# IA-QA Data & Dev — 36 tools (io.github.JcJamet/ia-qa-data): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.JcJamet%2Fia-qa-data/versions/latest)
- Connected to: https://www.ia-qa.com/mcp/data
- Repository: https://github.com/ia-qa-com/mcp
- Scoring rules: v2
- Tools: 36
- Average: 64.5 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how IA-QA Data & Dev — 36 tools (io.github.JcJamet/ia-qa-data)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Minor: 36 tools. Above 25, models start to tell tools apart less well.
- Minor: The server's instructions are 2125 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.

## Tools

- `json_to_csv`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: delimiter.
  - Minor: The description mentions none of its 3 or more arguments.
- `lorem_ipsum`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `mock_from_schema`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
- `base64_decode`: 55 / 100
- `case_convert`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
- `cron_parse`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
- `json_to_yaml`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
- `number_base_convert`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `url_encode`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: input.
- `xml_to_json`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `count_code_lines`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
- `generate_slug`: 58 / 100
  - Minor: String arguments with no constraint or example: input, separator.
- `flatten_json`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: separator.
  - Minor: The description mentions none of its 3 or more arguments.
- `lint_commit_message`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `url_decode`: 60 / 100
- `timestamp_convert`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `base64_encode`: 63 / 100
  - Minor: String arguments with no constraint or example: input.
- `extract_json_path`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
- `diff_text`: 65 / 100
  - Minor: String arguments with no constraint or example: a, b.
- `openapi_validate`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
- `color_convert`: 68 / 100
- `parse_csv`: 68 / 100
- `env_parse`: 70 / 100
- `json_diff`: 70 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
- `text_stats`: 70 / 100
- `validate_email`: 70 / 100
- `generate_uuid`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
- `decode_jwt`: 73 / 100
- `format_json`: 73 / 100
- `hash_text`: 73 / 100
  - Minor: String arguments with no constraint or example: input.
- `yaml_to_json`: 73 / 100
- `find_tool`: 75 / 100
- `json_schema_generate`: 77 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `json_schema_validate`: 78 / 100
- `rate_tool`: 78 / 100
- `regex_test`: 80 / 100

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