parallel-web/parallel-agent-skills

parallel-cli-setup

Set up and maintain the Parallel CLI (install, auth, balance, skills install)

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Parallel CLI Setup

Set up or maintain parallel-cli with minimal friction. If you are running this prompt, your goal is to follow the instructions below and set up parallel-cli for the user so that they can execute searches, run extracts, deep research, etc.

Step 1: Install or upgrade the CLI

Check whether the CLI exists:

bash
command -v parallel-cli

If missing, install with any of these methods:

  1. macOS only: brew install parallel-web/tap/parallel-cli
  2. Linux/macOS/Windows (uv): uv tool install "parallel-web-tools[cli]"
  3. Linux/macOS/Windows (npm): npm install -g parallel-web-cli
  4. Linux/macOS/Windows (pipx): pipx install "parallel-web-tools[cli]" && pipx ensurepath

When parallel-cli is present, require version >=0.9.2. If older, identify the install method before advising an update. Use command -v parallel-cli, then inspect readlink "$(command -v parallel-cli)" if it is a symlink. Paths under ~/.local/share/uv/ tools/ indicate uv tool install; paths under ~/.local/share/parallel-cli/ indicate the standalone installer.

Upgrade commands (choose based on how it was installed):

  • standalone: parallel-cli update
  • uv: uv tool upgrade parallel-web-tools[cli]
  • pipx: pipx upgrade parallel-web-tools[cli]
  • npm: npm update -g parallel-web-cli
  • homebrew: brew update && brew upgrade parallel-web/tap/parallel-cli

Step 2: Authenticate

Check auth status:

bash
parallel-cli auth --json

You will get a response like:

json
{
  "authenticated": true,
  "method": "oauth",
  "env_var_set": false,
  "has_stored_credentials": true,
  "stored_overridden_by_env": false,
  "token_file": "xxx",
  "version": 1,
  "selected_org_id": "legacy",
  "selected_org_name": null,
  "has_control_api_tokens": false
}

If authenticated is false or selected_org_id is legacy, prompt the user to log in:

bash
parallel-cli login --json

If this is a headless session, append --no-browser.

This triggers device OAuth. The user will be prompted to go to a web browser and input the code the CLI outputs.

When invoking from an agent harness, prefer streaming stdout via a Monitor-style tool over blocking on completion.

The output will look like:

json
{"event": "auth_start"}
{"event": "device_code", "verification_uri": "http://localhost:3000/getServiceKeys/device", "verification_uri_complete": "http://localhost:3000/getServiceKeys/device?user_code=CHQX-NQKP&onboard_variant=agent", "user_code": "CHQX-NQKP", "expires_in": 600, "browser_open_attempted": true, "browser_opened": true}
{"event": "auth_waiting"}
{"event": "auth_success"}

{"event": "auth_success"} is emitted only after the user has successfully authorized the CLI. Otherwise it blocks at {"event": "auth_waiting"}.

Step 3: Check balance

After authentication, check the current balance:

bash
parallel-cli balance get

If zero, prompt the user to add balance:

bash
parallel-cli balance add <AMOUNT_IN_CENTS>

Make it clear that a payment method should have been added to the organization. If not, the user can go to <https://platform.parallel.ai/settings> to add one.

Step 4: Install the Parallel skills

Install the skills for the user:

bash
parallel-cli skills install

The user may need to restart their agent if it doesn't support hot reloading.

Step 5: Suggest a first run

Prompt the user to use the newly installed skills to run a search or extract right away. Suggest one of (use $ instead of / for Codex):

  • /parallel-web-search <query> — fast web search
  • /parallel-web-extract <url> — extract content from a URL
  • /parallel-deep-research <topic> — comprehensive research
  • /parallel-data-enrichment <list> — enrich a list of entities
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parallel-web
官方

migrate-to-parallel

Migrate Exa, Tavily, Perplexity, or Firecrawl web-data integrations completely to the appropriate Parallel products while preserving application behavior. Use when replacing these providers' SDKs or REST calls, dependencies, environment variables, request parameters, response parsing, model tools, search-plus-scrape paths, full-content or answer-synthesis paths, tests, and documentation; separating unsupported research-index, crawl, browser, file-parse, monitor, or other non-search capabilities; auditing for leftover provider usage; or finishing and verifying an in-progress provider migration.

安装量
3
GitHub Stars
73
最近更新
8月14日
parallel-web
官方

parallel-data-enrichment

Bulk data enrichment. Adds web-sourced fields (CEO names, funding, contact info) to lists of companies, people, or products. Use for enriching CSV files or inline data. Supports multi-turn: pass --previous-interaction-id from a prior research task to carry context forward.

安装量
3
GitHub Stars
73
最近更新
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parallel-web
官方

parallel-deep-research

ONLY use when user explicitly says 'deep research', 'exhaustive', 'comprehensive report', or 'thorough investigation'. Slower and more expensive than parallel-web-search. For normal research/lookup requests, use parallel-web-search instead. Supports multi-turn: pass --previous-interaction-id from a prior research or enrichment to continue with context.

安装量
3
GitHub Stars
73
最近更新
8月14日
parallel-web
官方

parallel-findall

Discover entities (companies, people, products, etc.) matching a natural-language description. Use when the user asks to 'find all X' or 'list every Y that…' — e.g., 'Find AI startups that raised Series A in 2026', 'List roofing companies in Charlotte NC', 'Show me YC W24 dev tools companies'. Different from web-search (which returns webpages) and deep-research (which returns a narrative report). Use this when the user wants a structured list of entities.

安装量
3
GitHub Stars
73
最近更新
8月14日