# Keelen (io.github.jamie7893/keelen): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.jamie7893%2Fkeelen/versions/latest)
- Connected to: https://keelen.ai/mcp
- Repository: https://github.com/jamie7893/keelen-mcp
- Scoring rules: v2
- Tools: 49
- Average: 57.8 / 100 (Cloudy)
- Near-identical pairs: 1

This page shows how Keelen (io.github.jamie7893/keelen)'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

- Major: 49 tools. Above 40, models choose less accurately.
- Minor: The server's instructions are 3808 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

- `delete_project`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
- `get_request_status`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id, thread_id.
  - Minor: String arguments with no constraint or example: project_id, thread_id.
- `resolve_platform_regression`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: escalation_id, decision_md.
  - Minor: String arguments with no constraint or example: escalation_id, decision_md.
  - Minor: Required identifiers whose description does not say where the value comes from: escalation_id. Name the tool or the place that returns it, or models look it up first.
- `reorder_roadmap`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id, ordered_ids.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, ordered_ids. Name the tool or the place that returns it, or models look it up first.
- `retire_steering_rule`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id, rule_id.
  - Minor: String arguments with no constraint or example: project_id, rule_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, rule_id. Name the tool or the place that returns it, or models look it up first.
- `retire_steering_rules`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id, rule_ids.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, rule_ids. Name the tool or the place that returns it, or models look it up first.
- `answer_request`: 48 / 100
  - Major: Arguments without a description: project_id, thread_id, answers.
  - Minor: String arguments with no constraint or example: project_id, thread_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, thread_id. Name the tool or the place that returns it, or models look it up first.
- `list_steering_rules`: 48 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
- `rearm_roadmap_item`: 48 / 100
  - Major: Arguments without a description: escalation_id.
  - Minor: String arguments with no constraint or example: escalation_id.
  - Minor: Required identifiers whose description does not say where the value comes from: escalation_id. Name the tool or the place that returns it, or models look it up first.
- `refine_request`: 48 / 100
  - Major: Arguments without a description: project_id, thread_id, feedback_md.
  - Minor: String arguments with no constraint or example: project_id, thread_id, feedback_md.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, thread_id. Name the tool or the place that returns it, or models look it up first.
- `cancel_roadmap_item`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id, item_id.
  - Minor: String arguments with no constraint or example: project_id, item_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, item_id. Name the tool or the place that returns it, or models look it up first.
- `clear_horizon_pin`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: project_id, item_id.
  - Minor: String arguments with no constraint or example: project_id, item_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, item_id. Name the tool or the place that returns it, or models look it up first.
- `archive_project`: 51 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `retry_blocked_task`: 51 / 100
  - Major: Arguments without a description: escalation_id, decision_md.
  - Minor: String arguments with no constraint or example: escalation_id, decision_md.
- `list_escalations`: 52 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `set_product_vision`: 52 / 100
  - Major: Arguments without a description: project_id, vision_md.
  - Minor: String arguments with no constraint or example: project_id, vision_md.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `remove_cancelled_dependency`: 53 / 100
  - Major: Arguments without a description: escalation_id, task_id, predecessor_task_id.
  - Minor: String arguments with no constraint or example: escalation_id.
  - Minor: Required identifiers whose description does not say where the value comes from: escalation_id. Name the tool or the place that returns it, or models look it up first.
- `get_billing`: 54 / 100
  - Major: Arguments without a description: plan.
  - Minor: No `required` list, so every argument is optional.
- `list_roadmap`: 54 / 100
  - Major: Arguments without a description: project_id, status.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `approve_steering_rule`: 55 / 100
  - Major: Arguments without a description: project_id, rule_id.
  - Minor: String arguments with no constraint or example: project_id, rule_id.
- `get_product_goal`: 55 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `get_product_vision`: 55 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `get_provisioning_status`: 55 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `rollback_roblox_place`: 55 / 100
  - Major: Arguments without a description: project_id, version_number.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `set_product_goal`: 55 / 100
  - Major: Arguments without a description: project_id, goal_md.
  - Minor: String arguments with no constraint or example: project_id, goal_md.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `list_projects`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `resolve_escalation`: 58 / 100
  - Major: Arguments without a description: escalation_id, decision_md.
  - Minor: String arguments with no constraint or example: escalation_id, decision_md.
  - Minor: Required identifiers whose description does not say where the value comes from: escalation_id. Name the tool or the place that returns it, or models look it up first.
- `signup`: 58 / 100
  - Major: Arguments without a description: email.
  - Minor: String arguments with no constraint or example: email.
- `stop_iteration`: 58 / 100
  - Major: Arguments without a description: project_id, iter_n, reason.
  - Minor: String arguments with no constraint or example: project_id, reason.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `answer_planning_question`: 60 / 100
  - Major: Arguments without a description: escalation_id, answer_md.
  - Minor: String arguments with no constraint or example: escalation_id, answer_md.
  - Minor: Required identifiers whose description does not say where the value comes from: escalation_id. Name the tool or the place that returns it, or models look it up first.
- `project_digest`: 60 / 100
  - Major: Arguments without a description: project_id, since.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `submit_request`: 60 / 100
  - Major: Arguments without a description: project_id, text, workflow_profile.
  - Minor: String arguments with no constraint or example: project_id, text.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `verify_email`: 60 / 100
  - Major: Arguments without a description: email, code.
  - Minor: String arguments with no constraint or example: email, code.
- `replan_task`: 61 / 100
  - Major: Arguments without a description: project_id, task_id, title, body_md, acceptance_criteria, decision_md, workspace_strategy, recovery_source_pr_number.
  - Minor: String arguments with no constraint or example: project_id, task_id, title, body_md, decision_md.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, task_id. Name the tool or the place that returns it, or models look it up first.
- `get_control_gap_findings`: 63 / 100
  - Major: Arguments without a description: project_id, limit, include_all.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: The meaning of the boolean argument include_all is unclear.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `get_legal_exposure_findings`: 63 / 100
  - Major: Arguments without a description: project_id, limit, include_all.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: The meaning of the boolean argument include_all is unclear.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `project_status`: 63 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `run_control_gap_review`: 63 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `run_security_review`: 63 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `create_project`: 65 / 100
  - Major: Arguments without a description: name, build_description, project_kind, private, preview_command, org, engine, ci_runs_on, framework.
  - Minor: String arguments with no constraint or example: name, build_description, project_kind.
  - Minor: The meaning of the boolean argument private is unclear.
- `requeue_for_review`: 65 / 100
  - Major: Arguments without a description: task_id, expected_head_sha, reason, request_id.
  - Minor: String arguments with no constraint or example: task_id, expected_head_sha, reason, request_id.
  - Minor: Required identifiers whose description does not say where the value comes from: task_id, request_id. Name the tool or the place that returns it, or models look it up first.
- `control_scheduler`: 68 / 100
  - Major: Arguments without a description: project_id, action.
  - Minor: String arguments with no constraint or example: project_id, action.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `run_legal_exposure_review`: 68 / 100
  - Major: Arguments without a description: project_id.
  - Minor: String arguments with no constraint or example: project_id.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.
- `connect_github`: 72 / 100
  - Major: Says nothing about when to use it, or when not to.
- `close_task`: 73 / 100
  - Major: Arguments without a description: project_id, task_id, reason, superseded_by_task_id, superseded_by_pr_number.
  - Minor: String arguments with no constraint or example: project_id, task_id, reason.
  - Minor: Required identifiers whose description does not say where the value comes from: project_id, task_id. Name the tool or the place that returns it, or models look it up first.
- `import_project`: 73 / 100
  - Minor: The description is long (553 words). It helps selection but costs steps and tokens.
  - Major: Arguments without a description: repo_full_name, engine, build_description, project_kind, stack, preview_command.
  - Minor: String arguments with no constraint or example: repo_full_name.
- `open_dashboard`: 75 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_onboarding_status`: 80 / 100
  - 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.
- `list_github_repos`: 85 / 100

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