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Install in OpenClaw
/install vecml-automl
Description
VecML AutoML — Drop a CSV, train an ML model, get predictions. One command. Use when the user asks to: train a model, upload data, run predictions, classify,...
Usage Guidance
This skill legitimately uploads CSV files to an external VecML API to train models — that is its purpose. Before installing, consider: 1) Do not upload sensitive or regulated data (PII, PHI, secrets) unless you trust VecML and have an appropriate contract/controls. 2) Create an API key scoped/minimized for this use and rotate it if shared. 3) The script may be run by the agent autonomously; if you want manual confirmation before uploads, require the agent to ask you first. 4) If you need the service endpoint to differ, VECML_API_URL is supported as an env override (not listed in metadata). 5) Review the VecML homepage/API docs and ensure the service's privacy/retention policies meet your needs. If any of these are unacceptable, do not install or only run on synthetic/non-sensitive datasets for testing.
Capability Analysis
Type: OpenClaw Skill
Name: vecml-automl
Version: 1.1.0
The skill bundle provides a legitimate interface for the VecML AutoML service, allowing users to train and query machine learning models using CSV data. The Python script (vecml-pipeline.py) uses standard libraries to process data and communicate with the official API endpoint (aidb.vecml.com), with no evidence of malicious execution, obfuscation, or unauthorized data exfiltration beyond the intended service functionality.
Capability Assessment
Purpose & Capability
Name/description (AutoML: upload CSV, train, predict) match the actual behavior. The script posts base64-encoded CSVs, creates projects, triggers training, and fetches metrics from the VecML API at aidb.vecml.com by default. The single required env var (VECML_API_KEY) is appropriate for a hosted ML API.
Instruction Scope
SKILL.md and vecml-pipeline.py explicitly read local CSV files, sample headers, and base64-encode & upload the data to the VecML API. This is expected for the stated purpose, but it means user data (potentially sensitive) is transmitted off-host. SKILL.md also instructs running the included script from the workspace path and using shell commands like head -1 to show headers — those are within scope. If users expect data to remain local, that expectation would be violated.
Install Mechanism
No install spec; the skill is instruction-only with a bundled Python script. It relies only on standard Python stdlib (urllib, csv, base64) and requires no external downloads or package installs. This is low-risk from an install mechanism perspective.
Credentials
Declared required env var is VECML_API_KEY, which is proportional. The code also reads optional env vars VECML_API_URL and VECML_PROJECT (defaults provided) — these are not listed in metadata but are harmless optional overrides. No other credentials or system paths are requested.
Persistence & Privilege
always is false and the skill does not request permanent or elevated privileges. It does not modify other skills or system-wide configs. The skill will run autonomously if the agent decides to invoke it (platform default), which is expected for skills.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install vecml-automl - After installation, invoke the skill by name or use
/vecml-automl - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.0
v1.1: One-command pipeline script, auto-detects columns, drops IDs/free-text, proper CSV handling, visual output with metrics and feature bars
v1.0.0
Initial release — full ML pipeline: upload, train, predict, feature importance via VecML API
Metadata
Frequently Asked Questions
What is VecML AutoML?
VecML AutoML — Drop a CSV, train an ML model, get predictions. One command. Use when the user asks to: train a model, upload data, run predictions, classify,... It is an AI Agent Skill for Claude Code / OpenClaw, with 154 downloads so far.
How do I install VecML AutoML?
Run "/install vecml-automl" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is VecML AutoML free?
Yes, VecML AutoML is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does VecML AutoML support?
VecML AutoML is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created VecML AutoML?
It is built and maintained by Tin Le (@tinle2); the current version is v1.1.0.
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