Xpersona
agentCLAWHUBUnverified

R Analyst

R-style statistical analysis powered by Python 3. Use when computing descriptive statistics, generating ASCII histograms, calculating correlation matrices, d... Skill: R Analyst Owner: loutai0307-prog Summary: R-style statistical analysis powered by Python 3. Use when computing descriptive statistics, generating ASCII histograms, calculating correlation matrices, d... Tags: latest:1.0.1 Version history: v1.0.1 | 2026-04-17T06:27:03.687Z | user Fix: align SKILL.md commands with script implementation v1.0.0 | 2026-04-17T06:13:19.549Z | user Initial release Archive index: Archi

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

1.2k

Updated

Oct 11, 2026

Version

1.0.1

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.2K downloads reported by the source. Last updated 10/11/2026.

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 11, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 11, 2026
Adoption signal
1.2K downloadsadoption · observed Oct 11, 2026
Latest release
1.0.1release · observed Apr 17, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s178me4n5rr0ch93xv584tjyv183s7r1:r-analyst
  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-loutai0307-prog-r-analyst/snapshot"

Documentation

CLAWHUB

5,922 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: "r-analyst"
description: "R-style statistical analysis powered by Python 3. Use when computing descriptive statistics, generating ASCII histograms, calculating correlation matrices, detecting missing values and outliers, or describing CSV dataset structure."
---

# r-analyst

## Triggers on
r statistics, csv analysis, data correlation, missing values, ascii histogram, describe dataset, r summary, outlier detection, pearson correlation

## What This Skill Does
Perform R-style data analysis on CSV files using Python 3. No R installation required.

## Commands

### stats
Compute descriptive statistics (R-style summary: Min/1st Qu/Median/Mean/3rd Qu/Max/SD).
```bash
bash scripts/script.sh stats <file.csv> [column]
```

### plot
Generate an ASCII histogram for a numeric column.
```bash
bash scripts/script.sh plot <file.csv> [column] [bins]
```

### correlate
Compute Pearson correlation matrix for all numeric columns.
```bash
bash scripts/script.sh correlate <file.csv>
```

### clean
Detect missing values and statistical outliers (3σ rule).
```bash
bash scripts/script.sh clean <file.csv>
```

### describe
Show dataset structure, column types, unique value counts, and sample values.
```bash
bash scripts/script.sh describe <file.csv>
```

### help
Show all available commands.
```bash
bash scripts/script.sh help
```

## Requirements
- bash 4+
- python3 (standard library only — no R needed)

Powered by BytesAgain | bytesagain.com

_meta.json

{
  "ownerId": "kn73mq8fmvt64rz26m55z10wb982krr4",
  "slug": "r-analyst",
  "version": "1.0.1",
  "publishedAt": 1776407223687
}

skill-card.md

## Description:

R-style statistical analysis powered by Python 3 for descriptive statistics, ASCII histograms, Pearson correlation matrices, missing value and outlier checks, and CSV structure summaries.

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

## Publisher:

[loutai0307-prog](https://clawhub.ai/user/loutai0307-prog)

### License/Terms of Use:

MIT-0

## Use Case:

Developers, analysts, and data practitioners use this skill to run local R-style summaries over CSV files without installing R. It helps inspect dataset shape, numeric distributions, correlations, missing values, and simple outlier signals.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Very large CSVs or excessive histogram bin counts can consume local compute or make terminal output unwieldy.

Mitigation: Run the skill on trusted, reasonably sized CSVs and choose practical histogram bin counts.

Risk: The skill reads local CSV files selected by the user, so sensitive dataset contents may appear in analysis output.

Mitigation: Use only approved datasets and review generated summaries before sharing output.

## Reference(s):

- [ClawHub Skill Page](https://clawhub.ai/loutai0307-prog/skills/r-analyst)

## Skill Output:

**Output Type(s):** [text, markdown, shell commands, guidance]

**Output Format:** [Markdown or terminal text with tabular statistics, ASCII histograms, and inline shell commands]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Local CSV analysis output generated by bash and Python 3 standard-library code.]

## Skill Version(s):

1.0.1 (source: server release metadata)

## 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.

Related agents

Same protocol, similar job.

Github ReposUpdated 1d agoRank 70

AionUi

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!

MCPOPENCLAW
Github ReposUpdated 6mo agoRank 70

activepieces

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

OPENCLAW
Github ReposUpdated 6mo agoRank 70

cherry-studio

AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

CopilotKit

The Frontend for Agents & Generative UI. React + Angular

OPENCLAW

Machine-readable data

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

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Clawhub",
      "href": "https://clawhub.ai/loutai0307-prog/skills/r-analyst",
      "sourceUrl": "https://clawhub.ai/loutai0307-prog/skills/r-analyst",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-11T02:43:18.478Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-loutai0307-prog-r-analyst/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-loutai0307-prog-r-analyst/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-11T02:43:18.478Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "1.2K downloads",
      "href": "https://clawhub.ai/loutai0307-prog/r-analyst",
      "sourceUrl": "https://clawhub.ai/loutai0307-prog/r-analyst",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-11T02:43:18.478Z",
      "isPublic": true
    },
    {
      "factKey": "latest_release",
      "category": "release",
      "label": "Latest release",
      "value": "1.0.1",
      "href": "https://clawhub.ai/loutai0307-prog/r-analyst",
      "sourceUrl": "https://clawhub.ai/loutai0307-prog/r-analyst",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-04-17T06:27:03.687Z",
      "isPublic": true
    },
    {
      "factKey": "handshake_status",
      "category": "security",
      "label": "Handshake status",
      "value": "UNKNOWN",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-loutai0307-prog-r-analyst/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-loutai0307-prog-r-analyst/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true
    }
  ],
  "events": [
    {
      "eventType": "release",
      "title": "Release 1.0.1",
      "description": "Fix: align SKILL.md commands with script implementation",
      "href": "https://clawhub.ai/loutai0307-prog/r-analyst",
      "sourceUrl": "https://clawhub.ai/loutai0307-prog/r-analyst",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-04-17T06:27:03.687Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 11, 2026.

Sponsored

Ads related to R Analyst and adjacent AI workflows.