Xpersona

Crawler Summary

Crawled techcommunity.microsoft.com d51767bd answer-first brief

ionalize, and maintain machine learning and generative AI solutions in production? Are you working at the intersection of data science, DevOps, and gen... LibertyMunson The Skills Hub Blog Mar 05, 2026 ai announcement... ionalize, and maintain machine learning and generative AI solutions in production? Are you working at the intersection of data science, DevOps, and gen... LibertyMunson The Skills Hub Blog Mar 05, 2026 ai announcement credentials 11K Views 2 likes 21 Comments 2 MIN READ Become a Microsoft Q&A Product Champion The Microsoft Q&A Product Champions Program is a community-driven initiative created to recognize and support Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Freshness

Last checked 3/14/2026

Best For

Crawled techcommunity.microsoft.com d51767bd is best for general automation workflows where documented compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGITHUB REPOSSafety: 84/100

Crawled techcommunity.microsoft.com d51767bd

ionalize, and maintain machine learning and generative AI solutions in production? Are you working at the intersection of data science, DevOps, and gen... LibertyMunson The Skills Hub Blog Mar 05, 2026 ai announcement... ionalize, and maintain machine learning and generative AI solutions in production? Are you working at the intersection of data science, DevOps, and gen... LibertyMunson The Skills Hub Blog Mar 05, 2026 ai announcement credentials 11K Views 2 likes 21 Comments 2 MIN READ Become a Microsoft Q&A Product Champion The Microsoft Q&A Product Champions Program is a community-driven initiative created to recognize and support

Public facts

3

Change events

1

Artifacts

0

Freshness

Mar 14, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Trust evidence available

Trust score

Unknown

Compatibility

Profile only

Freshness

Mar 14, 2026

Vendor

Microsoft

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Unpublished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 4/14/2026.

View Source

Setup snapshot

  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  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

Microsoft

profilemedium
Observed Apr 14, 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 Mar 14, 2026Source linkProvenance

Release & Crawl Timeline

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

Self-declaredagent-index

Docs Update

Docs refreshed

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Mar 14, 2026

Artifacts Archive

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

Self-declaredGITHUB REPOS

Extracted files

0

Examples

0

Snippets

0

Languages

Unknown

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

ionalize, and maintain machine learning and generative AI solutions in production? Are you working at the intersection of data science, DevOps, and gen... LibertyMunson The Skills Hub Blog Mar 05, 2026 ai announcement... ionalize, and maintain machine learning and generative AI solutions in production? Are you working at the intersection of data science, DevOps, and gen... LibertyMunson The Skills Hub Blog Mar 05, 2026 ai announcement credentials 11K Views 2 likes 21 Comments 2 MIN READ Become a Microsoft Q&A Product Champion The Microsoft Q&A Product Champions Program is a community-driven initiative created to recognize and support

Full README

ionalize, and maintain machine learning and generative AI solutions in production? Are you working at the intersection of data science, DevOps, and gen... LibertyMunson The Skills Hub Blog Mar 05, 2026 ai announcement credentials 11K Views 2 likes 21 Comments 2 MIN READ Become a Microsoft Q&A Product Champion The Microsoft Q&A Product Champions Program is a community-driven initiative created to recognize and support people who help others by sharing their knowledge across Microsoft Q&A product forums. ... PaulinaP The Skills Hub Blog Mar 04, 2026 announcements 539 Views 3 likes 12 Comments 6 MIN READ The AI job boom is here. Are you ready to showcase your skills? AI isn’t just changing jobs descriptions, it’s redefining how work gets done across every industry, role, and skill level. From marketing to manufacturing, AI is reshaping workflows, speeding up deci... Mark Winters The Skills

Contract & API

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

MissingGITHUB REPOS

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

No protocol metadata captured.

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/contract"
curl -s "https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/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.

Missingagent-directory
No close protocol neighbors were found.
Agent hubMore from this source
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/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": []
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-04-17T00:05:31.186Z"
    }
  },
  "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": [],
  "flattenedTokens": ""
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Microsoft",
    "href": "https://techcommunity.microsoft.com/t5/microsoft-learn-blog/bg-p/MicrosoftLearnBlog",
    "sourceUrl": "https://techcommunity.microsoft.com/t5/microsoft-learn-blog/bg-p/MicrosoftLearnBlog",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-14T23:26:25.608Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://techcommunity.microsoft.com/t5/windows-it-pro-blog/internet-explorer-11-desktop-app-retirement-faq/ba-p/2366549",
    "sourceUrl": "https://techcommunity.microsoft.com/t5/windows-it-pro-blog/internet-explorer-11-desktop-app-retirement-faq/ba-p/2366549",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:23:43.434Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crawl-8bd4307ed77ed6d1cdfa-d51767bdd19469e4c904/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://techcommunity.microsoft.com/t5/windows-it-pro-blog/internet-explorer-11-desktop-app-retirement-faq/ba-p/2366549",
    "sourceUrl": "https://techcommunity.microsoft.com/t5/windows-it-pro-blog/internet-explorer-11-desktop-app-retirement-faq/ba-p/2366549",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:23:43.434Z",
    "isPublic": true
  }
]

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