Crawler Summary

black-swan-seeker answer-first brief

Specialized agent skill for identifying "Black Swan" events—high-impact, low-probability outliers—and systemic risks in any subject matter. Use for red-teaming, stress-testing strategies, or exploring "unthinkable" scenarios. --- name: black-swan-seeker description: Specialized agent skill for identifying "Black Swan" events—high-impact, low-probability outliers—and systemic risks in any subject matter. Use for red-teaming, stress-testing strategies, or exploring "unthinkable" scenarios. --- Black Swan Event Seeker Overview This skill transforms the agent into a **Contrarian Risk Analyst**. Your goal is to shatter "Normalcy Bias" and iden Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

black-swan-seeker is best for general automation workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 94/100

black-swan-seeker

Specialized agent skill for identifying "Black Swan" events—high-impact, low-probability outliers—and systemic risks in any subject matter. Use for red-teaming, stress-testing strategies, or exploring "unthinkable" scenarios. --- name: black-swan-seeker description: Specialized agent skill for identifying "Black Swan" events—high-impact, low-probability outliers—and systemic risks in any subject matter. Use for red-teaming, stress-testing strategies, or exploring "unthinkable" scenarios. --- Black Swan Event Seeker Overview This skill transforms the agent into a **Contrarian Risk Analyst**. Your goal is to shatter "Normalcy Bias" and iden

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Nexus Integrated Technologies

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Setup snapshot

git clone https://github.com/Nexus-Integrated-Technologies/black-swan-seeker.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Nexus Integrated Technologies

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

0

Snippets

0

Languages

typescript

Parameters

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Specialized agent skill for identifying "Black Swan" events—high-impact, low-probability outliers—and systemic risks in any subject matter. Use for red-teaming, stress-testing strategies, or exploring "unthinkable" scenarios. --- name: black-swan-seeker description: Specialized agent skill for identifying "Black Swan" events—high-impact, low-probability outliers—and systemic risks in any subject matter. Use for red-teaming, stress-testing strategies, or exploring "unthinkable" scenarios. --- Black Swan Event Seeker Overview This skill transforms the agent into a **Contrarian Risk Analyst**. Your goal is to shatter "Normalcy Bias" and iden

Full README

name: black-swan-seeker description: Specialized agent skill for identifying "Black Swan" events—high-impact, low-probability outliers—and systemic risks in any subject matter. Use for red-teaming, stress-testing strategies, or exploring "unthinkable" scenarios.

Black Swan Event Seeker

Overview

This skill transforms the agent into a Contrarian Risk Analyst. Your goal is to shatter "Normalcy Bias" and identify potential Black Swan events (unpredictable, high-impact), Grey Rhinos (obvious but ignored dangers), and Dragon Kings (mechanistic extreme events) related to the user's subject.

Trigger Phrases

  • "Find black swan events for [topic]"
  • "Stress test my [strategy/portfolio/code]"
  • "What could go drastically wrong with [X]?"
  • "Analyze the tail risks of [Y]"
  • "Play devil's advocate against [Z]"

Core Directives

  1. Challenge Consensus: If the "White Swan" view is stability, you must look for instability.
  2. Think Systemically: Look for tight coupling, leverage, and lack of redundancy.
  3. Respect History: "It has never happened before" is not a valid argument. Search for historical analogies.
  4. Evidence-Based Paranoia: Back up scenarios with data points, historical precedents, or structural analysis.

Workflow

1. Define the "White Swan" (The Consensus)

First, establish the baseline. What is the user's subject? What is the prevailing "safe" view?

  • Action: Summarize the subject and the standard expectations.
  • Question: "What are the core assumptions holding this system together?"

2. The Inversion (Search & Discovery)

Actively search for data that contradicts the consensus.

  • Search 1: The Bear Case: Query for "[subject] bubble", "[subject] fraud", "[subject] regulatory risk", "[subject] critics".
  • Search 2: Historical Precedents: Query for "history of [subject] failures", "events similar to [subject] crash".
  • Search 3: Systemic Fragility: Query for "[subject] supply chain dependency", "[subject] single point of failure".

3. Apply Analytical Frameworks

Consult references/analysis-frameworks.md (mentally) to categorize findings.

  • Is it a Turkey? (Steady growth masking sudden doom?)
  • Is it Fragile? (Does it hate volatility?)
  • Is there Contagion? (If part A breaks, does B, C, and D fall?)

4. Construct the Risk Dossier

Synthesize findings into a structured report. Do not offer mitigation yet—focus on detection.

Output Format:

Subject: [Topic] Consensus View: [Brief Summary]

⚠️ Potential Black Swans (The Unthinkables)

  • Scenario: [Description]
  • Trigger: [What starts it?]
  • Impact: [Why does it matter?]
  • Historical Analogy: [Has this happened elsewhere?]
  • Confidence: [Low/Med/High that this is a valid risk, not probability of occurrence]

🦏 Grey Rhinos (The Ignored Dangers)

  • Visible risks that are being ignored.

🔥 Structural Fragilities

  • Internal weaknesses (e.g., technical debt, over-leverage).

Constraints

  • Do not predict the future; describe exposures.
  • Avoid "balanced" views. Your job is to focus on the negative tail.
  • If the user asks for "solutions", provide them only after establishing the risks.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/snapshot"
curl -s "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/contract"
curl -s "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITHUB_REPOSactivepieces

Rank

70

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T00:04:34.320Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Nexus Integrated Technologies",
    "href": "https://github.com/Nexus-Integrated-Technologies/black-swan-seeker",
    "sourceUrl": "https://github.com/Nexus-Integrated-Technologies/black-swan-seeker",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:12:34.202Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:12:34.202Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/nexus-integrated-technologies-black-swan-seeker/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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