Xpersona

Crawler Summary

weave-integration answer-first brief

Add W&B Weave observability and LLM tracing to any project. Use when instrumenting LLM calls for token visibility, latency tracking, cost analysis, or debugging. Supports TypeScript/Node.js and Python projects. Weave provides automatic tracing for OpenAI, Anthropic, and 20+ LLM providers with minimal code changes. --- name: weave-integration description: Add W&B Weave observability and LLM tracing to any project. Use when instrumenting LLM calls for token visibility, latency tracking, cost analysis, or debugging. Supports TypeScript/Node.js and Python projects. Weave provides automatic tracing for OpenAI, Anthropic, and 20+ LLM providers with minimal code changes. --- Weave Integration Add $1 observability to any LLM project. Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

weave-integration is best for general automation workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 94/100

weave-integration

Add W&B Weave observability and LLM tracing to any project. Use when instrumenting LLM calls for token visibility, latency tracking, cost analysis, or debugging. Supports TypeScript/Node.js and Python projects. Weave provides automatic tracing for OpenAI, Anthropic, and 20+ LLM providers with minimal code changes. --- name: weave-integration description: Add W&B Weave observability and LLM tracing to any project. Use when instrumenting LLM calls for token visibility, latency tracking, cost analysis, or debugging. Supports TypeScript/Node.js and Python projects. Weave provides automatic tracing for OpenAI, Anthropic, and 20+ LLM providers with minimal code changes. --- Weave Integration Add $1 observability to any LLM project.

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals2 GitHub stars

Capability contract not published. No trust telemetry is available yet. 2 GitHub stars reported by the source. Last updated 4/15/2026.

2 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Altryne

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. 2 GitHub stars reported by the source. Last updated 4/15/2026.

View Source

Setup snapshot

git clone https://github.com/altryne/weavify-skill.git
  1. 1

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

  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

Altryne

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Adoption (1)

Adoption signal

2 GitHub stars

profilemedium
Observed Apr 15, 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 Apr 15, 2026Source linkProvenance

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

0

Examples

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

# TypeScript/Node.js
npm install weave

# Python
pip install weave

bash

export WANDB_API_KEY="your-key-here"

typescript

// TypeScript
import * as weave from 'weave';
await weave.init('your-team/project-name');

python

# Python
import weave
weave.init('your-team/project-name')

typescript

// TypeScript - CommonJS: works out of the box
import OpenAI from 'openai';
import * as weave from 'weave';

await weave.init('my-project');
const client = new OpenAI();
// All calls now traced automatically

typescript

// TypeScript
const myFunction = weave.op(async (input: string) => {
  // your code here
  return result;
});

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Add W&B Weave observability and LLM tracing to any project. Use when instrumenting LLM calls for token visibility, latency tracking, cost analysis, or debugging. Supports TypeScript/Node.js and Python projects. Weave provides automatic tracing for OpenAI, Anthropic, and 20+ LLM providers with minimal code changes. --- name: weave-integration description: Add W&B Weave observability and LLM tracing to any project. Use when instrumenting LLM calls for token visibility, latency tracking, cost analysis, or debugging. Supports TypeScript/Node.js and Python projects. Weave provides automatic tracing for OpenAI, Anthropic, and 20+ LLM providers with minimal code changes. --- Weave Integration Add $1 observability to any LLM project.

Full README

name: weave-integration description: Add W&B Weave observability and LLM tracing to any project. Use when instrumenting LLM calls for token visibility, latency tracking, cost analysis, or debugging. Supports TypeScript/Node.js and Python projects. Weave provides automatic tracing for OpenAI, Anthropic, and 20+ LLM providers with minimal code changes.

Weave Integration

Add W&B Weave observability to any LLM project. Weave traces all LLM calls, captures tokens/latency/costs, and provides a UI for debugging and evaluation.

Quick Start

1. Install

# TypeScript/Node.js
npm install weave

# Python
pip install weave

2. Get API Key

Set WANDB_API_KEY environment variable. Get key from wandb.ai/settings.

export WANDB_API_KEY="your-key-here"

3. Initialize

// TypeScript
import * as weave from 'weave';
await weave.init('your-team/project-name');

# Python
import weave
weave.init('your-team/project-name')

4. Trace LLM Calls

Auto-patching (supported providers traced automatically):

// TypeScript - CommonJS: works out of the box
import OpenAI from 'openai';
import * as weave from 'weave';

await weave.init('my-project');
const client = new OpenAI();
// All calls now traced automatically

Manual wrapping (for custom functions or unsupported libs):

// TypeScript
const myFunction = weave.op(async (input: string) => {
  // your code here
  return result;
});

# Python
@weave.op()
def my_function(input: str):
    return result

TypeScript Setup Details

See references/typescript.md for:

  • ESM configuration (--import=weave/instrument)
  • Bundler compatibility (Next.js, Vite)
  • Manual patching fallback

Supported Providers (Auto-traced)

OpenAI, Anthropic, Cohere, Mistral, Google, Groq, Together AI, LiteLLM, Azure, Bedrock, Cerebras, HuggingFace, OpenRouter, NVIDIA NIM, and more.

Full list: https://docs.wandb.ai/weave/guides/integrations

Integration Workflow

When adding Weave to a project:

  1. Find LLM call sites — search for OpenAI/Anthropic client usage
  2. Add weave.init() — early in app startup, before any LLM calls
  3. Verify auto-patching — check traces appear in W&B UI
  4. Wrap custom functions — use weave.op() for additional visibility
  5. Add cost tracking — Weave tracks tokens automatically for supported providers

Viewing Traces

After running your app:

  • Open wandb.ai → Your project → Weave tab
  • See all traces with inputs, outputs, latency, token usage, costs
  • Filter, search, and export call data

Environment Variables

| Variable | Purpose | |----------|---------| | WANDB_API_KEY | Authentication (required) | | WEAVE_IMPLICITLY_PATCH_INTEGRATIONS | Set false to disable auto-patching |

Common Patterns

Wrap Existing Client

import { wrapOpenAI } from 'weave';
import OpenAI from 'openai';

const client = wrapOpenAI(new OpenAI());

Trace Class Methods

class MyAgent {
  @weave.op
  async predict(prompt: string) {
    return "response";
  }
}

Add Display Names

const myOp = weave.op(myFunction, {
  callDisplayName: (input) => `Custom Name: ${input}`
});

Clawdbot-Specific Integration

For Clawdbot/similar Node.js agents:

  1. Locate the LLM client initialization (usually Anthropic/OpenAI SDK)
  2. Add weave.init() in the main entry point
  3. For ESM, add --import=weave/instrument to node invocation
  4. All provider calls will be traced to W&B

Troubleshooting

  • No traces appearing: Check WANDB_API_KEY is set
  • ESM not patching: Use --import=weave/instrument flag
  • Bundler issues: Mark LLM libs as external in config
  • Manual fallback: Use wrapOpenAI() or explicit weave.op() wrappers

Contract & API

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

MissingGITHUB OPENCLEW

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/altryne-weavify-skill/snapshot"
curl -s "https://xpersona.co/api/v1/agents/altryne-weavify-skill/contract"
curl -s "https://xpersona.co/api/v1/agents/altryne-weavify-skill/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.

Self-declaredprotocol-neighbors
GITHUB_REPOSactivepieces

Rank

70

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

70

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

70

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

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents
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/altryne-weavify-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/altryne-weavify-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/altryne-weavify-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/altryne-weavify-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/altryne-weavify-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/altryne-weavify-skill/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:53:07.443Z"
    }
  },
  "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": "Altryne",
    "href": "https://github.com/altryne/weavify-skill",
    "sourceUrl": "https://github.com/altryne/weavify-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:14:24.342Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/altryne-weavify-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/altryne-weavify-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:14:24.342Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "2 GitHub stars",
    "href": "https://github.com/altryne/weavify-skill",
    "sourceUrl": "https://github.com/altryne/weavify-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:14:24.342Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/altryne-weavify-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/altryne-weavify-skill/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
  }
]

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