Market forecasts with their own track record, inside Claude, ChatGPT and other MCP apps.
Scored across 9 tools
Most tools have clearly distinct purposes: follow/unfollow_market handle subscriptions, list_markets enumerates markets, and the get_* tools target different data (outlooks, performance, results, usage, glossary, account links). The only mild overlap is between get_performance (aggregate hit rates) and get_results (example forecasts with outcomes), but the descriptions clarify the distinction.
All nine tools follow a strict verb_noun snake_case pattern (follow_market, unfollow_market, list_markets, get_outlooks, get_performance, get_results, get_usage, get_glossary, get_account_links). No deviations or mixed conventions.
Nine tools is well-scoped for a market forecast API covering discovery, subscription management, data retrieval, and metadata. Each tool earns its place with no obvious redundancy.
The surface covers the core lifecycle: list markets, follow/unfollow, read forecasts, check performance and sample results, plus usage and glossary helpers. Minor gaps exist (no way to retrieve a full historical record — get_results is explicitly partial — and outlooks are restricted to one market per call by design), but agents can work around these.
Follow a market for this account. Check canFollow in get_usage first. Replacing a followed market is allowed once every 30 days: ask the user, then call with confirmReplacement true.
Inputs: market (required), confirmReplacement. Returns: The change and the account's following after it. The Kunkafa app shows the same…
Links to create an account, sign in and manage connections.
Inputs: no named parameters. Returns: MCP get_account_links result: official links to create an account, sign in, man…
What every Kunkafa term and number means and how to read them. Call once before explaining results. No sign-in needed.
Inputs: no named parameters. Returns: What every term in Kunkafa replies means and how to read them. Public, static,…
Current forecasts for one market; one market per call by design, so data is not pulled in bulk. Choose durations (exact or a range) and optionally direction, confidence or target filters. At most 6 durations and 72 forecasts per call; calls can run in parallel.
Inputs: market (required), direction, durations, maxDuration, +6 more. Returns: One market's selected forecasts. Each distinct selection is one disclosure agai…
How often past forecasts touched their target, by confidence level and period. Pass probabilityPercent for the matching row (headline).
Inputs: market (required), probabilityPercent. Returns: data, usage, dataUse, notices, +2 more
Recent example forecasts with their outcomes; not a full record.
Inputs: market (required), durations. Returns: data, usage, dataUse, notices, +1 more
Remaining allowances, what one get_outlooks call returns, and this connection's permissions, canFollow and expiry. Uses no allowance.
Inputs: limit, cursor. Returns: data, page, usage, dataUse, +2 more
Markets this account can read, each with the durations that have forecasts now, and what it follows. Page with page.nextCursor.
Inputs: limit, cursor. Returns: data, page, usage, dataUse, +2 more
Stop following a market; its data stops being readable. Check canFollow in get_usage first.
Inputs: market (required). Returns: The change and the account's following after it. The Kunkafa app shows the same…
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