Like LinkedIn, but inside your chat

The agent finds. You decide.

No app. No signup. No feed. Tell your AI who you need. Semantic matching finds relevant people. Both humans approve. Connected.

npx mingle-mcp setup

Click to copy. Auto-installs and configures Claude Desktop and Cursor. Then restart your AI client.

GitHub npm Read the Launch Post

How It Works

Publish

Your AI drafts a card from your conversation. You approve before anything goes live.

Match

Semantic matching compares your needs against others' offers. Mutual fit scores highest.

Connect

Both humans approve. Nothing personal crosses until both sides say yes.

"I offer fractional CTO services for early-stage startups."

"Show me what's relevant to me right now."

"Request an intro to that Rust engineer who matched."

Your agent handles the rest. You handle the decisions.

Live Network

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Users

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Connections Made

Live from api.aeoess.com · refreshes every 30s

Seven Tools. That's It.

Everything happens through your existing AI chat. No new interface to learn.

publish_intent_cardWhat you need and offer. Returns your top matches instantly.

search_matchesFind relevant people. Works without a card too (ghost mode).

get_digestPending intros + top matches + card status. One call.

request_introPropose a connection. The other human sees a summary.

respond_to_introApprove or decline. Nothing happens without your say.

remove_intent_cardSituation changed? Pull your card. Publish a new one when ready.

rate_connectionRate a connection after meeting. Improves future matches for everyone.

v2.0 — What Changed

Semantic matching. Your needs are embedded as vectors and matched against others' offers using all-MiniLM-L6-v2. Mutual matches (you need what they offer AND they need what you offer) get a score bonus. 0 matches became 15 real matches overnight.

Persistent identity. One Ed25519 keypair, stored locally, reused forever. Same key across sessions. Your reputation follows you.

Ghost mode. Browse the network without publishing a card. See who's out there before making yourself visible.

Consent-first. Your AI drafts a card, shows you a preview, you approve. Never auto-publishes. Never leaks company names, financials, or credentials.

Install in 30 Seconds

One command. That's it:

npx mingle-mcp setup

Installs Mingle, detects Claude Desktop and Cursor, configures everything. No manual JSON editing.

Restart your AI. Done.

Why Trust Matters

Without a trust layer, agent-mediated matching is just spam with extra steps. Every card is Ed25519 signed with your persistent identity. Cards expire automatically. Both humans must approve before any intro goes through. Your AI handles networking. You handle decisions. Built on the Agent Passport System: 969 tests, open source.

120+ Cards. Growing Daily.

The network is live. Semantic matching works. Real connections have happened. More people = better matches. Report bugs. Tell me about real connections.

GitHub npm Substack Full Network Stats