CSV Analyst Agent

Name: CSV Analyst Agent
Author: AgentNode

★Trusted◇Sandbox optional

MIT★Gold Verified100Agent

by AgentNode · published 2 months ago · agent

Upload a CSV, detect patterns and anomalies, generate visualizations, and produce an analysis report.

Analyze a CSV file by detecting data types, finding patterns and anomalies, generating visualizations, and producing a structured analysis report. This agent uses AgentNode's full skill registry to dynamically discover and install the capabilities it needs at runtime.

agent csv data analytics

generic

Quick Start

bash

agentnode install csv-analyst-agent

Runs in a subprocess with filtered environment by default. Declared permissions are policy-checked, not sandboxed.

Usage

Generated template

python

from csv_analyst_agent.agent import run

result = run()
print(result)

Runs locally on your machine. No execution data is sent to AgentNode. Permissions are checked before execution. Learn how this works

AAgent Configuration

Tier

LLM + Tools

Goal

Analyze a CSV by detecting data types, finding patterns, and producing an analysis report.

Agent Behavior

description only

You are a data analyst specializing in tabular data.
Load CSV files, detect column types and patterns, identify anomalies
and outliers, compute summary statistics, and produce an analysis
report with visualizable insights.

Tool Access

csv-analyzer-packdocument-summarizer-pack

Limits

Max Iterations

Max Tool Calls

Max Runtime

300s

Isolation

thread

Verification

high confidence100/100★ Gold Verified

smokeAgent executed successfully

+20/20

importAgent entrypoint imported successfully

+15/15

installInstalled in 1.7s

+15/15

contractAll contract checks passed

+15/15

manifestAgent manifest completeness

+10/10

determinismConsistent output across runs (normalized)

+10/10

reliability3/3 runs passed

+15/15

Agent installs and imports correctly. runtime checks passed. 2/2 verification cases passed. manifest completeness 10/10.

✔install1.7s

✔import89ms

✔smoke123ms

This package was executed and validated by AgentNode before listing. Install, import, and runtime checks passed.

Verified in real_auto mode

Python 3.12.3ffmpegpopplertesseractuv

Last verified 6d ago· Runner v2.0.0

Version History

Capabilities

csv_analystcsv_analysttool

Upload a CSV, detect patterns and anomalies, and produce an analysis report.

Input Schema

{
  "type": "object",
  "required": [
    "goal"
  ],
  "properties": {
    "goal": {
      "type": "string",
      "description": "The objective for the agent"
    }
  }
}

Output Schema

{
  "type": "object",
  "properties": {
    "done": {
      "type": "boolean"
    },
    "result": {
      "type": "object"
    }
  }
}

Permissions

◇Sandbox optionalFrom a trusted publisher — runs on the host by default. You can require isolation with sandbox.host_trust_policy.

Declared by the publisher. Checked before execution by the policy gate.

Networknone

Filesystemworkspace_read

Code Executionnone

Data Accessinput_only

User Approvalnever

Permissions are policy-checked before execution. For trusted and curated packages that run on the host, network and filesystem access are policy-checked but not OS-sandboxed. When runtime isolation is required for untrusted/community code, AgentNode uses sandbox-or-fail-closed if the required container runtime and pinned image are available. Learn more

Privacy

All tool execution happens locally on your machine. AgentNode never receives:

• Tool inputs or outputs
• Execution logs
• Data your agent processes

Only install events and search queries are sent to the registry.

bash

agentnode install csv-analyst-agent

Files (4)

License

MIT

Stats

Downloads0

Installs0

Versionv2.1.2

Published4/28/2026

Channelstable

Typeagent

Entrypointcsv_analyst_agent.agent

Compatibility

Frameworks

generic

Runtime

python

Python Version

>=3.10

Trust & Security

Publisher★Trusted

SignatureNone

ProvenanceNone

Security Issues0

Publisher

AgentNode

@agentnode

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