Skip to content
Agentmart
Submit a tool
This entry duplicates parallel-cli, which is the one we list in search.

parallel-cli

Optional vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring.

Skill by Colin4k1024

IndexedMIT★ 14
Write a review

Chalk Labs

Need help deploying parallel-cli?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/colin4k1024-parallel-cli

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Optional vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring. Prefer JSON output and non-interactive flows.

Use cases: research, agent-building

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions: not checked yet.

What's inside

Skill name
parallel-cli
Description
Optional vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring. Prefer JSON output and non-interactive flows.
License
MIT
Instructions
380 lines in SKILL.md · view on GitHub

Before installing

  • Instructions call the network

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Parallel CLI

Use `parallel-cli` when the user explicitly wants Parallel, or when a terminal-native workflow would benefit from Parallel's vendor-specific stack for web search, extraction, deep research, enrichment, entity discovery, or monitoring.

This is an optional third-party workflow, not a Hermes core capability.

Important expectations:
- Parallel is a paid service with a free tier, not a fully free local tool.
- It overlaps with Hermes native `web_search` / `web_extract`, so do not prefer it by default for ordinary lookups.
- Prefer this skill when the user mentions Parallel specifically or needs capabilities like Parallel's enrichment, FindAll, or monitor workflows.

`parallel-cli` is designed for agents:
- JSON output via `--json`
- Non-interactive command execution
- Async long-running jobs with `--no-wait`, `status`, and `poll`
- Context chaining with `--previous-interaction-id`
- Search, extract, research, enrichment, entity discovery, and monitoring in one CLI

## When to use it

Prefer this skill when:
- The user explicitly mentions Parallel or `parallel-cli`
- The task needs richer workflows than a simple one-shot search/extract pass
- You need async deep research jobs that can be launched and polled later
- You need structured enrichment, FindAll entity discovery, or monitoring

Prefer Hermes native `web_search` / `web_extract` for quick one-off lookups when Parallel is not specifically requested.

## Installation

Try the least invasive install path available for the environment.

### Homebrew

```bash
brew install parallel-web/tap/parallel-cli
```

### npm

```bash
npm install -g parallel-web-cli
```

### Python package

```bash
pip install "parallel-web-tools[cli]"
```

### Standalone installer

```bash
curl -fsSL https://parallel.ai/install.sh | bash
```

If you want an isolated Python install, `pipx` can also work:

```bash
pipx install "parallel-web-tools[cli]"
pipx ensurepath
```

## Authentication

Interactive login:

```bash
parallel-cli login
```

Headless / SSH / CI:

```bash
parallel-cli login --device
```

API key environment variable:

```bash
export PARALLEL_API_KEY="***"
```

Verify current auth status:

```bash
parallel-cli auth
```

If auth requires browser interaction, run with `pty=true`.

## Core rule set

1. Always prefer `--json` when you need machine-readable output.
2. Prefer explicit arguments and non-interactive flows.
3. For long-running jobs, use `--no-wait` and then `status` / `poll`.
4. Cite only URLs returned by the CLI output.
5. Save large JSON outputs to a temp file when follow-up questions are likely.
6. Use background processes only for genuinely long-running workflows; otherwise run in foreground.
7. Prefer Hermes native tools unless the user wants Parallel specifically or needs Parallel-only workflows.

## Quick reference

```text
parallel-cli
├── auth
├── login
├── logout
├── search
├── extract / fetch
├── research run|status|poll|processors
├── enrich run|status|poll|plan|suggest|deploy
├── findall run|ingest|status|poll|result|enrich|extend|schema|cancel
└── monitor create|list|get|update|delete|events|event-group|simulate
```

## Common flags and patterns

Commonly useful flags:

From Colin4k1024/hermesx, MIT.

Signals

Stars
14
Forks
1
Open issues
0
Last commit (this folder)
Apr 9, 2026 (6 months ago)
Last release
May 7, 2026 (5 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

Same skill elsewhere

Copies of this SKILL.md published by others; search shows only one of them.

More from Colin4k1024

Done for you

Rather not set it up yourself?

Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

See how we build AI agents →Read the case studies

Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

launches shipped
50+
launches shipped
media placements
500+
media placements
founders on every account
2
founders on every account

Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

Get parallel-cli running in your business

Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

Goes to the Chalk Labs founders, not the newsletter. Privacy

Need help deploying parallel-cli?

CallGet help
Cite this page

parallel-cli skill. Agent Mart. https://agentmart.dev/skills/colin4k1024-parallel-cli (last updated 2026-10-24)