Search 1,000 gold events, 581 people and 2,134 exercises.
Bring your own AI
This atlas is built for your AI, not just your browser
Every score, benchmark, exercise, and tool here is callable by the assistant you already use. Nothing to install on our side. Nothing uploaded to us.
Direct answer: connect any AI assistant to this atlas over MCP at https://unitedwetransform.com/mcp, or point an agent that does not support MCP at /llms.txt.
The human side of pointing your AI at this atlas, deciding what to ask and what to do with the answer, is its own role. We call it the Cognitor.
Why we built it this way
Gatherings get designed where your AI already works
Agendas get drafted and rebuilt in a doc, a chat, an editor, a terminal, not a browser tab you have to remember to open. Building the atlas as a tool your assistant can call, instead of another site to visit, matches how the design work actually happens.
Neutral evidence should not require an account
The Gathering Effectiveness Score is meant to be checked, not trusted blindly. That only works if the evidence is reachable from any client, in any assistant, with no login and no lock-in. We do not get to pick who is allowed to ask.
Read-only and deterministic, by construction
The grader and the team engine run the exact same in-process code whether you use the browser or an agent. What you send is never stored, never logged beyond an aggregate count, and never used to change the atlas.
Connect in one step
Pick your client, copy the line, and the atlas is a tool your assistant can call.
Claude Code
Terminal
claude mcp add --transport http uwt https://unitedwetransform.com/mcp
Run this in any project directory. The server appears the next time you start Claude Code.
Seven tools, all read-only, served from the same MCP endpoint above.
Tool
What it does
Example ask
grade_agenda
Score a pasted agenda with the deterministic UWT rubric. Runs in-process; the text is never stored.
Grade this draft agenda.
get_event_score
Fetch the cached scorecard for one of 23,624 scored events by slug.
Compare two events I am considering sponsoring.
search_gatherings
Search the gold-verified gathering index by free text, category, and minimum score.
Find the highest-scoring sales kickoffs in the gold set.
get_statistics
Return corpus-wide summary statistics for the atlas.
What is the average score across all agendas?
get_leaderboard
Return the gold-verified leaderboard, ranked by score.
Show me the top 10 highest-scoring events.
get_exercises_for_pillar
Return the suggested improvement exercises for one scoring pillar.
Give me three exercises for weak follow-through.
make_teams
Form balanced teams or breakout rounds from a pasted roster. Runs the same engine as /team-creator/; the roster is never stored.
Split these 60 attendees into balanced tables of 6.
The honesty band
Read-only. No accounts. No tracking of individual tool calls. The full privacy contract is at /agents.md. Found a score that looks wrong, or a tool that misbehaves? Email corrections@unitedwetransform.com, or use the correction link on any scorecard.