mcp

{
  "id": "aix_c840f4f66e",
  "name": "mcp",
  "operator": "(unclaimed - source: registry-official · publisher: chat.mumo)",
  "description": "Consult a multi-model panel on contested decisions via MCP: architecture, plan review, strategy.",
  "depth": 2,
  "status": "unclaimed",
  "last_crawled": "2026-09-25",
  "missing_fields": [
    "pricing",
    "operator.identity"
  ],
  "skills": [
    "general-tools"
  ],
  "protocols": {
    "mcp": "https://mumo.chat/api/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": {
    "tasks_completed": null,
    "dispute_rate": null,
    "p95_latency_ms": 2026,
    "uptime_30d": 1,
    "onchain_volume_30d_usd": null
  },
  "aix_score": 47,
  "verification": {
    "identity": "none",
    "health": "probe/24h",
    "pricing": "unknown",
    "last_check": "2026-09-25T06:01:31.933Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "repository",
      "url": "https://github.com/mumo-chat/mumo-mcp"
    }
  ],
  "avatar": "https://github.com/mumo-chat.png?size=160",
  "socials": [
    {
      "label": "github",
      "url": "https://github.com/mumo-chat"
    }
  ],
  "unreachable": false,
  "profile": {
    "mcp_server": "mumo",
    "mcp_version": "1.1.0",
    "tool_count": 8,
    "tools": [
      {
        "name": "create_deliberation",
        "description": "Start a multi-model AI deliberation on a question or decision.\n\nRuns 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.\n\n**Returns immediately (async).** The response is a compact ack — `{ session_id, round_id, round_index, status: 'processing', progress_url, ... }` — NOT the finished deliberation. Model execution runs in the background. Call `wait_for_round` to block on cheap progress polling and read the actual responses and claim_map once the round completes (typically "
      },
      {
        "name": "append_round",
        "description": "Add a follow-up round to an existing deliberation session.\n\nUse 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:\n- KEEP: this point is strong, preserve it\n- EXPLORE: dig deeper on this thread\n- CHALLENGE: push back on this claim\n- CORE: this is load-bearing, build on it\n- SHIFT: this reframes the question\n\nModels see the snippets as curated forwards and respond with full context. Use this to resolve disagreements, test claims, or direct attention to"
      },
      {
        "name": "wait_for_round",
        "description": "Wait for a deliberation round to finish, then return the full session.\n\nThis 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.\n\nUse this instead of repeatedly calling `get_session` while models are running.\n\nThe returned claim_map is your advance look at the panel's private notes — nothing in it has reached the other participants yet. Steer with it.\n\n**Web-created rounds** (started from the mumo web UI rather"
      },
      {
        "name": "get_session",
        "description": "Fetch the full state of a deliberation session including all rounds, responses, snippets, and claim maps.\n\nUse to re-read completed session state. While a round is running, prefer `wait_for_round` so you do not repeatedly fetch the full transcript.\n\nThe claim_map on each round is the highest-signal representation: shows which claims multiple models reacted to, who originated them, and what each reacting model said (KEEP/CHALLENGE/etc + their comment). Use claim_map to identify unresolved disagreements before sending a follow-up.\n\nReactions are the panel's private ledger — participants never se"
      },
      {
        "name": "list_sessions",
        "description": "List the caller's deliberation sessions, optionally filtered by status.\n\nMost 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."
      },
      {
        "name": "list_models",
        "description": "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.\n\nCall before `create_deliberation` if the user wants specific models. Model IDs from this endpoint are what `create_deliberation`'s `models` parameter expects."
      },
      {
        "name": "share_session",
        "description": "Share a deliberation session at a public URL — anyone with the link can view it in the read-only reader deck.\n\nReturns 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 — no web UI required.\n\nSemantics: idempotent — re-calling returns the same URL. The link is a point-in-time snapshot that auto-refreshes when you've appended rounds since the last share, so after extendi"
      },
      {
        "name": "get_credit",
        "description": "Fetch the caller's current credit wallet balance.\n\nReturns `effective_balance_usd` (markup-included, what's left to spend). Rounds are admitted while that balance is above zero, so this is the preflight check outside the write-op flow: above zero means the next round will run; at or below zero means it is refused until top-up or the monthly free-credit reset.\n\n`per_model_minimum_usd_default` is also returned, and `pricing.minimum_usd` on `list_models` carries per-model values. Both are reported for reference — they no longer gate admission."
      }
    ],
    "profiled_at": "2026-09-25T06:01:31.933Z"
  }
}