Xpersona

Crawler Summary

Crawled github.blog a926ec44 answer-first brief

y Williams · January 8, 2026 Solving the inference problem for open source AI projects with GitHub Models How using GitHub’s free inference API can make your AI-powered open source software more accessible. Sean Goede... y Williams · January 8, 2026 Solving the inference problem for open source AI projects with GitHub Models How using GitHub’s free inference API can make your AI-powered open source software more accessible. Sean Goedecke · July 23, 2025 We do newsletters, too Discover tips, technical guides, and best practices in our biweekly newsletter just for devs. Your work email address Subscribe Yes please, I’d like GitHub and Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Freshness

Last checked 3/14/2026

Best For

Crawled github.blog a926ec44 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, MCP Registry, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierMCP RegistrySafety: 84/100

Crawled github.blog a926ec44

y Williams · January 8, 2026 Solving the inference problem for open source AI projects with GitHub Models How using GitHub’s free inference API can make your AI-powered open source software more accessible. Sean Goede... y Williams · January 8, 2026 Solving the inference problem for open source AI projects with GitHub Models How using GitHub’s free inference API can make your AI-powered open source software more accessible. Sean Goedecke · July 23, 2025 We do newsletters, too Discover tips, technical guides, and best practices in our biweekly newsletter just for devs. Your work email address Subscribe Yes please, I’d like GitHub and

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

Github

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Unpublished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

Github

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-declaredMCP Registry

Extracted files

0

Examples

0

Snippets

0

Languages

Unknown

Docs & README

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

Self-declaredMCP Registry

Docs source

MCP Registry

Editorial quality

ready

y Williams · January 8, 2026 Solving the inference problem for open source AI projects with GitHub Models How using GitHub’s free inference API can make your AI-powered open source software more accessible. Sean Goede... y Williams · January 8, 2026 Solving the inference problem for open source AI projects with GitHub Models How using GitHub’s free inference API can make your AI-powered open source software more accessible. Sean Goedecke · July 23, 2025 We do newsletters, too Discover tips, technical guides, and best practices in our biweekly newsletter just for devs. Your work email address Subscribe Yes please, I’d like GitHub and

Full README

y Williams · January 8, 2026 Solving the inference problem for open source AI projects with GitHub Models How using GitHub’s free inference API can make your AI-powered open source software more accessible. Sean Goedecke · July 23, 2025 We do newsletters, too Discover tips, technical guides, and best practices in our biweekly newsletter just for devs. Your work email address Subscribe Yes please, I’d like GitHub and affiliates to use my information for personalized communications, targeted advertising and campaign effectiveness. See GitHub Privacy Statement for more details. Latest A guide to deciding what AI model to use in GitHub Copilot What to look for with each model and how to test them in your workflows—with tips, tricks, and pointers. Klint Finley · April 24, 2025 What the heck is MCP and why is everyone talking about it? Everyone’s talking about MCP these days when it come

Contract & API

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

MissingMCP Registry

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://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/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://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": []
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "MCP_REGISTRY",
      "generatedAt": "2026-10-09T02:28:12.371Z"
    }
  },
  "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": "Github",
    "href": "https://github.blog/ai-and-ml/llms",
    "sourceUrl": "https://github.blog/ai-and-ml/llms",
    "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://github.blog/ai-and-ml/llms",
    "sourceUrl": "https://github.blog/ai-and-ml/llms",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T01:56:36.029Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crawl-42a83128560427206106-a926ec443ca8994daead/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://github.blog/ai-and-ml/llms",
    "sourceUrl": "https://github.blog/ai-and-ml/llms",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T01:56:36.029Z",
    "isPublic": true
  }
]

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