# Send OpenClaw Logfire to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Then review README.md for any prerequisites, environment setup, or post-install checks. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "openclaw-logfire",
    "name": "OpenClaw Logfire",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/namabile/openclaw-logfire",
    "canonicalUrl": "https://clawhub.ai/namabile/openclaw-logfire",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/openclaw-logfire",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-logfire",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "CHANGELOG.md",
      "CONTRIBUTING.md",
      "README.md",
      "SKILL.md",
      "docs/worktracking/2025-12-04-logfire-pubsub-observability-plan.md",
      "docs/worktracking/2026-02-12-openclaw-chief-of-staff-deployment.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "openclaw-logfire",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-02T22:06:20.691Z",
      "expiresAt": "2026-05-09T22:06:20.691Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-logfire",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-logfire",
        "contentDisposition": "attachment; filename=\"openclaw-logfire-0.1.2.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "openclaw-logfire"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/openclaw-logfire"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/openclaw-logfire",
    "downloadUrl": "https://openagent3.xyz/downloads/openclaw-logfire",
    "agentUrl": "https://openagent3.xyz/skills/openclaw-logfire/agent",
    "manifestUrl": "https://openagent3.xyz/skills/openclaw-logfire/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/openclaw-logfire/agent.md"
  }
}
```
## Documentation

### 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

SettingDefaultDescriptionenvironmentdevelopmentDeployment environment labelserviceNameopenclaw-agentOTEL service nameproviderName—GenAI provider (e.g. anthropic)captureToolInputtrueRecord tool argumentsredactSecretstrueStrip API keys and JWTsdistributedTracing.enabledfalseW3C 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

URLData Senthttps://logfire-api.pydantic.dev (US)OTLP traces + metricshttps://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.

### Links

GitHub
npm
Logfire
Blog: We Put OpenClaw Into Production
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: namabile
- Version: 0.1.2
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-05-02T22:06:20.691Z
- Expires at: 2026-05-09T22:06:20.691Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/openclaw-logfire)
- [Send to Agent page](https://openagent3.xyz/skills/openclaw-logfire/agent)
- [JSON manifest](https://openagent3.xyz/skills/openclaw-logfire/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/openclaw-logfire/agent.md)
- [Download page](https://openagent3.xyz/downloads/openclaw-logfire)