# FirmLedger (ke.co.firmledger/firmledger): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ke.co.firmledger%2Ffirmledger/versions/latest)
- Connected to: https://mcp.firmledger.co.ke/mcp
- Scoring rules: v2
- Tools: 49
- Average: 55.3 / 100 (Cloudy)
- Near-identical pairs: 1

This page shows how FirmLedger (ke.co.firmledger/firmledger)'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 4129 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

- `get_notifications`: 28 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: unread_only, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument unread_only is unclear.
  - Minor: Says nothing about what it returns.
- `mark_notifications_read`: 41 / 100
  - Major: Arguments without a description: notification_id, all.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument all is unclear.
  - Minor: Says nothing about what it returns.
- `get_watchlist`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_leads`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: box, status, limit, page.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `list_webhooks`: 44 / 100
  - Minor: Arguments without a description: limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `set_lead_status`: 44 / 100
  - Major: Arguments without a description: lead_id, status.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: lead_id. Name the tool or the place that returns it, or models look it up first.
- `get_analytics`: 46 / 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.
- `list_countries`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_my_tickets`: 48 / 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.
- `manage_job`: 48 / 100
  - Major: Arguments without a description: action, job_id, title, role_type, location, apply_url, description.
  - Minor: Required identifiers whose description does not say where the value comes from: job_id. Name the tool or the place that returns it, or models look it up first.
- `export_watchlist_csv`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get_lead`: 49 / 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: lead_id. Name the tool or the place that returns it, or models look it up first.
- `list_ad_packages`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_plans`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `create_support_ticket`: 50 / 100
  - Minor: Arguments without a description: subject, category.
  - Minor: Says nothing about what it returns.
- `get_api_status`: 51 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `list_categories`: 51 / 100
  - Minor: Says nothing about what it returns.
- `manage_webhooks`: 51 / 100
  - Minor: Arguments without a description: action, label, categories.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `update_my_listing`: 52 / 100
  - Major: Arguments without a description: name, tagline, description, website, email, phone, country, city, region, address, logo_url, founded, size, tags.
  - Minor: Says nothing about what it returns.
- `create_webhook`: 53 / 100
  - Major: Arguments without a description: label, events, categories.
  - Minor: Says nothing about what it returns.
- `get_news`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get_relationships`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `prepare_listing_claim`: 55 / 100
  - Minor: Arguments without a description: method.
  - Minor: Says nothing about what it returns.
- `list_jobs`: 56 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `request_listing_removal`: 57 / 100
  - Minor: Says nothing about what it returns.
- `start_lead`: 57 / 100
  - Minor: Arguments without a description: phone, message.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_listing`: 59 / 100
  - Minor: Says nothing about what it returns.
- `get_my_listings`: 59 / 100
  - Minor: Says nothing about what it returns.
- `list_api_keys`: 59 / 100
  - Minor: Says nothing about what it returns.
- `manage_api_keys`: 59 / 100
  - Minor: Arguments without a description: action.
  - Minor: Says nothing about what it returns.
- `refresh_listing_news`: 59 / 100
  - Minor: Says nothing about what it returns.
- `refresh_listing_scores`: 59 / 100
  - Minor: Says nothing about what it returns.
- `reply_to_lead`: 59 / 100
  - Minor: Arguments without a description: lead_id.
  - Minor: Required identifiers whose description does not say where the value comes from: lead_id. Name the tool or the place that returns it, or models look it up first.
- `manage_lead`: 60 / 100
  - Minor: Arguments without a description: action.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: lead_id. Name the tool or the place that returns it, or models look it up first.
- `prepare_listing_submission`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.
- `compare_listings`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_connection_status`: 62 / 100
  - Minor: Says nothing about what it returns.
- `refresh_listing_tech`: 62 / 100
  - Minor: Says nothing about what it returns.
- `reply_to_ticket`: 62 / 100
  - Minor: Says nothing about what it returns.
- `revoke_connection`: 62 / 100
  - Minor: Says nothing about what it returns.
- `request_authentication`: 64 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `watchlist_add`: 64 / 100
  - Minor: Says nothing about what it returns.
- `watchlist_remove`: 64 / 100
  - Minor: Says nothing about what it returns.
- `connection_status`: 65 / 100
  - Minor: Says nothing about what it returns.
- `check_domain`: 66 / 100
  - Major: Says nothing about when to use it, or when not to.
- `post_job`: 66 / 100
  - Minor: Arguments without a description: title, role_type, description.
  - Minor: Says nothing about what it returns.
- `prepare_advertising`: 66 / 100
- `search_listings`: 71 / 100
  - Minor: No `required` list, so every argument is optional.
- `prepare_upgrade`: 73 / 100
  - Minor: No `required` list, so every argument is optional.

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