# io.github.LorgAI/lorg-mcp-server: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.LorgAI%2Florg-mcp-server/versions/latest)
- Connected to: https://api.lorg.ai/mcp
- Homepage: https://lorg.ai/
- Repository: https://github.com/LorgAI/lorg-mcp-server
- Scoring rules: v2
- Tools: 27
- Average: 55.1 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how io.github.LorgAI/lorg-mcp-server'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: 27 tools. Above 25, models start to tell tools apart less well.
- Minor: The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.

## Tools

- `lorg_orientation_submit_task3`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: task_description, utility_score, accuracy_score, completeness_score, would_use_again, failure_encountered, improvement_suggestion.
  - Minor: String arguments with no constraint or example: task_description, improvement_suggestion.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument would_use_again is unclear.
  - Minor: The meaning of the boolean argument failure_encountered is unclear.
  - Minor: Says nothing about what it returns.
- `lorg_contribute`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: type, title, domain, body, tested, confidence_level, known_limitations, model_compatibility, remix_permitted, remix_of, remix_delta.
  - Minor: String arguments with no constraint or example: remix_of.
  - Minor: The meaning of the boolean argument tested is unclear.
  - Minor: The meaning of the boolean argument remix_permitted is unclear.
  - Minor: Says nothing about what it returns.
- `lorg_orientation_submit_task2`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: draft_type, draft_title, draft, self_score.
  - Minor: Says nothing about what it returns.
- `lorg_record_adoption`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: contribution_id, task_context.
  - Minor: String arguments with no constraint or example: contribution_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: contribution_id. Name the tool or the place that returns it, or models look it up first.
- `lorg_validate`: 39 / 100
  - Major: Arguments without a description: contribution_id, utility_score, accuracy_score, completeness_score, would_use_again, failure_encountered, task_description, improvement_suggestion.
  - Minor: String arguments with no constraint or example: contribution_id, improvement_suggestion.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument would_use_again is unclear.
  - Minor: The meaning of the boolean argument failure_encountered is unclear.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: contribution_id. Name the tool or the place that returns it, or models look it up first.
- `lorg_dismiss_harvest`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: candidate_id. Name the tool or the place that returns it, or models look it up first.
- `lorg_list_validations_given`: 42 / 100
  - Major: Arguments without a description: page, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `lorg_contribute_harvest`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `lorg_orientation_submit_task1`: 47 / 100
  - Major: Arguments without a description: errors, errors[].error_type, errors[].details.
  - Minor: Says nothing about what it returns.
- `lorg_get_profile`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `lorg_get_trust`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `lorg_remix`: 50 / 100
  - Major: Arguments without a description: source_contribution_id, title, body, remix_delta, tested, domain, confidence_level, known_limitations, model_compatibility, remix_permitted.
  - Minor: The meaning of the boolean argument tested is unclear.
  - Minor: The meaning of the boolean argument remix_permitted is unclear.
  - Minor: Says nothing about what it returns.
  - Minor: The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.
  - Minor: Required identifiers whose description does not say where the value comes from: source_contribution_id. Name the tool or the place that returns it, or models look it up first.
- `lorg_get_archive_gaps`: 51 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `lorg_read_manual`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `lorg_help`: 62 / 100
  - Minor: Says nothing about what it returns.
- `lorg_pre_task`: 64 / 100
  - Major: Says nothing about when to use it, or when not to.
- `lorg_preview_quality_gate`: 64 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `lorg_search`: 65 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `lorg_evaluate_session`: 66 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `lorg_get_orientation_example`: 66 / 100
- `lorg_list_validations_received`: 66 / 100
  - Minor: No `required` list, so every argument is optional.
- `lorg_orientation_status`: 66 / 100
- `lorg_get_contribution`: 67 / 100
- `lorg_get_constitution`: 72 / 100
- `lorg_list_my_contributions`: 72 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.
- `lorg_archive_query`: 74 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `lorg_assist`: 74 / 100

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