How should openclaw-logfire be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

openclaw-logfire answer-first brief

Pydantic Logfire observability — OTEL GenAI traces, tool call spans, token metrics, distributed tracing --- name: openclaw-logfire description: Pydantic Logfire observability — OTEL GenAI traces, tool call spans, token metrics, distributed tracing version: 0.1.2 homepage: https://github.com/Ultrathink-Solutions/openclaw-logfire metadata: openclaw: primaryEnv: LOGFIRE_TOKEN requires: env: - LOGFIRE_TOKEN --- OpenClaw Logfire Plugin Pydantic $1 observability plugin for OpenClaw. Traces the full agent lifecycle with $1 — Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 3/1/2026.

Freshness

Last checked 3/1/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

openclaw-logfire is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 78/100

openclaw-logfire

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Mar 1, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 3/1/2026.

1 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Mar 1, 2026

Vendor

Ultrathink Solutions

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

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

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 3/1/2026.

View Source

Setup snapshot

git clone https://github.com/Ultrathink-Solutions/openclaw-logfire.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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

Ultrathink Solutions

profilemedium

Observed Mar 1, 2026Source link Provenance

Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium

Observed Feb 24, 2026Source link Provenance

Auth modes

api_key

contracthigh

Observed Feb 24, 2026Source link Provenance

Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh

Observed Feb 24, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

Observed Mar 1, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

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

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

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

Self-declaredGITHUB OPENCLEW

Extracted files

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

bash

openclaw plugins install @ultrathink-solutions/openclaw-logfire

bash

export LOGFIRE_TOKEN="your-token"

json

{
  "plugins": {
    "entries": {
      "openclaw-logfire": {
        "enabled": true,
        "config": {}
      }
    }
  }
}

text

invoke_agent chief-of-staff          (root span)
  |-- execute_tool Read              (file read)
  |-- execute_tool exec              (shell command)
  |-- execute_tool Write             (file write)

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: openclaw-logfire description: Pydantic Logfire observability — OTEL GenAI traces, tool call spans, token metrics, distributed tracing version: 0.1.2 homepage: https://github.com/Ultrathink-Solutions/openclaw-logfire metadata: openclaw: primaryEnv: LOGFIRE_TOKEN requires: env: - LOGFIRE_TOKEN

OpenClaw Logfire Plugin

Pydantic Logfire observability plugin for OpenClaw. Traces the full agent lifecycle with OTEL GenAI semantic conventions — tool calls, token usage, errors, and optional distributed tracing across services.

Install

openclaw plugins install @ultrathink-solutions/openclaw-logfire

Set your Logfire write token:

export LOGFIRE_TOKEN="your-token"

Add to openclaw.json:

{
  "plugins": {
    "entries": {
      "openclaw-logfire": {
        "enabled": true,
        "config": {}
      }
    }
  }
}

Restart OpenClaw. Traces appear in your Logfire dashboard.

What It Traces

Every agent invocation produces a span tree:

invoke_agent chief-of-staff          (root span)
  |-- execute_tool Read              (file read)
  |-- execute_tool exec              (shell command)
  |-- execute_tool Write             (file write)

Spans follow OTEL GenAI semantic conventions: gen_ai.agent.name, gen_ai.tool.name, gen_ai.usage.input_tokens, gen_ai.usage.output_tokens, etc.

Metrics

gen_ai.client.token.usage — token count histogram (input/output)
gen_ai.client.operation.duration — agent invocation latency

Key Configuration

| Setting | Default | Description | |---------|---------|-------------| | environment | development | Deployment environment label | | serviceName | openclaw-agent | OTEL service name | | providerName | — | GenAI provider (e.g. anthropic) | | captureToolInput | true | Record tool arguments | | redactSecrets | true | Strip API keys and JWTs | | distributedTracing.enabled | false | W3C traceparent propagation |

Security & Privacy

Secret redaction (on by default): Strips API keys, platform tokens, JWTs, and credentials from recorded tool arguments before export
Tool output is not captured by default (captureToolOutput: false)
Message content is not captured by default (captureMessageContent: false)
Data destination: Traces are exported via OTLP HTTP to Pydantic Logfire (US or EU region). No other external endpoints are contacted.
No local persistence: All data is streamed to Logfire; nothing is written to disk

External Endpoints

| URL | Data Sent | |-----|-----------| | https://logfire-api.pydantic.dev (US) | OTLP traces + metrics | | https://logfire-api-eu.pydantic.dev (EU) | OTLP traces + metrics |

By using this plugin, trace and metric data is sent to Pydantic Logfire. Only install if you trust this destination.

Contract & API

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

Verifiedcapability-contract

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

ready

Auth

api_key

Streaming

Yes

Data region

global

Protocol support

OpenClaw: self-declared

Requires: openclew, lang:typescript, streaming

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.

Trust confidence is not low and verification freshness is acceptable.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/snapshot"

curl -s "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract"

curl -s "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/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

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

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

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

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

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript",
    "streaming"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": true,
  "inputSchemaRef": "https://github.com/Ultrathink-Solutions/openclaw-logfire#input",
  "outputSchemaRef": "https://github.com/Ultrathink-Solutions/openclaw-logfire#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:41:55.786Z",
  "sourceUpdatedAt": "2026-02-24T19:41:55.786Z",
  "freshnessSeconds": 4420842
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:42:38.638Z"
    }
  },
  "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": "Ultrathink Solutions",
    "href": "https://github.com/Ultrathink-Solutions/openclaw-logfire",
    "sourceUrl": "https://github.com/Ultrathink-Solutions/openclaw-logfire",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-01T06:03:21.115Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/Ultrathink-Solutions/openclaw-logfire",
    "sourceUrl": "https://github.com/Ultrathink-Solutions/openclaw-logfire",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-01T06:03:21.115Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:41:55.786Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:55.786Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/Ultrathink-Solutions/openclaw-logfire#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:55.786Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/ultrathink-solutions-openclaw-logfire/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
  }
]

openclaw-logfire answer-first brief

Executive Summary

Evidence Ledger

Release & Crawl Timeline

Artifacts Archive

Docs & README

OpenClaw Logfire Plugin

Install

What It Traces

Metrics

Key Configuration

Security & Privacy

External Endpoints

Links

Contract & API

Reliability & Benchmarks

Media & Demo

Related Agents