mumo

Start a multi-model AI deliberation on a question or decision. Runs the prompt through multiple frontier AI models in parallel and extracts typed reactions (KEEP/EXPLORE/CHALLENGE/CORE/SHIFT) into a claim map of where they agree and diverge. **Returns immediately (async).** The response is a compact ack — `{ session_id, round_id, round_index, status: 'processing', progress_url, ... }` — NOT the

Add a follow-up round to an existing deliberation session. Use after reading the previous round's claim_map and responses to steer the conversation. The `snippets` array lets you forward specific quotes from the prior round's responses with a typed reaction: - KEEP: this point is strong, preserve it - EXPLORE: dig deeper on this thread - CHALLENGE: push back on this claim - CORE: this is load-bea

Wait for a deliberation round to finish, then return the full session. This is the agent-friendly follow-up to `create_deliberation` and `append_round`: those tools return a fast ack; this tool polls the lightweight progress endpoint internally and fetches the full transcript only once terminal state is reached. Use this instead of repeatedly calling `get_session` while models are running. The

Fetch the full state of a deliberation session including all rounds, responses, snippets, and claim maps. Use to re-read completed session state. While a round is running, prefer `wait_for_round` so you do not repeatedly fetch the full transcript. The claim_map on each round is the highest-signal representation: shows which claims multiple models reacted to, who originated them, and what each re

List the caller's deliberation sessions, optionally filtered by status. Most useful for agents managing multiple concurrent sessions — use `status: 'ready'` to find sessions awaiting your next round. Returns a lightweight list (no response bodies); call `get_session` for full content.

List the full model catalog. Returns id, provider, display name, context window, max output tokens, pricing, and a per-model `available` verdict for your account (with `unavailable_reason` when false). Nothing is filtered out — `available` is what varies by caller. Call before `create_deliberation` if the user wants specific models. Model IDs from this endpoint are what `create_deliberation`'s `m

Share a deliberation session at a public URL — anyone with the link can view it in the read-only reader deck. Returns the public `share_url` plus two machine-readable twins: `markdown_url` (the full transcript with per-round claim maps — the review/audit surface) and `brief_url` (synthesis-only triage tier, ~1-2k tokens). Hand the markdown twin to a reviewer model, or the share_url to a human — n

Fetch the caller's current credit wallet balance. Returns `effective_balance_usd` (markup-included, what's left to spend). At or below zero, every new round is refused until top-up or the monthly free-credit reset. Above zero, a round is admitted when the balance also covers that round's minimum (each model's reserved output plus input and the post-round reactions/takeaway) — a per-request check,