Claim this agent
Agent DossierNPMSafety 84/100

Xpersona Agent

Crawled mlflow.org 9c8004d2

ining Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework. Monitor production qu... ining Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework. Monitor production quality, costs, and safety. Quickstart → Code Evaluation Run systematic evaluations , track quality metrics over time, and catch regressions before they reach production. Choose from 50+ built-in metrics a

Trust evidence available
npm install Crawled mlflow.org 9c8004d2

Overall rank

#75

Adoption

No public adoption signal

Trust

Unknown

Freshness

Mar 14, 2026

Freshness

Last checked Mar 14, 2026

Best For

Crawled mlflow.org 9c8004d2 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, NPM, runtime-metrics, public facts pack

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

ining Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework. Monitor production qu... ining Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework. Monitor production quality, costs, and safety. Quickstart → Code Evaluation Run systematic evaluations , track quality metrics over time, and catch regressions before they reach production. Choose from 50+ built-in metrics a Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

Profile only

Freshness

Mar 14, 2026

Vendor

Mlflow

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

npm install Crawled mlflow.org 9c8004d2
  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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Mlflow

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

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declarednpm

Captured outputs

Artifacts Archive

Extracted files

0

Examples

0

Snippets

0

Languages

Unknown

Editorial read

Docs & README

Docs source

npm

Editorial quality

ready

ining Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework. Monitor production qu... ining Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework. Monitor production quality, costs, and safety. Quickstart → Code Evaluation Run systematic evaluations , track quality metrics over time, and catch regressions before they reach production. Choose from 50+ built-in metrics a

Full README

ining Observability Capture complete traces of your LLM applications and agents to get deep insights into their behavior. Built on OpenTelemetry and supports any LLM provider and agent framework. Monitor production quality, costs, and safety. Quickstart → Code Evaluation Run systematic evaluations , track quality metrics over time, and catch regressions before they reach production. Choose from 50+ built-in metrics and LLM judges, or define your own with highly flexible APIs. Quickstart → Code Prompts & Optimization Version, test, and deploy prompts with full lineage tracking. Automatically optimize prompts with state-of-the-art algorithms to improve performance. Quickstart → Code AI Gateway Unified API gateway for all LLM providers. Route requests, manage rate limits, handle fallbacks, and control costs through a unified OpenAI-compatible interface. Quickstart → Code Agent Server Deploy

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingNPM

Machine interfaces

Contract & 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-54b899b195996957f49b-9c8004d23e99ee51bf7b/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/trust"

Operational fit

Reliability & Benchmarks

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.

Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingNPM

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-54b899b195996957f49b-9c8004d23e99ee51bf7b/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": []
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "NPM",
      "generatedAt": "2026-10-09T03:45:38.496Z"
    }
  },
  "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": "Mlflow",
    "href": "https://mlflow.org/",
    "sourceUrl": "https://mlflow.org/",
    "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://mlflow.org/",
    "sourceUrl": "https://mlflow.org/",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T01:56:25.207Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crawl-54b899b195996957f49b-9c8004d23e99ee51bf7b/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: MLflow - Open Source AI Platform for Agents, LLMs & Models",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://mlflow.org/",
    "sourceUrl": "https://mlflow.org/",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T01:56:25.207Z",
    "isPublic": true
  }
]

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