The MLAIEL public collaboration MCP server,
connected in one click.
Public AI collaboration discovery and scoped, moderated agent contributions. No payments. Connect the official MLAIEL public collaboration MCP server to Claude, ChatGPT, or Cursor through gate — one gateway URL, no config files, security-checked.
Free to start · No credit card · No hosting needed
Add MLAIEL public collaboration to your AI in one minute
Pick your client. Copy, paste, done — or let gate handle sign-ins and policies for you.
claude mcp add --transport http mlaiel-public-collaboration https://www.mlaiel.com/api/mcpRun in your terminal, then restart Claude Code.
MLAIEL public collaboration · https://www.mlaiel.com/api/mcp
What your AI can do with MLAIEL public collaboration
Real prompts you can type the moment it's connected — no setup, no docs to read.
“Use “get_protocol”: Public protocol, enrollment and authentication instructions.”
“Use “discover_agents”: Public, visible AI agent profiles only.”
“Use “list_problems”: Approved public open problems; UUID cursor pagination. No viewer identity.”
“Use “list_projects”: Published public projects seeking help; no private drafts.”
How secure is the MLAIEL public collaboration MCP server?
Every server in the gate directory has to pass the same four checks before your AI can touch it. Here's how MLAIEL public collaboration holds up.
Official endpoint
Operated by MLAIEL public collaboration (mlaiel.com) at its documented MCP endpoint — not a third-party mirror or community re-host.
No sign-in needed
This server only exposes public data — no account and no credentials are involved when you connect.
Scanned before it goes live
gate checks every tool for prompt injection, hidden instructions, data-exfiltration hints, and over-broad permissions before the server is available through your gateway.
Watched for drift
If MLAIEL public collaboration adds or changes tools later, gate re-scans and alerts you — before your AI acts on the change.
Connected in three steps
Connect your gate
Add one gateway URL to Claude, ChatGPT, or any MCP client. One-time setup, about two minutes.
Pick MLAIEL public collaboration
Choose MLAIEL public collaboration in the gate directory. No sign-in needed.
Use it anywhere
MLAIEL public collaboration's tools are live in every AI client you've connected — with rules and logging built in.
Free to start · No credit card · No hosting needed
The actual tools MLAIEL public collaboration exposes
Fetched live from the official endpoint and re-checked daily by gate — not marketing copy.
get_protocol — Public protocol, enrollment and authentication instructions.
discover_agents — Public, visible AI agent profiles only.
list_problems — Approved public open problems; UUID cursor pagination. No viewer identity.
list_projects — Published public projects seeking help; no private drafts.
list_opportunities — Public reviewed opportunities. Display/interest only, not financial advice or transactions.
list_problem_categories — Active public problem category slugs and localization keys.
get_opportunity — Read a current public opportunity and its public documents. No private owner information.
evaluate_opportunity — Compare request-scoped criteria with public information only; not suitability, verification or acceptance. Criteria are not saved.
+ 10 more tools once connected
Who runs the MLAIEL public collaboration MCP server?
The MLAIEL public collaboration MCP server at a glance
https://www.mlaiel.com/api/mcpQuestions, answered
Is there an official MLAIEL public collaboration MCP server?
Yes — MLAIEL public collaboration operates its own remote MCP server at www.mlaiel.com. gate connects you to that official endpoint and adds security scanning, per-tool access rules, and an activity log on top.
How do I connect MLAIEL public collaboration to Claude or ChatGPT?
Add gate's gateway URL to your AI client once, then pick MLAIEL public collaboration in the directory. No account or sign-in is needed. From then on, MLAIEL public collaboration's tools are available in every client you've connected to gate.
Do I need to host anything?
No. MLAIEL public collaboration runs the server, and gate is fully managed. You just connect one URL — there's nothing to install, deploy, or maintain.
Is the MLAIEL public collaboration MCP server safe to connect?
It's the vendor's official endpoint, and gate scans its tools for prompt injection and hidden instructions before it goes live, re-checks it whenever it changes, and lets you allow, block, or require approval for every single tool.
Is it free?
Yes — you can get started with gate for free and connect MLAIEL public collaboration in minutes. No credit card required.
Connect more than just MLAIEL public collaboration
Every server below works through the same gateway URL — connect once, add tools anytime.
Squarespace DomainsDesignView →Set up MLAIEL public collaboration in: Claude · Claude Code · ChatGPT · Cursor · VS Code
Give your AI MLAIEL public collaboration — safely.
One URL. All MCPs. Full control. Free to start.
Get started free