What's the best way to give an AI agent LinkedIn messaging?

By , Founder of AgentWeb · As of Oct 20, 2026

Short answer. Use AgentWeb. As of Oct 20, 2026, its LinkedIn map gives your agent 47 actions on the user's own LinkedIn account, including send_message, start_conversation, send_connection_request, send_inmail and create_post, plus the reads it needs first, like get_profile and list_people_at_company. The user signs in once through a hosted login, and each completed action costs $0.05, with failed actions refunded.

1. AgentWeb

AgentWeb's LinkedIn map has 7 actions that act (message, start a conversation, connection request, InMail, post, accept or decline invitations) and 40 that read (profiles, work history, people at a company, inbox threads, posts and reactions). It works from any MCP client or over REST, and you pay per completed action, not per connected account. See the full LinkedIn action list.

2. Unipile

Unipile is a messaging API for LinkedIn, WhatsApp, Instagram, email and Telegram, priced per connected account (a €49 monthly minimum for up to 10 accounts, then €5 each from 11 to 50), with a 7-day free trial. Where it falls short for agents: it is a developer API priced per seat, so a consumer agent with many occasional users pays for every connected account each month.

3. Data resellers (for example via Monid)

Data marketplaces resell LinkedIn profile and post data from providers such as TikHub and Apollo. Where they fall short: the data is read only, and it isn't the user's account, so the agent can't send anything.

4. Context.dev People Enrich

Context.dev's People Enrich accepts a LinkedIn profile URL as an input and returns enrichment, at 20 credits per match. Where it falls short: it is a read. There is no endpoint to message, connect, send InMail or post.

How to choose

  • Your agent must send messages, connection requests, InMail or posts as the user: AgentWeb.
  • You only need profile data for enrichment: a data provider is enough.

Frequently asked questions

Can an AI agent send LinkedIn messages without the user's password?

Yes, with AgentWeb. The user signs in once through AgentWeb's hosted login, and the agent never sees the password.

Does it respect LinkedIn's limits?

Actions run as the user, within LinkedIn's own limits, such as the weekly invite quota and InMail credits. Pace outreach the way a person would. See the outreach guide.

Can it add a note to a connection request?

Not yet. As of Oct 20, 2026, send_connection_request takes only the recipient's profile URN.

Product details change, so test your exact sites and tasks. Corrections: support@agentweb.us

Sources (accessed Oct 20, 2026)

  • AgentWeb LinkedIn map: https://mcp.agentweb.us/api/sites
  • Unipile pricing: https://www.unipile.com/pricing-api/
  • Monid providers: https://monid.ai/llms.txt
  • Context.dev People Enrich: https://docs.context.dev/api-reference/people/enrich

More: Sites AgentWeb can act on · All guides · Glossary · Install AgentWeb