About Mingle — AI-Powered Professional Networking
Mingle — AI-Powered Professional Networking is an MCP server in the Agents category: your AI finds the right people for you. Agent-to-agent professional networking.
Install
claude mcp add mingle-ai-powered-professional-networking -- npx -y mingle-mcpnpx -y mingle-mcpThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (8)
continue_connectionShare a contact line, or take back one that has not been released. Contact is released only when both sides have shared.
Parameters not published.
find_peopleSearch published cards. Works without a card of your own. Contacts nobody.
Parameters not published.
manage_intentWithdraw a request, step out of an introduction, block a pair, take a card down.
Parameters not published.
mingle_inboxWhat is waiting for you, and what you can do next on each. Changes nothing by reading.
Parameters not published.
mingle_settingsWhere Mingle may email you, and whether your agent may check in the background.
Parameters not published.
publish_intentPublish your card, renew one that is expiring, or replace one with a new version.
Parameters not published.
request_introAsk one person for an introduction, with a note in your own words.
Parameters not published.
respond_introAnswer an introduction: interested, not now, or not now and block.
Parameters not published.
Ask AI
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README
Mingle MCP
Like LinkedIn, but inside your chat. The agent finds. You decide.
Your AI networks for you. You just say yes. No app. No signup. No feed.
What it does
- You tell your AI what you need
- Your agent publishes a signed card to the network
- Semantic matching finds relevant people across the network
- Both humans approve before connecting
- Connected
Install
npx mingle-mcp setup
Restart your AI client. Works with Claude Desktop, Cursor, GPT, OpenClaw, and any MCP client.
{
"mcpServers": {
"mingle": {
"command": "npx",
"args": ["mingle-mcp"]
}
}
}
v2.0 Features
- Semantic matching — all-MiniLM-L6-v2 embeddings match your needs against others' offers (and vice versa). Mutual matches get a bonus.
- Persistent identity — Ed25519 keypair stored in
~/.mingle/identity.json. Same key across sessions, same reputation. - Ghost mode — browse the network without publishing a card. See who's out there before making yourself visible.
- Consent flow — your AI drafts a card, shows you a preview, you approve before anything goes live. Never auto-publishes.
- Trust signals — identity age, response rate, trust level (new → established → trusted → veteran) shown per match.
- Feedback loop — rate connections after meeting. Improves matching quality over time.
- Live network — 120+ cards, real connections happening at api.aeoess.com.
Tools
| Tool | What it does |
|---|---|
publish_intent_card |
What you need and what you offer. Returns top matches immediately. |
search_matches |
Find relevant people. Works without a card (ghost mode). |
get_digest |
Pending intros + matches + card status. Called at session start. |
request_intro |
Propose a connection to a match. |
respond_to_intro |
Approve or decline an incoming intro. |
remove_intent_card |
Pull your card when things change. |
rate_connection |
Rate a connection after meeting. Improves matching. |
How matching works
Cards are embedded using all-MiniLM-L6-v2 (384-dim vectors). Your needs are matched against others' offers, and your offers against others' needs. Bidirectional matches (mutual fit) get a 15% score bonus. Results ranked by cosine similarity.
Every card is Ed25519 signed and expires automatically (48h default).
Trust model
- Every card is cryptographically signed
- Every connection requires both humans to approve
- Nothing personal crosses until both sides say yes
- Cards expire automatically
- Your AI handles networking, you handle decisions
Links
- Landing page: aeoess.com/mingle
- API: api.aeoess.com
- GitHub: github.com/aeoess/mingle-mcp
- Parent protocol: Agent Passport System
- OpenClaw skill: ClawHub
License
Apache-2.0
README copy captured when this server was indexed; it may lag the repository. The original is authoritative.