# LLM Pricing (io.github.skakumanu/llm-pricing-mcp-server): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.skakumanu%2Fllm-pricing-mcp-server/versions/latest)
- Connected to: https://llm-pricing-api.fly.dev/mcp
- Repository: https://github.com/skakumanu/llm-pricing-mcp-server
- Scoring rules: v2
- Tools: 32
- Average: 54.7 / 100 (Cloudy)
- Near-identical pairs: 1

This page shows how LLM Pricing (io.github.skakumanu/llm-pricing-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: 32 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

- `get_performance_metrics`: 29 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_use_cases`: 32 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: provider.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `estimate_cost`: 35 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_all_pricing`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `ask_agent`: 46 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `delete_price_alert`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Major: It may be destructive, but destructiveHint is not set.
- `get_telemetry`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_pricing_history`: 48 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `list_price_alerts`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get_cache_stats`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Major: It may be destructive, but destructiveHint is not set.
- `delete_budget_alert`: 51 / 100
  - Minor: Says nothing about what it returns.
  - Major: It may be destructive, but destructiveHint is not set.
  - Minor: Required identifiers whose description does not say where the value comes from: alert_id. Name the tool or the place that returns it, or models look it up first.
- `delete_conversation`: 51 / 100
  - Minor: Says nothing about what it returns.
  - Major: It may be destructive, but destructiveHint is not set.
- `list_budget_alerts`: 53 / 100
  - Minor: Says nothing about what it returns.
- `manage_price_alert`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Major: It may be destructive, but destructiveHint is not set.
- `get_data_quality`: 55 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `register_price_alert`: 55 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Major: It may be destructive, but destructiveHint is not set.
- `get_usage_summary`: 56 / 100
  - Minor: Says nothing about what it returns.
- `list_conversations`: 56 / 100
  - Minor: Says nothing about what it returns.
- `check_price_drift`: 58 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `support_chat`: 58 / 100
- `compare_costs`: 59 / 100
  - Minor: Says nothing about what it returns.
- `get_pricing_trends`: 60 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `predict_cost`: 60 / 100
- `get_pricing_export_url`: 62 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `recommend_model`: 62 / 100
- `get_ide_pricing`: 63 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `register_budget_alert`: 63 / 100
- `analyze_session_usage`: 65 / 100
- `record_usage`: 66 / 100
  - Minor: Says nothing about what it returns.
- `dispatch`: 70 / 100
  - Minor: Arguments without a description: messages[].role, messages[].content.
  - Minor: String arguments with no constraint or example: messages[].content.
- `import_session_usage`: 73 / 100
- `optimize_workload`: 77 / 100

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