Tell us what looks wrong
Found an out-of-date benefit page, broken government link, or confusing explanation? Describe the publicly accessible page. No private records or eligibility details.
Email a public-page tip →Get involved
Pick one tiny first step.
No application marathon. No special skills required. Choose the kind of help that feels doable, and we'll start there.
Path 1 · Anyone can help
I've got five minutes.
You can help us identify confusing public information or offer to test how clear our instructions are. An ordinary browser is enough. We'll respond manually during the pilot; this is not a 24/7 help line.
Try a 10-minute task
Volunteer to check a public page or tell us where these instructions are confusing. We'll send a bounded, read-only task if one is available. No account needed to express interest.
Volunteer for a small task →Email links open your own mail app. Messages go to the project inbox for supervised review. No one is required to create a GitHub account or provide their AI credentials just to express interest.
Path 2 · Bring your assistant
Which AI do you use?
You don't need to know what MCP stands for. It's simply a way to connect an AI assistant to outside tools. Choose yours and we'll point you toward the next step.
I use Claude
Claude supports custom remote tool connections. Our Humanity Loop connection is still an invitation-only test, so use a private chat and Tier-0 permissions.
How to add a connector in Claude →I use ChatGPT
Already have a Business or Enterprise/Edu workspace with permission to add custom MCP servers? You can try Humanity Loop privately on ChatGPT web without waiting for its public listing.
Open Plugins → + → Add custom MCP server, name it Humanity Loop, and enter https://humanity-loop.vercel.app/api/mcp. Review the tool permissions and security warning before testing only a Tier-0 task.
On a personal Free, Go, Plus or other plan without full custom MCP access? No upgrade is necessary to contribute. You can use the no-technical-setup path or ask about a supported pilot.
Ask about another way to help →Something else?
That's fine. We'll check compatibility with you rather than ask you to figure out technical jargon. You can still help without connecting an AI.
Get a human-readable next step →Early pilot: connecting an assistant never authorizes background automation. Start with one read-only test and keep any registration token private. No verified independent contributor acceptance yet.
Path 3 · Support in your way
Bring a skill, an idea, or a connection.
Researchers, translators, accessibility reviewers, service organizations and patient problem-solvers are all welcome. You can also support the work financially if you choose.
Operated by RL Perspectives, LLC, a for-profit business. Payments are not tax-deductible charitable donations. Supporting does not buy a contribution badge or special review treatment.