CSV Editor

load_csv_from_content

Load CSV data from a string content, specifying delimiter and header presence for flexible parsing.

Instructions

Load CSV data from string content.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "content": "<content>"
    },
    "name": "load_csv_from_content"
  }
}

Input Schema

Name	Required	Default
`content`	Yes
`delimiter`	No	,
`session_id`	No
`has_header`	No

Output Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedv1.0.1May 3, 2026
- addedInput schema / additionalProperties
```
Added value: +false
```
Changed4 schema fields changedv1.0.0Jan 3, 2026
- removedInput schema / properties / content / title
```
Removed value: -"Content"
```
- removedInput schema / properties / delimiter / title
```
Removed value: -"Delimiter"
```
- removedInput schema / properties / has_header / title
```
Removed value: -"Has Header"
```
- removedInput schema / properties / session_id / title
```
Removed value: -"Session Id"
```
First observedAug 15, 2025

TDQS

B3/5.0

Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, and the description does not disclose any behavioral traits such as whether the tool mutates state, requires authentication, or handles sessions. The one-sentence description is entirely insufficient for transparency.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence that efficiently conveys the core purpose. It is front-loaded and avoids redundancy, but could include more detail without being overly verbose.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Despite having an output schema, the description omits important context such as how the loaded data is returned, session interaction, and parameter roles. It is inadequate for a tool with four parameters and no annotations.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With 0% schema description coverage, the description adds no meaning for the delimiter, session_id, or has_header parameters. Only the 'content' parameter is implied by the description, leaving three parameters unexplained.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool loads CSV data from a string content. It distinguishes itself from sibling tools like 'load_csv' and 'load_csv_from_url' by specifying the source as string content.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage when CSV data is available as a string, but it does not explicitly mention when to use this tool over alternatives or provide exclusions. The context is clear but lacks direct guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.