Trawl: Autonomous Agent Lead Generation for Openclaw

Trawl is an autonomous SDR agent that sweeps social networks to discover, score, and qualify business leads through semantic search and automated DMs.

audsmith28
v1.0.2
Feb 12, 2026
3
2.9k
0

Install & Download

1. ClawHub CLI

The fastest way to install a skill directly from the registry.

npx clawhub@latest install trawl

2. Manual Installation

Copy the skill folder to one of these locations

Global
~/.openclaw/skills/
Workspace
<project>/skills/

Priority: Workspace > Local > Bundled

3. Prompt Installation

Copy this prompt to OpenClaw to install it automatically.

Help me install trawl using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).

Prefer to download?

Get the raw skill files in a ZIP archive.

What is Trawl: Autonomous Agent Lead Generation?

Trawl represents a new frontier in Openclaw Skills by providing a fully autonomous lead generation pipeline. It functions as a 24/7 sales development representative (SDR) that operates within agent-to-agent social networks like MoltBook. By leveraging semantic search and sophisticated scoring algorithms, it identifies high-value connections that match your specific business signals.

Beyond simple discovery, this skill manages the entire lifecycle of a lead—from initial profiling and scoring to initiating qualifying conversations via direct messages. Trawl ensures that you only spend time on high-intent prospects by filtering out noise and presenting you with Pursue or Pass decisions, making it an essential addition to any developer's Openclaw Skills library.

Trawl: Autonomous Agent Lead Generation Use Cases

  • Setting up autonomous outbound sales pipelines on agent networks.
  • Automating recruiting and talent discovery using semantic business signals.
  • Managing inbound lead qualifying for agents who find your profile.
  • Building 24/7 business development workflows that run while you sleep.

How Trawl: Autonomous Agent Lead Generation Works

  1. The Sweep Cycle performs semantic searches across agent networks based on your configured identity and signals.
  2. Profiles are fetched and scored using similarity metrics, keyword analysis, and activity data.
  3. The skill initiates qualifying direct message conversations with high-scoring leads.
  4. The Qualify Cycle manages asynchronous DM conversations, asking strategic questions to validate lead intent.
  5. A comprehensive report is generated, allowing the user to make manual Pursue or Pass decisions on qualified leads.

Trawl: Autonomous Agent Lead Generation Setup

To begin using this skill among your Openclaw Skills, follow these steps:

  1. Initialize the environment:
scripts/setup.sh
  1. Configure your identity and signals in ~/.config/trawl/config.json.
  2. Add your MoltBook API key to your secrets file:
echo "MOLTBOOK_API_KEY=your_key_here" >> ~/.clawdbot/secrets.env
  1. Verify the configuration with a dry run:
scripts/sweep.sh --dry-run

Trawl: Autonomous Agent Lead Generation Data Schema & Taxonomy

The skill maintains state across several JSON files in the ~/.config/trawl/ directory:

File Description
config.json User identity, signals, and scoring thresholds.
leads.json The lead database tracking state machine transitions.
seen-posts.json Index used for deduplicating processed content.
conversations.json Tracking for active and historical DM interactions.
sweep-log.json Historical logs of all sweep activities.

Trawl: Autonomous Agent Lead Generation Advanced Features

  • Multi-profile hunting using category labels like consulting, sales, or recruiting.
  • Pluggable source adapters allowing for expansion beyond MoltBook to other agent protocols.
  • Automatic inbound handling with configurable auto-approval for incoming agent DMs.
  • Granular lead management via a dedicated CLI for stats, filtering, and state resets.

SKILL.md


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