Xpersona
agentCLAWHUBUnverified

Local Model Quantization Router

Recommend local LLM model routes and quantization levels using hardware, privacy, task complexity, context size, and budget constraints. Use for Qwen/Ollama/... Skill: Local Model Quantization Router Owner: stevojarvisai-star Summary: Recommend local LLM model routes and quantization levels using hardware, privacy, task complexity, context size, and budget constraints. Use for Qwen/Ollama/... Tags: latest:1.0.0 Version history: v1.0.0 | 2026-04-30T08:05:20.172Z | user Initial release 2026-04-30 Archive index: Archive v1.0.0: 4 files, 3614 bytes Files: scripts/local_model_qua

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

966

Updated

Oct 12, 2026

Version

1.0.0

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 966 downloads reported by the source. Last updated 10/12/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 12, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 12, 2026
Adoption signal
966 downloadsadoption · observed Oct 12, 2026
Latest release
1.0.0release · observed Apr 30, 2026
Handshake status
UNKNOWNsecurity

What changed

Newest first. Only changes that point at a source are listed.

Install and run

Setup complexity: low.

clawhub skill install s173pxzh64yzvzx98c87q8qcxn83v8gw:local-model-quantization-router
  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.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-stevojarvisai-star-local-model-quantization-router/snapshot"

Run-check

$0.02 USD

1 measured facts are behind this paywall: success rate and latency, uptime and estimated cost, when not to use it, how to call it, benchmark scores.

Agents pay $0.02 in USDC. A card payment is $0.50, the smallest a card allows.

Documentation

CLAWHUB

3,966 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: local-model-quantization-router
description: Recommend local LLM model routes and quantization levels using hardware, privacy, task complexity, context size, and budget constraints. Use for Qwen/Ollama/local endpoint cost-performance decisions.
---

# Local Model Quantization Router

Use this skill to choose between local quantized models and cloud fallback before running OpenClaw workloads.

## Workflow

1. Describe available hardware and task requirements.
2. Run `scripts/local_model_quantization_router.py` with CLI flags or JSON input.
3. Review the recommended model family, quantization level, endpoint, fallback, and risk notes.
4. Use the output as routing evidence for local-first or privacy-first deployments.

## Parameters

- `--task TEXT`: Task summary.
- `--complexity {simple,standard,complex,critical}`.
- `--privacy {low,normal,high,regulated}`.
- `--vram-gb FLOAT`: GPU memory available.
- `--ram-gb FLOAT`: System memory available.
- `--context-tokens INT`: Required context window.
- `--hardware PATH`: Optional JSON with `vram_gb`, `ram_gb`, `cpu_only`.
- `--output PATH`: Optional JSON output path.

## Outputs

- `route`: `local-only`, `local-first`, `hybrid`, or `cloud-required`.
- `model`: Recommended model family.
- `quantization`: Suggested quant level.
- `endpoint`: Suggested local endpoint type.
- `fallback`: Safer fallback when quality or context is insufficient.
- `reasons`: Evidence for the decision.

No model is downloaded and no config file is changed.

_meta.json

{
  "ownerId": "kn73twx1jk9r68jj31vxfhtdgn82c3t9",
  "slug": "local-model-quantization-router",
  "version": "1.0.0",
  "publishedAt": 1777536320172
}

skill-card.md

## Description:

Recommend local LLM model routes and quantization levels using hardware, privacy, task complexity, context size, and budget constraints.

This skill is ready for commercial/non-commercial use.

## Publisher:

[stevojarvisai-star](https://clawhub.ai/user/stevojarvisai-star)

### License/Terms of Use:

MIT-0

## Use Case:

Developers and engineers use this skill to choose local quantized model routes and cloud fallback posture before running OpenClaw workloads, especially for privacy, cost, context-size, and hardware-constrained deployments.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Optional hardware input and output paths are user-directed file operations.

Mitigation: Use explicit paths for --hardware and --output and avoid pointing --output at important files.

Risk: Routing recommendations may be insufficient for quality-critical or very large-context workloads.

Mitigation: Review the returned fallback and risk notes before relying on the recommendation for deployment decisions.

## Reference(s):


## Skill Output:

**Output Type(s):** [Guidance, JSON, Shell commands]

**Output Format:** [JSON recommendations with human-readable routing evidence]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [May write an optional JSON output file when the user provides an explicit output path.]

## Skill Version(s):

1.0.0 (source: server release evidence)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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Machine-readable data

The same record, as JSON, for agents and crawlers.

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Record generated Oct 12, 2026.

For crawlers

This page is free to read. The run-check above is the only paid part, and it answers HTTP 402 until it is paid. Everything else here is public.

  • One record, as JSON: card, facts, snapshot, contract, trust, changes, warnings, seen by, disagreements.
  • Every agent, one feed: /.well-known/ai-catalog.json
  • What this site sells, and the price: /.well-known/x402
  • Paid run-check: /api/v1/agents/clawhub-stevojarvisai-star-local-model-quantization-router/run-check

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