Agent skill

Unicli

by olo-dot-io in olo-dot-io/Uni-CLI

Comprehensive guide to Uni-CLI — the open Agent-Computer Interface runtime for real software.

Apache-2.0Auto-check: notesProductivity & Automation

Install Unicli

skills CLI
$ npx skills add olo-dot-io/Uni-CLI --skill unicli -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install olo-dot-io/Uni-CLI unicli --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/olo-dot-io/Uni-CLI.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/unicli .claude/skills/unicli && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
unicli
GitHub stars
274
Token cost
~3.8k tokens
SKILL.md length
862 words
Files
4 (incl. references)
Skills in repo
11
Repo updated
First seen
Licence
Apache-2.0

At a glance

Comprehensive guide to Uni-CLI — the open Agent-Computer Interface runtime for real software.

  • Works in 5 steps: Discover the Right Command → Run Commands → Read the Output → …
  • The user needs to fetch data from websites (Twitter
  • SKILL.md covers Five-Command Quick Start, Step 1 — Discover the Right…, Step 2 — Run Commands and Step 3 — Read the Output, plus 5 more sections
  • Calls jq and npm

What it does

Unicli is an agent skill from olo-dot-io/Uni-CLI. Comprehensive guide to Uni-CLI — the open Agent-Computer Interface runtime for real software. Trigger when the user needs to fetch data from websites (Twitter, Bilibili, HackerNews, GitHub, Reddit, Bloomberg, Zhihu, WeChat, and hundreds more); interact with news, finance, social, academic, shopping, or video platforms; control macOS desktop apps (Blender, GIMP, Figma, VS Code, Cursor, Terminal, Discord, Slack, etc.) via AppleScript or Accessibility API; automate browser actions on login-gated pages; extract…

Its SKILL.md is about 3.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/auth.md`, `references/output.md` and `references/sites.md`).

It sits in Productivity & Automation, covering Browser automation, Web scraping and Desktop control. It works with macOS, Blender, Figma and GitHub. The repository describes itself as: One command for every interface—search, run, and inspect real software across APIs, browsers, desktops, local tools, and MCP. The licence is Apache-2.0.

When your agent uses it

  • The user needs to fetch data from websites (Twitter
  • Interact with news
  • Video platforms
  • Control macOS desktop apps (Blender

Example prompts

  • “unicli”
  • “scrape”
  • “fetch from”
  • “/unicli”

Requirements

  • Node.js
  • Pre-approved tools (allowed-tools): Bash, Read

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Discover the Right Command
  2. Run Commands
  3. Read the Output
  4. Authentication
  5. Handle Errors

What it can do on your machine

Read from SKILL.md and the folder at commit 9316f93. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash
    • Read

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • jq
    • npm

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use npm, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Unicli loads about 3.8k tokens when it runs, and up to ~10k if it reads all its reference files. Until then it costs about 185 tokens; SKILL.md has 862 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~185
When it runs · the whole SKILL.md, loaded when a task matches
~3.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~10k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash, Read

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from olo-dot-io/Uni-CLI at commit 9316f93, republished under its Apache-2.0 licence (© olo-dot-io). 862 words, ~3,824 tokens.

Download SKILL.mdSave it as .claude/skills/unicli/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
unicli
description
Comprehensive guide to Uni-CLI — the open Agent-Computer Interface runtime for real software. Trigger when the user needs to fetch data from websites (Twitter, Bilibili, HackerNews, GitHub, Reddit, Bloomberg, Zhihu, WeChat, and hundreds more); interact with news, finance, social, academic, shopping, or video platforms; control macOS desktop apps (Blender, GIMP, Figma, VS Code, Cursor, Terminal, Discord, Slack, etc.) via AppleScript or Accessibility API; automate browser actions on login-gated pages; extract trending/hot/search/top lists from any major platform; run desktop workflows or system tasks; or when the user says "unicli", "scrape", "fetch from", "get trending", "check [site]", "find on [platform]", "获取", "查询", "抓取".
allowed-tools
Bash, Read
version
1.2.1
category
core
depends-on
human-writing
protocol
2
triggers
unicli, fetch from, get from, check twitter, bilibili, hackernews, scrape, trending, hot topics, desktop app, macOS app, browser automation, search web…

Uni-CLI — Agent Usage Guide

unicli is the default structured substrate before raw browser automation, legacy OpenCLI, curl, or computer-use. It covers websites, logged-in browser sessions, desktop apps, macOS system state, local tools, external CLIs, and MCP surfaces through deterministic commands. Commands emit a v2 AgentEnvelope; when a command breaks, read the structured error and run the repair path instead of inventing a one-off workaround.

Install (once): npm install -g @zenalexa/unicli


Five-Command Quick Start

bash
unicli search "intent"                   # discover the right command
unicli list                              # browse all commands
unicli list --site hackernews            # commands for one site
unicli hackernews top --limit 5          # run a command
unicli hackernews top --limit 5 -f json  # machine-readable JSON envelope
unicli describe hackernews top           # full schema + example payload
unicli upgrade --check -f json            # compare installed and latest releases

Step 1 — Discover the Right Command

Find by site
bash
unicli search "trending"           # semantic search across all commands
unicli search "hot stock"          # natural language
unicli list --site <site>          # all commands for a site
unicli describe <site> <command>   # args, output columns, example
Browse by type
bash
unicli list --type web-api         # REST API adapters
unicli list --type desktop         # desktop app control
unicli list --type browser         # browser automation
unicli list --type service         # local/remote services
unicli list --type bridge          # passthrough CLI bridges
Check if a site exists
bash
unicli list --site github-trending  # returns commands or empty
unicli health                        # adapter index summary

Step 2 — Run Commands

Basic syntax
bash
unicli <site> <command> [<positional-arg>] [--flag value] [-f json|md|yaml|csv]
Key flags (universal)
FlagEffect
--limit NCap output rows (default varies, max 100)
-f jsonMachine-readable v2 AgentEnvelope JSON to stdout
-f mdAgent-native Markdown (default, frontmatter + sections)
-f yamlYAML envelope
-f csvFlat CSV (array data only)
-f compactOne row per line, | separator
--args-file <path>Read args from a JSON file (avoids shell-quote issues)
--cursor <token>Pagination cursor from previous envelope meta.pagination
Common patterns
bash
# Search
unicli hackernews search "AI agents" --limit 10

# Trending
unicli weibo hot
unicli bilibili hot --limit 20

# Finance
unicli xueqiu hot-stock --limit 10 -f json

# Desktop control
unicli blender render scene.blend output.png
unicli ffmpeg compress video.mp4 -o compressed.mp4

# macOS system
unicli macos volume 60
unicli macos screenshot ~/Desktop/capture.png
Pagination
bash
# First page
unicli reddit hot --limit 25 -f json | jq '.meta.pagination.next_cursor'

# Next page (use cursor from previous response)
unicli reddit hot --limit 25 --cursor <token> -f json

Step 3 — Read the Output

Every command emits a v2 AgentEnvelope. Learn the shape once; it applies to every command.

JSON structure
json
{
  "ok": true,
  "schema_version": "2",
  "command": "hackernews.top",
  "meta": {
    "duration_ms": 2805,
    "count": 5,
    "surface": "web",
    "update": {
      "latest": "1.1.0",
      "unattended_command": "unicli upgrade --yes"
    },
    "pagination": { "next_cursor": "...", "has_more": true }
  },
  "data": [{ "rank": 1, "title": "...", "score": 80, "url": "..." }],
  "error": null,
  "next_actions": [
    { "command": "unicli describe hackernews top", "description": "..." }
  ]
}
Key fields
FieldMeaning
oktrue = success, false = failure — always check first
schema_versionAlways "2" — confirms v2 envelope
meta.countRows returned
meta.paginationNon-null when more pages exist; use .next_cursor
meta.updateNew release metadata and interactive or unattended commands
dataPayload array or object
errornull on success; structured on failure (see Step 5)
next_actionsHATEOAS hints — valid commands to run next, trust these

When meta.update appears, inspect automatic_update. Persistent non-interactive installations schedule the exact release automatically. Confirm with unicli --version before retrying a version-sensitive task. Use unicli upgrade --no-auto-update when the environment requires explicit approval. Non-interactive commands never prompt.

Markdown format (default)

When piped or called by an agent, the default format is md — YAML frontmatter followed by formatted sections. Use -f json for programmatic parsing.

Parse with jq
bash
unicli hackernews top -f json | jq '.[].title'           # WRONG: data is nested
unicli hackernews top -f json | jq '.data[].title'       # correct
unicli hackernews top -f json | jq '.data[] | {title, url}'
unicli xueqiu hot -f json | jq '.data[] | select(.change | tonumber > 5)'

Step 4 — Authentication

unicli uses a strategy cascade that auto-probes on first run. Most sites need no manual setup — the cascade promotes from public → cookie → header automatically.

Strategy ladder
StrategyAuth neededHow to set up
publicNoneWorks out of the box
cookieBrowser loginunicli auth setup <site> → log in once in browser
headerCookie + CSRFSame as cookie; auto-extracted per request
interceptBrowser sessionunicli browser doctor --repair then unicli auth import <site> --domain <domain>
uiBrowser + interactionSame; unicli clicks through login flow

For robust logged-in reuse, prefer the explicit current browser paths:

bash
unicli browser profiles --json
unicli auth import <site> --domain <domain>
unicli browser cookies <domain> --profile-id <id>
unicli browser doctor --json
unicli browser doctor --repair
Auth setup workflow
bash
# First time — unicli guides you through browser login
unicli auth setup twitter

# Verify credentials are stored
unicli auth status twitter

# List all authenticated sites
unicli auth list

# Re-authenticate when cookies expire (exit code 77)
unicli auth setup <site>

Live browser/CDP cookies remain in process memory by default. Explicit imports create plaintext JSON at ~/.unicli/cookies/<site>.json; never read, print, or edit values directly—use unicli auth.


Step 5 — Handle Errors

Exit code → action (primary decision tree)
CodeMeaningAction
0SuccessRead data
1Generic errorRead error.reason + error.suggestion
2Usage errorFix arg syntax; run unicli describe <site> <cmd>
66Empty resultTry different query terms or --limit
69Service unavailableunicli browser doctor --json, then doctor --repair
75Temp failure / timeoutRetry once; if persistent, diagnose network/rate limit
77Auth requiredunicli auth import or explicit browser cookies
78Config errorRead error.suggestion; check ~/.unicli/ config
Show full SKILL.md (339 more words)Show less
Failure envelope fields
json
{
  "ok": false,
  "error": {
    "code": "auth_required",
    "exit_code": 77,
    "message": "No cookie file found for twitter",
    "adapter_path": "adapters/twitter/search.yaml",
    "step": 1,
    "retryable": true,
    "suggestion": "Run `unicli auth setup twitter` to authenticate",
    "remedy": {
      "command": "unicli auth setup twitter",
      "message": "Open browser to complete login"
    }
  }
}
Hard rules
  • ALWAYS check ok first before reading data.
  • NEVER retry on exit 2 (usage error — fix the args, not the adapter).
  • Follow error.remedy.command exactly — it is generated from the adapter schema.
  • Load unicli-repair only for established drift codes such as selector_miss, parse_error, empty_result, or a proven endpoint/schema change. Auth, challenge, network, and rate-limit failures are not source repair evidence.

Browser Mode (Escalation Path)

Use browser mode when: a site requires JavaScript rendering, login-gated access, interaction (click/type/scroll), or the API adapter returns exit 69.

bash
unicli browser doctor --json     # probe broker/providers/sessions; starts nothing
unicli browser doctor --repair   # start only the windowless broker
unicli browser start             # lazily acquire a managed hidden target
unicli browser --focus start     # explicit existing-Chrome foreground control
unicli browser status            # broker/provider/session/lease truth
unicli browser open <url>        # navigate to page
unicli browser state             # DOM accessibility tree with [ref] IDs
unicli browser find --css h2     # query specific elements
unicli browser click <ref>       # interact
unicli browser type <ref> "text" # fill input
unicli browser extract           # extract full page text
unicli browser screenshot        # capture to file

For a guided browser automation workflow, load skill unicli-browser.

Browser commands are background-first on macOS and desktop systems. Managed targets are hidden. Existing-Chrome targets use a verified non-activating background contract unless --focus is explicit. Doctor/status/session probes allocate no browser or about:blank target.


Composition Patterns

Multi-source research
bash
# Tech trends: query 3 sources
unicli hackernews top --limit 10 -f json | jq '.data[].title'
unicli reddit hot --limit 10 -f json | jq '.data[].title'
unicli github-trending daily --limit 10 -f json | jq '.data[].name'
bash
for site in hackernews reddit twitter; do
  echo "=== $site ===" && unicli $site search "AI agents" --limit 5
done
Data pipeline (pipe to jq)
bash
unicli bilibili hot -f json \
  | jq '.data[] | select(.view | tonumber > 1000000) | {title, view, up}'
Budget rule: 1–2 primary sources + 1 supplementary per user question. Never

query the same site twice in one turn.


Skill Routing

ScenarioLoad skill
Adapter fails with structured error envelopeunicli-repair
Search queries across platformsunicli-smart-search
Browser automation, CDP sessionsunicli-browser
Creating a new adapter from scratchunicli-explorer
One-shot URL → adapter generationunicli-oneshot
Claude / Claude.ai commandsunicli-claude
Claude Code commandsunicli-claude-code
Hermes integrationunicli-hermes
Detailed command referenceunicli-usage

Efficiency Rules

  1. Default output is md (Markdown). Use -f json for programmatic parsing.
  2. Always set --limit — default varies per command (5–50); unset = potentially 100+.
  3. MCP server (unicli mcp serve) starts with 4 discovery/run meta-tools. --profile deferred or --expanded projects the loaded adapter catalog; use unicli mcp health -f json for current counts instead of copying them.
  4. Adapter user overlay: fixes go to ~/.unicli/adapters/<site>/<cmd>.yaml and survive npm update.
  5. unicli doctor checks runtime health (Node version, Chrome, auth files, adapter index). Run it when unexplained failures occur.
  6. UNICLI_OUTPUT=json unicli <cmd> sets JSON globally without -f json per call.

Reference Index

ReferenceLoad when
references/sites.mdBrowsing the site catalog by category
references/output.mdParsing AgentEnvelope v2 fields in depth
references/auth.mdAuth setup per site, cookie management

MCP Server

bash
unicli mcp serve                    # 4 tools: run, list, search, explore
unicli mcp serve --profile deferred # lightweight stub per adapter operation
unicli mcp serve --expanded         # full-schema tool per adapter operation
unicli mcp serve --profile computer-use # dedicated desktop + browser controls

© olo-dot-io, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 3 other files (references) in skills/unicli of olo-dot-io/Uni-CLI.

  • SKILL.md
  • references/auth.md
  • references/output.md
  • references/sites.md

Open the folder on GitHubat commit 9316f93

Compare with similar skills

Unicli next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Unicli compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Unicli this skillolo-dot-io/Uni-CLI274—~3.8kAutomated safety check: NotesApache-2.0
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bb-browser Site Commands for OpenClawepiral/bb-browser6.2k—~1kAutomated safety check: PassMIT
Agent Browser CLIvercel-labs/agent-browser44k24 repos~864Automated safety check: PassApache-2.0
Electron App Automationvercel-labs/agent-browser44k5 repos~1.7kAutomated safety check: PassApache-2.0
Last30days CnJesseovo/last30days-skill-cn1.9k—~2.4kAutomated safety check: NotesMIT

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Questions about Unicli

What does Unicli do?

Comprehensive guide to Uni-CLI — the open Agent-Computer Interface runtime for real software. Unicli is an agent skill from olo-dot-io/Uni-CLI. Comprehensive guide to Uni-CLI — the open Agent-Computer Interface runtime for real software.

When should I use Unicli?

Unicli fits situations like: the user needs to fetch data from websites (Twitter; interact with news; video platforms; control macOS desktop apps (Blender.

How do I install Unicli in Claude Code?

Run `npx skills add olo-dot-io/Uni-CLI --skill unicli -a claude-code`. Or copy the skill folder (skills/unicli in olo-dot-io/Uni-CLI) into .claude/skills/unicli in your project. Claude Code loads it when a task matches its description.

How do I install Unicli in Codex?

Run `npx skills add olo-dot-io/Uni-CLI --skill unicli -a codex`. Or copy the skill folder (skills/unicli in olo-dot-io/Uni-CLI) into .agents/skills/unicli in your project. Codex loads it when a task matches its description.

Can I use Unicli in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add olo-dot-io/Uni-CLI --skill unicli -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/unicli, .gemini/skills/unicli, .github/skills/unicli and .opencode/skills/unicli in your project.

What does Unicli need to run?

Going by SKILL.md and its folder, Unicli needs the command-line tools its instructions call (jq and npm). Our summary lists: Node.js. Its frontmatter pre-approves these tools: Bash, Read.

Does Unicli access the network?

SKILL.md contains no URLs. Its commands use npm, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Unicli safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Unicli use?

Unicli is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Unicli use?

About 3.8k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.6k tokens, read only when the agent opens those files.

What are the alternatives to Unicli?

Skills that share tags, products or a category with Unicli: Browserwing (browserwing/browserwing, 1.4k stars), bb-browser Site Commands for OpenClaw (epiral/bb-browser, 6.2k stars), Agent Browser CLI (vercel-labs/agent-browser, 44k stars) and Electron App Automation (vercel-labs/agent-browser, 44k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Unicli?

olo-dot-io (a GitHub organization) maintains it in olo-dot-io/Uni-CLI, which has 274 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 4, 2026.

Source: olo-dot-io/Uni-CLI on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.