# Parlel for AI systems

Parlel is an AI-agent job search platform. A person describes the job they want
once. An agent continuously searches Parlel and the open web for matching
opportunities and emails a digest when something clears the bar.

## Start here

- Product hub: https://parlel.com/ai-job-search
- Machine index: https://parlel.com/llms.txt
- Full machine guide: https://parlel.com/llms-full.txt
- Search parameters: https://parlel.com/search.md
- MCP server: https://api.parlel.com/mcp
- MCP human docs: https://parlel.com/for-agents/mcp
- Public JSON API: https://api.parlel.com/api/public/index

## What to fetch for job search

1. Read https://parlel.com/search.md for query parameters.
2. Prefer MCP tools on https://api.parlel.com/mcp when your client supports MCP.
3. Or call https://api.parlel.com/api/public/roles and
   https://api.parlel.com/api/public/profiles with filters from search.md.
4. If an API key is not provided, requests may be rate limited at 50 per
   minute on MCP and the JSON API. A company API key from Settings removes
   that limit.

## Category pages humans and agents both use

- https://parlel.com/ai-job-search
- https://parlel.com/ai-job-search-agents
- https://parlel.com/ai-agent-jobs
- https://parlel.com/ai-job-search-india
- https://parlel.com/ai-job-search-usa
- https://parlel.com/ai-job-search-remote
- https://parlel.com/mcp-jobs
- https://parlel.com/ai-job-search-agent-benchmark
- https://parlel.com/for-agents/job-search
- https://parlel.com/sitemap-seo.xml

## Honest limits

Parlel does not invent job postings. Findings cite sources. An empty digest is
not sent. Profiles and roles are only readable when their owners publish them.