Disco

{
  "id": "aix_e6a78ca9a5",
  "name": "Disco",
  "operator": "(unclaimed - source: registry-official · publisher: com.leap-labs)",
  "description": "Find novel, statistically validated patterns in tabular data — hypothesis-free.",
  "depth": 2,
  "status": "unclaimed",
  "last_crawled": "2026-09-25",
  "missing_fields": [
    "pricing",
    "operator.identity"
  ],
  "skills": [
    "citation-check",
    "email-verify"
  ],
  "protocols": {
    "mcp": "https://disco.leap-labs.com/mcp",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": {
    "tasks_completed": null,
    "dispute_rate": null,
    "p95_latency_ms": 7826,
    "uptime_30d": 1,
    "onchain_volume_30d_usd": null
  },
  "aix_score": 41,
  "verification": {
    "identity": "none",
    "health": "probe/24h",
    "pricing": "unknown",
    "last_check": "2026-09-25T02:01:00.104Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "homepage",
      "url": "https://www.leap-labs.com/"
    },
    {
      "label": "repository",
      "url": "https://github.com/leap-laboratories/discovery-engine"
    }
  ],
  "avatar": "https://github.com/leap-laboratories.png?size=160",
  "socials": [
    {
      "label": "github",
      "url": "https://github.com/leap-laboratories"
    }
  ],
  "profile": {
    "mcp_server": "Disco",
    "mcp_version": "1.26.0",
    "tool_count": 14,
    "tools": [
      {
        "name": "discovery_list_plans",
        "description": "List available Disco plans with pricing.\n\n    No authentication required. Returns all available subscription tiers\n    with credit allowances and pricing. Use this to help users choose a plan.\n    "
      },
      {
        "name": "discovery_estimate",
        "description": "Estimate the credits required to run a Disco analysis.\n\n    Returns `required_credits` for public (always 0) and private, with private\n    split by whether LLMs are enabled (use_llms=False is faster, use_llms=True\n    adds smarter preprocessing, literature context and a written summary).\n    Also returns per-visibility depth caps and accepted file formats. No\n    authentication required — when an API key is supplied, also returns the\n    caller's available credits.\n\n    Call this before discovery_analyze whenever cost or feasibility is unclear.\n\n    Args:\n        file_size_mb: Size of the data"
      },
      {
        "name": "discovery_upload",
        "description": "Upload a dataset file and return a file reference for use with discovery_analyze.\n\n    Call this before discovery_analyze. Pass the returned result directly to\n    discovery_analyze as the file_ref argument.\n\n    Provide exactly one of: file_url, file_path, or file_content.\n\n    Args:\n        file_url: A publicly accessible http/https URL. The server downloads it directly.\n                  Best option for remote datasets.\n        file_path: Absolute path to a local file. Only works when running the MCP server\n                   locally (not the hosted version). Streams the file directly — no "
      },
      {
        "name": "discovery_analyze",
        "description": "Run Disco on tabular data to find novel, statistically validated patterns.\n\n    This is NOT another data analyst — it's a discovery pipeline that systematically\n    searches for feature interactions, subgroup effects, and conditional relationships\n    nobody thought to look for, then validates each on hold-out data with FDR-corrected\n    p-values and checks novelty against academic literature.\n\n    This is a long-running operation. Returns a run_id immediately.\n    Use discovery_status to poll and discovery_get_results to fetch completed results.\n\n    Use this when you need to go beyond answer"
      },
      {
        "name": "discovery_status",
        "description": "Check the status of a Disco run.\n\n    Returns current status and progress details:\n    - status: \"pending\" | \"processing\" | \"completed\" | \"failed\"\n    - job_status: underlying job queue status\n    - queue_position: position in queue when pending (1 = next up)\n    - current_step: active pipeline step (preprocessing, training, interpreting, reporting)\n    - estimated_wait_seconds: estimated queue wait time in seconds (pending only)\n\n    Poll this after calling discovery_analyze.\n    Use discovery_get_results to fetch full results once status is \"completed\".\n\n    Args:\n        run_id: The run ID "
      },
      {
        "name": "discovery_get_results",
        "description": "Fetch the full results of a completed Disco run.\n\n    Returns discovered patterns (with conditions, p-values, novelty scores,\n    citations), feature importance scores, a summary with key insights, column\n    statistics, and suggestions for what to explore next.\n\n    The response includes a `dashboard_urls` object with direct links to each\n    page of the interactive report — use these to direct the user to the most\n    relevant view:\n    - **summary**: AI-generated overview with key insights, novel findings, and plain-language explanation of the most important findings\n    - **patterns**: Ful"
      },
      {
        "name": "discovery_account",
        "description": "Check your Disco account status.\n\n    Returns current plan, available credits (subscription + purchased), and\n    payment method status. Use this to verify you have sufficient credits\n    before running a private analysis.\n\n    Args:\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    "
      },
      {
        "name": "discovery_signup",
        "description": "Create a Disco account and get an API key.\n\n    Provide an email address to start the signup flow. If email verification\n    is required, returns {\"status\": \"verification_required\"} — the user will\n    receive a 6-digit code by email, then call discovery_signup_verify to\n    complete signup and receive the API key. The free tier (10 credits/month,\n    unlimited public runs) is active immediately. No authentication required.\n\n    Returns 409 if the email is already registered.\n\n    Args:\n        email: Email address for the new account.\n        name: Display name (optional — defaults to email l"
      },
      {
        "name": "discovery_signup_verify",
        "description": "Complete Disco signup using an email verification code.\n\n    Call this after discovery_signup returns {\"status\": \"verification_required\"}.\n    The user receives a 6-digit code by email — pass it here along with the\n    same email address used in discovery_signup. Returns an API key on success.\n\n    Args:\n        email: Email address used in the discovery_signup call.\n        code: 6-digit verification code from the email.\n    "
      },
      {
        "name": "discovery_login",
        "description": "Get a new API key for an existing Disco account.\n\n    Sends a 6-digit verification code to the email address. Call\n    discovery_login_verify with the code to receive a new API key.\n    Use this when you need an API key for an account that already exists\n    (e.g. the key was lost or this is a new agent session).\n\n    Returns 404 if no account exists with this email — use discovery_signup instead.\n\n    Args:\n        email: Email address of the existing account.\n    "
      },
      {
        "name": "discovery_login_verify",
        "description": "Complete login and receive a new API key.\n\n    Call this after discovery_login returns {\"status\": \"verification_required\"}.\n    The user receives a 6-digit code by email — pass it here along with the\n    same email address. Returns a new API key on success.\n\n    Args:\n        email: Email address used in the discovery_login call.\n        code: 6-digit verification code from the email.\n    "
      },
      {
        "name": "discovery_add_payment_method",
        "description": "Attach a Stripe payment method to your Disco account.\n\n    The payment method must be tokenized via Stripe's API first — card details\n    never touch Disco's servers. Required before purchasing credits\n    or subscribing to a paid plan.\n\n    To tokenize a card, call Stripe's API directly:\n    POST https://api.stripe.com/v1/payment_methods\n    with the stripe_publishable_key from your account info.\n\n    Args:\n        payment_method_id: Stripe payment method ID (pm_...) from Stripe's API.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    "
      },
      {
        "name": "discovery_purchase_credits",
        "description": "Purchase Disco credit packs using a stored payment method.\n\n    Credits cost $0.10 each, sold in packs of 100 ($10/pack). Credits are used\n    for private analyses (public analyses are free). Requires a payment method\n    on file — use discovery_add_payment_method first.\n\n    Args:\n        packs: Number of 100-credit packs to purchase. Default 1.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    "
      },
      {
        "name": "discovery_subscribe",
        "description": "Subscribe to or change your Disco plan.\n\n    Available plans:\n    - \"free_tier\": Explorer — free, 10 credits/month\n    - \"tier_1\": Researcher — $49/month, 500 credits/month\n    - \"tier_2\": Team — $199/month, 2000 credits/month\n\n    Paid plans require a payment method on file. Credits roll over on paid plans.\n\n    Args:\n        plan: Plan tier ID (\"free_tier\", \"tier_1\", or \"tier_2\").\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    "
      }
    ],
    "profiled_at": "2026-09-25T02:01:00.104Z"
  },
  "unreachable": false,
  "payment_method": "open"
}