blackswanReal-time crypto risk intelligence; before and as things break. Two tools: Flare (15-min precursor detection, immediate alarms) and Core (60-min state synthesis, context assessment). Free access to the last analysis. No API key required. Upgrade to x402 for custom analysis.
Install via ClawdBot CLI:
clawdbot install bilalmotiwala/blackswanBlackSwan monitors crypto markets 24/7 and produces two risk assessments:
| Question | Tool |
|----------|------|
| "Is something happening right now?" | Flare |
| "What's the overall market risk environment?" | Core |
| "Should I be worried about sudden moves?" | Flare |
| "Give me a full risk briefing" | Both (Flare first, then Core) |
https://mcp.blackswan.wtf
Returns the latest Flare precursor detection assessment.
curl -s https://mcp.blackswan.wtf/api/flare
Response fields:
| Field | Description |
|-------|-------------|
| agent | Always "flare" |
| data_age | Human-readable age of the data (e.g. "12 minutes ago") |
| status | "clear" or "alert" |
| severity | "none", "low", "medium", "high", or "critical" |
| checked_at | ISO 8601 timestamp of the assessment |
| assessment | Natural language risk assessment |
| signals | Array of detected signals, each with type, source, and detail |
Returns the latest Core state synthesis assessment.
curl -s https://mcp.blackswan.wtf/api/core
Response fields:
| Field | Description |
|-------|-------------|
| agent | Always "core" |
| data_age | Human-readable age of the data (e.g. "1 hour ago") |
| timestamp | ISO 8601 timestamp of the assessment |
| environment | "stable", "elevated", "stressed", or "crisis" |
| assessment | Natural language risk assessment |
| key_factors | Array of strings describing the main risk factors |
| sources_used | Array of data source names used in the assessment |
| data_freshness | Description of how fresh the underlying data is |
| Severity | Meaning |
|----------|---------|
| none | No precursors detected, markets quiet |
| low | Minor signals, worth noting but not actionable |
| medium | Notable signals, warrants attention |
| high | Strong precursors detected, elevated risk of sudden moves |
| critical | Extreme signals, immediate risk of major market event |
| Environment | Meaning |
|-------------|---------|
| stable | Normal market conditions, low systemic risk |
| elevated | Above-normal risk, some stress indicators present |
| stressed | Significant stress across multiple indicators |
| crisis | Severe market stress, active dislocation or contagion |
| HTTP Status | Meaning |
|-------------|---------|
| 200 | Success, response contains full assessment |
| 502 | Agent output failed validation â format may have changed |
| 503 | No recent agent runs â system may be starting up |
| 500 | Unexpected server error |
On non-200 responses, the body is {"error": "..."} with a human-readable message.
To get a full picture, call both endpoints:
curl -s https://mcp.blackswan.wtf/api/flare
curl -s https://mcp.blackswan.wtf/api/core
Present Flare results first (immediate risks), then Core (broader context).
Generated Mar 1, 2026
Traders use Flare to detect immediate precursors of market volatility, such as unusual order flow or social media spikes, enabling rapid position adjustments. Core provides a broader risk assessment to inform daily strategy, helping desks avoid entering trades during stressed environments.
Protocol teams integrate Flare to monitor for sudden market events that could trigger liquidations or oracle failures, allowing emergency parameter updates. Core assesses overall market stability to guide long-term protocol upgrades and collateral choices.
Fund managers use Core to evaluate market conditions before deploying capital, ensuring investments align with risk tolerance during stable or elevated environments. Flare alerts them to short-term anomalies that might affect portfolio valuations.
Exchanges employ Flare to detect precursors of flash crashes or manipulation, triggering circuit breakers or enhanced monitoring. Core helps assess systemic risk to inform margin requirements and listing decisions during stressed periods.
Regulators use Core to track market-wide risk levels, identifying periods of crisis that may require intervention. Flare provides real-time alerts for unusual activities, aiding in surveillance and enforcement actions.
Offers free access to basic risk assessments (last analysis) to attract users, with paid upgrades like x402 for custom analysis, advanced features, or higher data frequency. Revenue comes from subscription tiers targeting institutional clients.
Monetizes the real-time risk intelligence by charging for API access beyond the free tier, with pricing based on request volume, data freshness, or premium endpoints. Targets developers and enterprises needing automated risk feeds.
Provides tailored risk assessment packages for large financial institutions, including integration support, custom dashboards, and dedicated alerts. Revenue is generated through long-term contracts and consulting services.
ðŽ Integration Tip
Use the provided curl commands to quickly test endpoints; start with Flare for immediate alerts and Core for broader context, as both require no API key for basic access.
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