# Annalist (io.github.ryanroskowski/annalist): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.ryanroskowski%2Fannalist/versions/latest)
- Connected to: https://api.annalist.dev/mcp
- Homepage: https://annalist.dev/
- Repository: https://github.com/ryanroskowski/annalist-ledger
- Scoring rules: v2
- Tools: 43
- Average: 38.6 / 100 (Rain)
- Near-identical pairs: 0

This page shows how Annalist (io.github.ryanroskowski/annalist)'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: 43 tools. Above 40, models choose less accurately.

## Tools

- `ai_changes`: 24 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: days, provider, model.
  - Minor: String arguments with no constraint or example: days, provider, model.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `apis_changes`: 24 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: days, api, breaking.
  - Minor: String arguments with no constraint or example: days, api, breaking.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `checks_changes`: 24 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: host, days.
  - Minor: String arguments with no constraint or example: host, days.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `outcomes_list`: 26 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: category, q.
  - Minor: String arguments with no constraint or example: q.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `packages_watch`: 26 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: ecosystem, days.
  - Minor: String arguments with no constraint or example: days.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `apis_api`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name.
  - Minor: String arguments with no constraint or example: name.
  - Minor: No `required` list, so every argument is optional.
  - 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.
- `checks_seller`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: address.
  - Minor: String arguments with no constraint or example: address.
  - Minor: Says nothing about what it returns.
- `web_readiness`: 27 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: domain.
  - Minor: String arguments with no constraint or example: domain.
  - Minor: Says nothing about what it returns.
- `ai_retirements`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: model, platform, days.
  - Minor: String arguments with no constraint or example: model, platform, days.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `checks_top`: 29 / 100
  - Major: Arguments without a description: category.
  - Minor: String arguments with no constraint or example: category.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `crowd_states`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: state.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `deps_digest`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: npm, pypi, crates, go, apis, models, mcp, x402, days.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `web_census`: 29 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: signal, platform.
  - Minor: String arguments with no constraint or example: signal, platform.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `ai_prices`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: model, provider, mode, min_context, max_input, sort, limit.
  - Minor: String arguments with no constraint or example: model, provider, mode, min_context, max_input, limit.
  - Minor: No `required` list, so every argument is optional.
- `annalist_weekly_report`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: date.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `checks_service`: 32 / 100
  - Major: Arguments without a description: host, url.
  - Minor: String arguments with no constraint or example: host, url.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `mcp_server`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, url.
  - Minor: String arguments with no constraint or example: name, url.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `outcomes_market`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - Minor: Says nothing about what it returns.
- `prices_benchmarks`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: tag, price.
  - Minor: String arguments with no constraint or example: tag, price.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `prices_service`: 32 / 100
  - Major: Arguments without a description: host, url.
  - Minor: String arguments with no constraint or example: host, url.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `mcp_changes`: 34 / 100
  - Major: Arguments without a description: days, name, url.
  - Minor: String arguments with no constraint or example: days, name, url.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `packages_check`: 34 / 100
  - Major: Arguments without a description: ecosystem, name.
  - Minor: String arguments with no constraint or example: name.
  - Minor: Says nothing about what it returns.
- `annalist_baserates`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: state.
  - Minor: No `required` list, so every argument is optional.
- `commerce_stores`: 36 / 100
  - Major: Arguments without a description: ships_to, capability, payment, currency, agent_checkout, min_return_days, platform, limit.
  - Minor: String arguments with no constraint or example: ships_to, capability, payment, currency, agent_checkout, platform.
  - Minor: No `required` list, so every argument is optional.
- `crowd_changes`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `crowd_history`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: state.
  - Minor: String arguments with no constraint or example: from.
  - Minor: Says nothing about what it returns.
- `annalist_verify_service`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `perp_full`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `annalist_about`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `annalist_market_sample`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `annalist_track_record`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `crowd_market`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `hip3_market`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `hlp_vault`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `liq_market`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `smart_market`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `annalist_verify_store`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `liq_perp`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `annalist_verify_mcp`: 52 / 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.
- `mcp_top`: 54 / 100
  - Minor: Says nothing about what it returns.
- `smart_perp`: 55 / 100
  - Minor: Says nothing about what it returns.
- `crowd_perp`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `hip3_perp`: 58 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.

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