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Install in OpenClaw
/install ollama-model-tuner
Description
Locally fine-tune Ollama models, prompts, and LoRAs using custom datasets and evaluation metrics without requiring cloud resources.
Usage Guidance
This package is misleading/incomplete: it advertises fine‑tuning and LoRA support but only contains a small inference script. Before installing or running it: (1) ask the author for the missing files (prompts/system.md) and a real CLI or entrypoint, (2) verify/obtain clear install instructions for the 'ollama' Python client and any dependencies, (3) review any additional code the author provides to confirm actual training steps, (4) run the code in an isolated environment (container/VM) and with non‑sensitive data, and (5) prefer skills with a verifiable source/homepage or published install mechanisms. If you need true local fine‑tuning, use a vetted tool or official Ollama documentation rather than this incomplete skill.
Capability Analysis
Type: OpenClaw Skill
Name: ollama-model-tuner
Version: 1.0.0
The skill bundle contains a Python script (`scripts/tune.py`) that is vulnerable to Local File Inclusion (LFI). The script directly uses `sys.argv[2]` as a file path for `dataset_file` without sanitization, allowing an attacker to read arbitrary files on the system by providing a malicious path. This critical vulnerability allows unauthorized data access, classifying the skill as suspicious.
Capability Assessment
Purpose & Capability
The README/description claims fine‑tuning, LoRA tuning, and benchmarking, but the provided script (scripts/tune.py) only runs inference (ollama.chat) over up to 10 samples. Promised capabilities (training/LoRA application/evaluation metrics) are not implemented. SKILL.md references prompts/system.md and a CLI name (!ollama-model-tuner) that do not exist in the manifest.
Instruction Scope
Runtime instructions point users to run a CLI (!ollama-model-tuner) and reference files that aren't included. The SKILL.md does not explain how to install or provide the executable, so following the instructions will likely fail. The instructions do not request sensitive system files or extra credentials (no evidence of exfiltration), but their vagueness grants broad discretion and is inconsistent with the actual code.
Install Mechanism
There is no install spec (instruction-only), which is low risk, but the included Python script depends on the 'ollama' Python package and a running Ollama service; no dependency or install guidance is provided. This mismatch means the skill may not run as described and could lead users to run ad-hoc install commands from unknown sources.
Credentials
The skill requests no environment variables, credentials, or config paths. The only runtime dependency is the 'ollama' Python client which typically communicates with a local Ollama daemon; this is proportionate to the described local usage.
Persistence & Privilege
The skill is not always-on and does not request elevated or persistent system privileges. It does not modify other skills or system-wide settings in the provided files.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ollama-model-tuner - After installation, invoke the skill by name or use
/ollama-model-tuner - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
v1 launch: Local Ollama prompt/model tuning.
Metadata
Frequently Asked Questions
What is Ollama Model Tuner?
Locally fine-tune Ollama models, prompts, and LoRAs using custom datasets and evaluation metrics without requiring cloud resources. It is an AI Agent Skill for Claude Code / OpenClaw, with 847 downloads so far.
How do I install Ollama Model Tuner?
Run "/install ollama-model-tuner" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Ollama Model Tuner free?
Yes, Ollama Model Tuner is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Ollama Model Tuner support?
Ollama Model Tuner is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Ollama Model Tuner?
It is built and maintained by Goroni (@gblockchainnetwork); the current version is v1.0.0.
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