How should qwen3 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

qwen3 answer-first brief

Install and set up Qwen3 locally. Detects your platform (macOS, Linux, WSL2), checks memory, and installs the right model size automatically. --- name: qwen3 description: Install and set up Qwen3 locally. Detects your platform (macOS, Linux, WSL2), checks memory, and installs the right model size automatically. allowed-tools: Bash(python3:*),Bash(brew:*),Bash(ollama:*),Bash(curl:*),Bash(systemctl:*) user-invocable: true --- Qwen3 Setup Get Qwen3 running locally with one command. This skill handles all the complexity: - **Platform detection**: macOS (Apple Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

qwen3 is best for run 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 94/100

qwen3

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Getaifs

Artifacts

Benchmarks

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Unpublished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 4/15/2026.

View Source

Setup snapshot

git clone https://github.com/getaifs/qwen3-skill.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

Getaifs

profilemedium

Observed Apr 15, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Apr 15, 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

# Check your system
python3 ~/.claude/skills/qwen3/setup.py status

# Install everything (recommended)
python3 ~/.claude/skills/qwen3/setup.py install

# Or install a specific size
python3 ~/.claude/skills/qwen3/setup.py install --model qwen3:8b

text

1. Check status:
   python3 ~/.claude/skills/qwen3/setup.py status

2. If not ready, install:
   python3 ~/.claude/skills/qwen3/setup.py install

3. Verify working:
   python3 ~/.claude/skills/qwen3/setup.py verify

bash

brew services restart ollama
# or run directly:
ollama serve

bash

sudo systemctl restart ollama
# or run directly:
ollama serve

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: qwen3 description: Install and set up Qwen3 locally. Detects your platform (macOS, Linux, WSL2), checks memory, and installs the right model size automatically. allowed-tools: Bash(python3:),Bash(brew:),Bash(ollama:),Bash(curl:),Bash(systemctl:*) user-invocable: true

Qwen3 Setup

Get Qwen3 running locally with one command. This skill handles all the complexity:

Platform detection: macOS (Apple Silicon & Intel), Linux, WSL2
Memory analysis: Recommends the right model size for your hardware
Installation: Installs ollama and pulls the optimal Qwen3 model
NVIDIA support: Detects GPU VRAM on Linux/WSL2 for larger models

Quick Start

# Check your system
python3 ~/.claude/skills/qwen3/setup.py status

# Install everything (recommended)
python3 ~/.claude/skills/qwen3/setup.py install

# Or install a specific size
python3 ~/.claude/skills/qwen3/setup.py install --model qwen3:8b

Commands

| Command | Description | |---------|-------------| | status | Check platform, memory, and current setup | | install | Full installation (ollama + optimal model) | | install --model qwen3:Xb | Install specific model size | | pull | Pull model only (ollama must be running) | | verify | Test that Qwen3 is working |

Model Sizes

| Model | Parameters | Memory Required | Best For | |-------|------------|-----------------|----------| | qwen3:0.6b | 0.6B | ~1 GB | Testing, low-memory systems | | qwen3:1.7b | 1.7B | ~2 GB | Light tasks | | qwen3:4b | 4B | ~3 GB | General use | | qwen3:8b | 8B | ~6 GB | Good balance | | qwen3:14b | 14B | ~10 GB | High quality | | qwen3:32b | 32B | ~20 GB | Best quality | | qwen3:30b-a3b | 30B MoE | ~18 GB | Efficient large model |

Platform Support

macOS (Apple Silicon)

Uses unified memory (RAM = VRAM)
Homebrew for ollama installation
Can run models up to ~75% of total RAM

macOS (Intel)

CPU inference only
Slower but works
Recommend smaller models (4B-8B)

Linux (NVIDIA GPU)

Detects GPU and VRAM automatically
Uses VRAM for model loading
Best performance for large models

WSL2

Detected automatically
NVIDIA GPU passthrough supported
Same as Linux otherwise

Workflow for Claude

When user needs a local LLM:

1. Check status:
   python3 ~/.claude/skills/qwen3/setup.py status

2. If not ready, install:
   python3 ~/.claude/skills/qwen3/setup.py install

3. Verify working:
   python3 ~/.claude/skills/qwen3/setup.py verify

Troubleshooting

Ollama won't start on macOS:

brew services restart ollama
# or run directly:
ollama serve

Ollama won't start on Linux:

sudo systemctl restart ollama
# or run directly:
ollama serve

Model too slow:

Try a smaller model: --model qwen3:4b
Check available memory with status

Out of memory:

Use a smaller model
Close other applications
On Linux: check VRAM with nvidia-smi

Contract & API

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

MissingGITHUB OPENCLEW

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

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/getaifs-qwen3-skill/snapshot"

curl -s "https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/contract"

curl -s "https://xpersona.co/api/v1/agents/getaifs-qwen3-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

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": "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/getaifs-qwen3-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/getaifs-qwen3-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": "2026-04-17T01:00:21.796Z"
    }
  },
  "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"
    },
    {
      "key": "run",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:run|supported|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": "Getaifs",
    "href": "https://github.com/getaifs/qwen3-skill",
    "sourceUrl": "https://github.com/getaifs/qwen3-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:15:45.205Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T03:15:45.205Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/getaifs-qwen3-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/getaifs-qwen3-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
  }
]