Clawdbot Skill Parallel
Description
High-accuracy web research via Parallel.ai API - outperforms Perplexity and Exa on benchmarks. Rich excerpts, citations, source filtering, batch search, agentic mode. OpenClaw skill.
Installation
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open the source below and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
README
Parallel Skill for OpenClaw
High-accuracy web research platform via [Parallel.ai](https://parallel.ai), built for AI agents. 7 APIs covering search, extraction, deep research, chat, entity discovery, monitoring, and batch execution.
What it does
- Search - high-accuracy web search with 3 modes: one-shot, fast (~1s), agentic (multi-hop)
- Extract - pull clean content from URLs, JS-rendered pages, and PDFs
- Task (Deep Research) - 8 processor tiers (lite through ultra8x), MCP tool calling, authenticated browsing
- Chat - OpenAI-compatible chat completions with web grounding and basis citations
- FindAll - entity discovery at web scale with 4 generator tiers (preview, base, core, pro)
- Monitor - scheduled web change tracking with webhook notifications
- Task Groups - batch up to 1,000 research tasks per POST with SSE streaming
Quick start
Install the skill
git clone https://github.com/mvanhorn/clawdbot-skill-parallel.git ~/.openclaw/skills/parallel
cd ~/.openclaw/skills/parallel
pip install -r requirements.txt
Set up your API key
Get a key from [Parallel.ai](https://platform.parallel.ai), then:
export PARALLEL_API_KEY="your-key-here"
Example chat usage
- "Use Parallel to research transformer architectures"
- "Deep search for the latest on AI regulation in the EU"
- "Find all AI startups that raised Series A in the last 6 months"
- "Monitor AI safety news daily and alert me"
- "Chat with web grounding about recent funding rounds"
- "Batch research the top 10 cloud providers"
APIs
| API | Endpoint | Description |
|---|---|---|
| Search | POST /v1/search |
Web search with one-shot, fast, agentic modes |
| Extract | POST /v1beta/extract |
Content extraction from URLs and PDFs |
| Task | POST /v1/tasks/runs |
Deep research with 8 processor tiers |
| Chat | POST /v1/chat/completions |
OpenAI-compatible with web grounding |
| FindAll | `POST /v1beta/findall/runs |
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