# Palmyr (ai.palmyr/palmyr): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ai.palmyr%2Fpalmyr/versions/latest)
- Connected to: https://palmyr.ai/mcp
- Homepage: https://palmyr.ai/
- Repository: https://github.com/0xArtex/Palmyr
- Scoring rules: v2
- Tools: 33
- Average: 43.8 / 100 (Cloudy)
- Near-identical pairs: 3

This page shows how Palmyr (ai.palmyr/palmyr)'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: 33 tools. Above 25, models start to tell tools apart less well.

## Tools

- `email_send`: 33 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: subject, body, html.
  - Minor: String arguments with no constraint or example: to, subject, body, html.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `email_create_inbox`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: solanaPublicKey.
  - Minor: String arguments with no constraint or example: solanaPublicKey.
  - Minor: Says nothing about what it returns.
- `twitter_post`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: proxy_session_id, community_id.
  - Minor: String arguments with no constraint or example: text, proxy_session_id, community_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: account_id. Name the tool or the place that returns it, or models look it up first.
- `phone_buy_number`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: areaCode.
  - Minor: String arguments with no constraint or example: areaCode.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `card_list`: 39 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `email_extend_temp`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `phone_extend_temp`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `phone_read_messages`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `tiktok_accounts`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `tiktok_scheduled`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - 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.
- `compute_deploy`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: location, sshPublicKey.
  - Minor: String arguments with no constraint or example: name, location, sshPublicKey.
  - 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.
- `i402_plan`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: deadline_seconds, constraints.
  - Minor: Says nothing about what it returns.
- `phone_send_sms`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: body.
  - Minor: String arguments with no constraint or example: body.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `domain_register`: 42 / 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.
- `palmyr_capabilities`: 42 / 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.
- `palmyr_pricing`: 42 / 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.
- `tiktok_hooks`: 42 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `tiktok_series`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `card_status`: 44 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `email_create_temp`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `tiktok_post`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: caption, proxy_session_id, country, privacy.
  - Minor: String arguments with no constraint or example: caption, proxy_session_id, country, privacy.
  - Minor: Required identifiers whose description does not say where the value comes from: account_id. Name the tool or the place that returns it, or models look it up first.
- `card_get`: 45 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `email_read_messages`: 45 / 100
  - Minor: Says nothing about what it returns.
- `domain_check`: 47 / 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.
- `phone_temp_number`: 47 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `tiktok_connect_status`: 47 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `tiktok_analytics`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: proxy_session_id, country.
  - Minor: String arguments with no constraint or example: proxy_session_id, country.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: account_id. Name the tool or the place that returns it, or models look it up first.
- `card_buy`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
- `tiktok_cancel_scheduled`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: proxy_session_id, country.
  - Minor: String arguments with no constraint or example: proxy_session_id, country.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: account_id. Name the tool or the place that returns it, or models look it up first.
- `tiktok_niches`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `tiktok_operation_status`: 54 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `tiktok_connect`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: proxy_session_id.
  - Minor: String arguments with no constraint or example: proxy_session_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: account_id. Name the tool or the place that returns it, or models look it up first.
- `wait_for_otp`: 60 / 100

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