🌊 SeaClip / PM2 / ChromaDB harnesses merged (#129).
2026-04-07 🔄 Dify Workflow CLI merged (#191) — workflow automation wrapper. 🔧 Inkscape auto-save fix (#193, fixes #182). 🛡️ DomShell security hardening (#156) — URL validation and DOM sanitization for the browser CLI. 🥧 Pi Coding Agent extension merged (#178).
2026-04-06 🔍 Exa CLI merged (#172) — AI-powered web search and answers harness. 🎮 Godot CLI merged (#140) — game engine harness with a full demo-game E2E pipeline. ☁️ CloudAnalyzer review fixes and frontend improvements also landed.
2026-04-03 🧪 WireMock CLI merged (#170) — HTTP mock server harness for API testing. 🥧 Pi Coding Agent extension support also landed, and CLI demo recordings were added to the docs.
2026-04-01 ⚔️ Slay the Spire II CLI merged (#148) — deck-building roguelike harness. 🎥 VideoCaptioner CLI merged (#166) — AI-powered video captioning harness. 🛰️ IntelWatch was added to the registry for B2B OSINT workflows.
2026-03-30 🏗️ CLI-Anything v0.2.0 — HARNESS.md progressive disclosure redesign. Detailed guides extracted into guides/ for on-demand loading. Phases 1–7 now contiguous. Key Principles and Rules merged into a single authoritative section.
2026-03-29 📐 Blender skill docs updated — enforce absolute render paths and correct prerequisites.
2026-03-28 🌐 CLIBrowser added to CLI-Hub registry for agent-accessible browser automation.
2026-03-27 📚 Zotero SKILL.md enhanced with agent-facing constraints; REPL config and executable resolution fixes.
2026-03-26 📖 Zotero CLI harness landed for Zotero desktop (library management, collections, citations). Draw.io custom ID bugfix (#132) and registry.json syntax fix.
2026-03-25 🎮 RenderDoc CLI merged for GPU frame capture analysis. FreeCAD updated for v1.1. Blender EEVEE engine name corrected. Zoom token permissions hardened.
2026-03-24 🏭 FreeCAD CLI added with 258 commands across 17 groups. iTerm2 and Teltonika RMS harnesses added to registry.
2026-03-23 🤖 Launched CLI-Hub meta-skill — agents can now discover and install CLIs autonomously. Krita CLI harness merged for digital painting.
2026-03-22 🎵 MuseScore CLI merged with transpose, export, and instrument management.
2026-03-21 🔧 Infrastructure improvements — refined test harnesses and documentation across multiple CLIs. Enhanced Windows compatibility for several backends.
2026-03-20 🌐 Novita AI CLI added for OpenAI-compatible API access. Registry metadata improvements for better hub discovery.
2026-03-19 📦 Package structure refinements across harnesses. Improved SKILL.md generation with better command documentation.
2026-03-18 🧪 Test coverage expansion — additional E2E scenarios and edge case validation across multiple CLIs.
2026-03-17 🌐 Launched the CLI-Hub — a central registry where you can browse, search, and install any CLI with a single pip command.
2026-03-16 🤖 Added SKILL.md generation (Phase 6.5) — every generated CLI now ships with an AI-discoverable skill definition.
2026-03-15 🐾 Support for OpenClaw from the community! Merged Windows cygpath guard for cross-platform support.
2026-03-14 🔒 Fixed a GIMP Script-Fu path injection vulnerability and added Japanese README translation.
2026-03-13 🔌 Qodercli plugin officially merged as a community contribution with dedicated setup scripts.
2026-03-12 📦 Codex skill integration landed, bringing CLI-Anything to yet another AI coding platform.
2026-03-11 📞 Zoom video conferencing harness added as the 11th supported application.
CLI is the universal interface for both humans and AI agents:
• Structured & Composable - Text commands match LLM format and chain for complex workflows
• Lightweight & Universal - Minimal overhead, works across all systems without dependencies
• Self-Describing - --help flags provide automatic documentation agents can discover
• Proven Success - Claude Code runs thousands of real workflows through CLI daily
• Agent-First Design - Structured JSON output eliminates parsing complexity
• Deterministic & Reliable - Consistent results enable predictable agent behavior
CLI-Anything has two equally useful starting points:
| Goal | Start Here |
|---|---|
| Use the existing CLI ecosystem now | Install cli-anything-hub, browse the registry, and install ready-made CLIs. |
| Build a new agent-native CLI | Install the CLI-Anything plugin/skill for your agent, then run the 7-phase harness generator. |
Install the CLI-Hub package manager first. It lets you browse, search, inspect, install, update, uninstall, and launch CLI-Anything harnesses plus public third-party CLIs from one command.
PIP
pip install cli-anything-hub
| Command | What it does |
|---|---|
cli-hub list |
Browse the registry |
cli-hub search <query> |
Search by keyword |
cli-hub info <name> |
Inspect one CLI |
cli-hub install <name> |
Install from CLI-Hub |
cli-hub update <name> |
Update an install |
cli-hub uninstall <name> |
Remove an install |
cli-hub launch <name> [args...] |
Run an installed CLI |
# Browse what is available cli-hub list cli-hub search image # Install and try a CLI immediately cli-hub install gimp cli-hub info gimp cli-hub launch gimp
Phase 1.5: Empower your agents — install in one commandSome CLIs wrap real desktop or backend software. If a selected CLI needs GIMP, Blender, LibreOffice, or another upstream tool, install that upstream application too.
Give SKILL-compatible agents the CLI-Hub meta-skill so they can discover and install the right CLI for a task.
Also available on: ClawHub, SkillHub, SkillHub.cn
NPX SKILLS
npx skills add HKUDS/CLI-Anything --skill cli-hub-meta-skill -g -y
Works with: OpenClaw, Nanobot, Claude Code, Codex, Reasonix, Antigravity, and other SKILL-compatible agents.
Then prompt:
Find appropriate CLI software in CLI-Hub and complete the task: ...
Use the CLI-Anything generator when you need a new harness for software, a codebase, or an internal tool that is not already available through CLI-Hub.
Prerequisites
Step 1: Add the Marketplace
CLI-Anything is distributed as a Claude Code plugin marketplace hosted on GitHub.
# Add the CLI-Anything marketplace
/plugin marketplace add HKUDS/CLI-AnythingStep 2: Install the Plugin
# Install the cli-anything plugin from the marketplace
/plugin install cli-anythingThat's it. The plugin is now available in your Claude Code session.
Note for Win Users: Claude Code runs shell commands via
bash. On Windows, install Git for Windows (includesbashandcygpath) or use WSL; otherwise commands may fail withcygpath: command not found.
Step 3: Build a CLI in One Command
# /cli-anything <software-path-or-repo> # Generate a complete CLI for GIMP (all 7 phases) /cli-anything ./gimp
Command compatibility across Claude Code versions:
/cli-anything as the primary entrypoint./cli-anything isn't recognized after confirming the plugin is installed and loaded, try the legacy entry form /cli-anything:cli-anything.:subcommand form (e.g. /cli-anything:refine).If you see Unknown skill: cli-anything, focus on plugin install/load first (both entry forms reference the same skill, so swapping forms won't help):
/reload-plugins/help cli-anything (CLI-Anything help/commands should appear)/plugin marketplace add HKUDS/CLI-Anything/plugin install cli-anything/cli-anything ./gimp/cli-anything:cli-anything ./gimpThis runs the full pipeline:
setup.py, installs to PATHStep 4 (Optional): Refine and Improve the CLI
After the initial build, you can iteratively refine the CLI to expand coverage and add missing capabilities:
# Broad refinement — agent analyzes gaps across all capabilities /cli-anything:refine ./gimp # Focused refinement — target a specific functionality area /cli-anything:refine ./gimp "I want more CLIs on image batch processing and filters"
The refine command performs gap analysis between the software's full capabilities and current CLI coverage, then implements new commands, tests, and documentation for the identified gaps. You can run it multiple times to steadily expand coverage — each run is incremental and non-destructive.
Alternative: Manual InstallationIf you prefer not to use the marketplace:
# Clone the repo git clone https://github.com/HKUDS/CLI-Anything.git # Copy plugin to Claude Code plugins directory cp -r CLI-Anything/cli-anything-plugin ~/.claude/plugins/cli-anything # Reload plugins /reload-plugins
Step 1: Install the Extension
The extension lives at .pi-extension/cli-anything/ in this repository. Install it globally so /cli-anything commands are available in all Pi projects:
# Clone the repo git clone https://github.com/HKUDS/CLI-Anything.git cd CLI-Anything # Install globally into Pi's extensions directory bash .pi-extension/cli-anything/install.sh
To uninstall:
bash .pi-extension/cli-anything/install.sh --uninstall
How it works:
install.shcopies the extension files (including HARNESS.md, commands, guides, scripts, and templates fromcli-anything-plugin/) into~/.pi/agent/extensions/cli-anything/, which Pi auto-discovers on startup. Run/reloadin Pi or restart Pi to activate.
Step 2: Build a CLI in One Command
Once the extension is loaded, the following commands are available:
# Generate a complete CLI for GIMP (all 7 phases) /cli-anything ./gimp # Build from a GitHub repo /cli-anything https://github.com/blender/blender
Step 3 (Optional): Refine and Improve the CLI
# Broad refinement — agent analyzes gaps across all capabilities /cli-anything:refine ./gimp # Focused refinement — target a specific functionality area /cli-anything:refine ./gimp "batch processing and filters"
Available Commands
| Command | Description |
|---|---|
/cli-anything <path-or-repo> |
Build a complete CLI harness |
/cli-anything:refine <path> [focus] |
Refine an existing CLI harness |
/cli-anything:test <path-or-repo> |
Run tests for a CLI harness |
/cli-anything:validate <path-or-repo> |
Validate a CLI harness |
/cli-anything:list [options] |
List all CLI-Anything tools |
Step 1: Install the Commands
Note: Please upgrade to the latest OpenCode. Older versions may use a different commands path.
Copy the CLI-Anything commands and HARNESS.md to your OpenCode commands directory:
# Clone the repo git clone https://github.com/HKUDS/CLI-Anything.git # Global install (available in all projects) cp CLI-Anything/opencode-commands/*.md ~/.config/opencode/commands/ cp CLI-Anything/cli-anything-plugin/HARNESS.md ~/.config/opencode/commands/ # Or project-level install cp CLI-Anything/opencode-commands/*.md .opencode/commands/ cp CLI-Anything/cli-anything-plugin/HARNESS.md .opencode/commands/
Note: Please upgrade to the latest OpenCode. Older versions use
command/(singular) instead ofcommands/. Ifcommands/does not exist, usecommand/for both global and project-level installs.
Note:
HARNESS.mdis the methodology spec that all commands reference. It must be in the same directory as the commands.
This adds 5 slash commands: /cli-anything, /cli-anything-refine, /cli-anything-test, /cli-anything-validate, and /cli-anything-list.
Step 2: Build a CLI in One Command
# Generate a complete CLI for GIMP (all 7 phases) /cli-anything ./gimp # Build from a GitHub repo /cli-anything https://github.com/blender/blender
The command runs as a subtask and follows the same 7-phase methodology as Claude Code.
Step 3 (Optional): Refine and Improve the CLI
# Broad refinement — agent analyzes gaps across all capabilities /cli-anything-refine ./gimp # Focused refinement — target a specific functionality area /cli-anything-refine ./gimp "batch processing and filters"
Step 1: Install Goose
Install Goose (Desktop or CLI) using the official Goose instructions for your OS.
Step 2: Configure a CLI Provider
Configure Goose to use a CLI provider such as Claude Code, and make sure that CLI is installed and authenticated.
Step 3: Use CLI-Anything in a Goose Session
Once Goose is configured, start a session and use the same CLI-Anything commands described above for Claude Code, for example:
/cli-anything ./gimp
/cli-anything:refine ./gimp "batch processing and filters"Note: When Goose runs through a CLI provider, it uses that provider's capabilities and command format.
Step 1: Register the Plugin
git clone https://github.com/HKUDS/CLI-Anything.git bash CLI-Anything/qoder-plugin/setup-qodercli.sh
This registers the cli-anything plugin in ~/.qoder.json. Start a new Qodercli session after registration.
Step 2: Use CLI-Anything from Qodercli
/cli-anything ./gimp
/cli-anything:refine ./gimp "batch processing and filters"
/cli-anything:validate ./gimpStep 1: Install the Skill
CLI-Anything provides a native OpenClaw SKILL.md file. Copy it to your OpenClaw skills directory:
# Clone the repo git clone https://github.com/HKUDS/CLI-Anything.git # Install to the global skills folder mkdir -p ~/.openclaw/skills/cli-anything cp CLI-Anything/openclaw-skill/SKILL.md ~/.openclaw/skills/cli-anything/SKILL.md
Step 2: Build a CLI
Now you can invoke the skill inside OpenClaw:
@cli-anything build a CLI for ./gimp
The skill follows the same 7-phase methodology as Claude Code and OpenCode.
Cursor gets both tracks:
| Track | Purpose | Install |
|---|---|---|
| Generator | Build new harnesses with /cli-anything (and refine/test/validate/list) |
Cursor plugin in cursor-plugin/ |
| Consumer | Find/install/use published CLIs from CLI-Hub | npx skills + cli-hub (unchanged) |
Generator — install the Cursor plugin
git clone https://github.com/HKUDS/CLI-Anything.git bash CLI-Anything/cursor-plugin/scripts/install.sh
Windows PowerShell:
.\CLI-Anything\cursor-plugin\scripts\install.ps1
Upgrade with --force / -Force. Default install path is
~/.cursor/plugins/local/cli-anything (override with CURSOR_PLUGINS_HOME pointing at a
directory named plugins). The installer vendors cli-anything-plugin/ methodology
resources and writes PLUGIN_ROOT.txt plus ~/.cursor/cli-anything-generator.root
so Cursor agents can resolve absolute methodology paths.
Reload the Cursor window (Developer: Reload Window), then:
/cli-anything ./gimp
/cli-anything-refine ./shotcut "picture-in-picture workflows"
/cli-anything-test ./libreoffice
/cli-anything-validate ./libreoffice
/cli-anything-list
Consumer — Hub / skills (separate from the generator plugin)
npx skills add HKUDS/CLI-Anything --skill cli-hub-meta-skill -g -y
# or a per-app skill, e.g. cli-anything-blender
pip install cli-anything-hubVerify the plugin installer locally:
bash CLI-Anything/cursor-plugin/tests/test_install.sh
See cursor-plugin/README.md for troubleshooting local plugin loading.
Step 1: Install the Skill
Run the bundled installer:
# Clone the repo git clone https://github.com/HKUDS/CLI-Anything.git # Install the skill bash CLI-Anything/codex-skill/scripts/install.sh
On Windows PowerShell, use:
.\CLI-Anything\codex-skill\scripts\install.ps1
This installs the skill to $CODEX_HOME/skills/cli-anything (or ~/.codex/skills/cli-anything if CODEX_HOME is unset).
The installer also vendors the canonical HARNESS.md, command specifications,
on-demand guides, reusable helper scripts, skill template, and preview protocol
into the installed skill's references/ and scripts/ directories.
This keeps the Codex skill self-contained while using cli-anything-plugin/ as
the source of truth.
Restart Codex after installation so it is discovered.
Step 2: Use CLI-Anything from Codex
Describe the task in natural language, for example:
Use CLI-Anything to build a harness for ./gimp
Use CLI-Anything to refine ./shotcut for picture-in-picture workflows
Use CLI-Anything to validate ./libreoffice
Use CLI-Anything to list generated harnesses under the current directory
The Codex skill adapts the same methodology used by the Claude Code plugin and OpenCode commands, while keeping the generated Python harness format unchanged.
To verify the self-contained Codex installation locally:
bash CLI-Anything/codex-skill/tests/test_install.sh
Step 1: Install the Skill
Run the bundled installer:
# Clone the repo git clone https://github.com/HKUDS/CLI-Anything.git # Install the skill bash CLI-Anything/hermes-skill/scripts/install.sh
On Windows PowerShell, use:
.\CLI-Anything\hermes-skill\scripts\install.ps1
This installs the skill to $HERMES_HOME/skills/cli-anything-hermes (or ~/.hermes/skills/cli-anything-hermes if HERMES_HOME is unset).
Restart Hermes Agent after installation so it is discovered.
Step 2: Use CLI-Anything from Hermes
Describe the task in natural language, for example:
Use CLI-Anything to build a harness for ./gimp
Use CLI-Anything to refine ./shotcut for picture-in-picture workflows
Use CLI-Anything to validate ./libreoffice
The Hermes skill adapts the same methodology used by the Claude Code plugin and
Codex skill, binding Hermes's terminal, execute_code, delegate_task, and
read_file / write_file / patch tools to the 7-phase harness workflow while
keeping the generated Python harness format unchanged.
Step 1: Install the Skill
Run the bundled installer:
# Clone the repo git clone https://github.com/HKUDS/CLI-Anything.git # Install the skill bash CLI-Anything/reasonix-skill/scripts/install.sh
On Windows PowerShell, use:
.\CLI-Anything\reasonix-skill\scripts\install.ps1
This installs the skill to Reasonix's global skill directory at ~/.reasonix/skills/cli-anything.
Restart Reasonix after installation so it is discovered.
Step 2: Use CLI-Anything from Reasonix
Describe the task in natural language, for example:
Use CLI-Anything to build a harness for ./gimp
Use CLI-Anything to refine ./shotcut for picture-in-picture workflows
Use CLI-Anything to validate ./libreoffice
The Reasonix skill adapts the same methodology used by the Claude Code plugin and
Codex/Hermes skills, binding Reasonix's bash, write_file, edit_file,
multi_edit, grep, glob, and optional mcp__codegraph__search / mcp__codegraph__context tools to the
7-phase harness workflow while keeping the generated Python harness format unchanged.
Step 1: Install the Plugin
git clone https://github.com/HKUDS/CLI-Anything.git
cd CLI-Anything
copilot plugin install ./cli-anything-pluginThis installs the CLI-Anything plugin to GitHub Copilot CLI. The plugin should now be available in your GitHub Copilot CLI session.
Step 2: Use CLI-Anything from GitHub Copilot CLI
/cli-anything ./gimp
/cli-anything:refine ./gimp "batch processing and filters"
/cli-anything:validate ./gimpCLI-Anything is designed to be platform-agnostic. Support for more AI coding agents is planned:
cursor-plugin/ (generator) plus Hub/skills (consumer)codex-skill/opencode-commands/ directory for a reference implementation.Regardless of which platform you used to build it, the generated CLI works the same way:
# Install to PATH cd gimp/agent-harness && pip install -e . # Use from anywhere cli-anything-gimp --help cli-anything-gimp project new --width 1920 --height 1080 -o poster.json cli-anything-gimp --json layer add -n "Background" --type solid --color "#1a1a2e" # Enter interactive REPL cli-anything-gimp
Each in-repo harness now has a canonical SKILL.md at skills/cli-anything-<software>/SKILL.md, which makes the monorepo directly discoverable via npx skills add HKUDS/CLI-Anything --list. Installed harness packages still ship a compatibility copy at cli_anything/<software>/skills/SKILL.md, and the REPL banner prefers the repo-root canonical file when present, falling back to the packaged copy otherwise.
CLI-Hub lets agents autonomously discover, install, and use the CLIs they need.
npx skills add HKUDS/CLI-Anything --skill cli-hub-meta-skill -g -y
Also available on: ClawHub, SkillHub, SkillHub.cn
Then prompt:
Find appropriate CLI software in CLI-Hub and complete the task: ...
The meta-skill points agents to the live CLI-Hub catalog, where they can choose a CLI, install it, and read its own SKILL.md for task-specific usage.
• 🌐 Universal Access - Every software becomes instantly agent-controllable through structured CLI.
• 🔗 Seamless Integration - Agents control any application without APIs, GUI, rebuilding or complex wrappers.
• 🚀 Future-Ready Ecosystem - Transform human-designed software into agent-native tools with one command.
| Category | How to be Agent-native | Notable Examples |
|---|---|---|
| 📂 GitHub Repositories | Transform any open-source project into agent-controllable tools through automatic CLI generation | VSCodium, WordPress, Calibre, Zotero, Joplin, Logseq, Penpot, Super Productivity |
| 🤖 AI/ML Platforms | Automate model training, inference pipelines, and hyperparameter tuning through structured commands | Stable Diffusion WebUI, ComfyUI, Ollama, InvokeAI, Text-generation-webui, Open WebUI, Fooocus, Kohya_ss, AnythingLLM, SillyTavern |
| 📊 Data & Analytics | Enable programmatic data processing, visualization, and statistical analysis workflows | JupyterLab, Apache Superset, Metabase, Redash, DBeaver, KNIME, Orange, OpenSearch Dashboards, Lightdash |
| 💻 Development Tools | Streamline code editing, building, testing, and deployment processes via command interfaces | Jenkins, Gitea, Hoppscotch, Portainer, pgAdmin, SonarQube, ArgoCD, OpenLens, Insomnia, Beekeeper Studio, iTerm2 |
| 🎨 Creative & Media | Control content creation, editing, and rendering workflows programmatically | Blender, GIMP, OBS Studio, Audacity, WaveTone, Krita, Kdenlive, Shotcut, Inkscape, Darktable, LMMS, Ar |
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