# toolfound (com.toolfound/toolfound): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.toolfound%2Ftoolfound/versions/latest)
- Connected to: https://toolfound.com/api/mcp
- Homepage: https://toolfound.com/
- Scoring rules: v2
- Tools: 32
- Average: 51.1 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how toolfound (com.toolfound/toolfound)'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.

## Tools

- `toolfound_find_by_task`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: task, pricing.
- `toolfound_claim_listing`: 45 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `toolfound_get_trending`: 45 / 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.
- `toolfound_listing_copy`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, audience, problem, outcome, differentiator.
  - Minor: The description mentions none of its 3 or more arguments.
- `toolfound_get_verified_board`: 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.
- `toolfound_verify_submission`: 48 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `toolfound_campaign_links`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: websiteUrl, source, medium, campaign, content.
  - Minor: The description mentions none of its 3 or more arguments.
- `toolfound_campaign_url_cleaner`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: url, mode.
- `toolfound_distribution_plan`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: launchDate, channels.
- `toolfound_feedback_interview_planner`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: goal, participants, minutes, stage.
  - Minor: String arguments with no constraint or example: participants, minutes.
- `toolfound_launch_readiness`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, websiteUrl, tagline, description, logoURL.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `toolfound_launch_review`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: visits, signups, conversions.
  - Minor: The description mentions none of its 3 or more arguments.
- `toolfound_newsletter_readiness`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, websiteUrl, newsAngle, audience, logoURL.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `toolfound_share_preview`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, tagline.
- `toolfound_software_cost_comparison`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: seats, aName, aPrice, aBilling, aSetup, aUsage, bName, bPrice, bBilling, bSetup, bUsage.
  - Minor: String arguments with no constraint or example: seats, aPrice, aSetup, aUsage, bPrice, bSetup, bUsage.
- `toolfound_list_categories`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `toolfound_sponsorship_break_even`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: cost, revenue, margin, signupRate, customerRate.
  - Minor: String arguments with no constraint or example: cost, revenue, margin, signupRate, customerRate.
- `toolfound_color_contrast`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: foreground, background.
- `toolfound_csv_deduplicator`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: csv.
- `toolfound_directory_matcher`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: segment, cost, launchModel, dofollow.
- `toolfound_get_launch_calendar`: 52 / 100
  - Minor: No `required` list, so every argument is optional.
- `toolfound_get_launch_status`: 52 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `toolfound_json_to_csv`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: json.
- `toolfound_relaunch_decision`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: change, audienceChanged, listingCurrent, evidence, measurementReady.
- `toolfound_get_badge`: 53 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `toolfound_get_product`: 53 / 100
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `toolfound_get_alternatives`: 55 / 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.
- `toolfound_relaunch`: 55 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `toolfound_inspect_public_link`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `toolfound_check_verification`: 58 / 100
  - Minor: Says nothing about what it returns.
- `toolfound_submit_product`: 63 / 100
- `toolfound_search_tools`: 65 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.

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