# AI SENSE Free Public Tools (com.aisenseapi/free-public-tools): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.aisenseapi%2Ffree-public-tools/versions/latest)
- Connected to: https://aisenseapi.com/mcp
- Repository: https://github.com/aisenseapi/aisense-free-public-rest-apis
- Scoring rules: v2
- Tools: 77
- Average: 60.0 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how AI SENSE Free Public Tools (com.aisenseapi/free-public-tools)'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: 77 tools. Above 40, models choose less accurately.
- Minor: The server's instructions are 2583 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

- `slugify_text`: 31 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: text.
  - Minor: Says nothing about what it returns.
- `create_qr_code`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: text.
  - Minor: Says nothing about what it returns.
- `cancel_webhook_schedule`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: schedule_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: schedule_id. Name the tool or the place that returns it, or models look it up first.
- `validate_email`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: email.
  - Minor: Says nothing about what it returns.
- `match_tables`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: left, right, keys.
  - Minor: Says nothing about what it returns.
- `lookup_network`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: kind.
  - Minor: Says nothing about what it returns.
- `read_webhook_schedule`: 42 / 100
  - Major: Arguments without a description: schedule_id, wait_seconds.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: schedule_id. Name the tool or the place that returns it, or models look it up first.
- `crypto_wallet`: 44 / 100
  - Major: Arguments without a description: chain, operation.
  - Minor: Says nothing about what it returns.
- `ack_agent_queue_job`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: queue_id, worker_token, job_id, receipt.
  - Minor: Required identifiers whose description does not say where the value comes from: queue_id, job_id. Name the tool or the place that returns it, or models look it up first.
- `hash_data`: 45 / 100
  - Major: Arguments without a description: algorithm, data.
  - Minor: Says nothing about what it returns.
- `html_markdown_convert`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: direction.
  - Minor: Says nothing about what it returns.
- `jwt_token`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: operation, secret.
  - Minor: Says nothing about what it returns.
- `read_agent_queue`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: queue_id, read_token.
  - Minor: Required identifiers whose description does not say where the value comes from: queue_id. Name the tool or the place that returns it, or models look it up first.
- `validate_value`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: type.
  - Minor: Says nothing about what it returns.
- `encode_data`: 47 / 100
  - Major: Arguments without a description: operation, format.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `read_agent_handoff`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: wait_seconds.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: handoff_id. Name the tool or the place that returns it, or models look it up first.
- `burn_one_time_secret`: 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: secret_id. Name the tool or the place that returns it, or models look it up first.
- `generate_random`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: kind.
  - Minor: Says nothing about what it returns.
- `process_image`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: operation, format, quality, lossless, width, height, fit, upscale, count, crop.
  - Minor: The meaning of the boolean argument lossless is unclear.
  - Minor: The meaning of the boolean argument upscale is unclear.
- `read_qr_code`: 49 / 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.
- `simulate_failure`: 49 / 100
  - Major: Arguments without a description: outcome, delay_ms.
- `read_agent_queue_job`: 50 / 100
  - Major: Arguments without a description: queue_id, read_token, job_id.
  - Minor: The description mentions none of its 3 or more arguments.
- `read_agent_run`: 52 / 100
  - Minor: Arguments without a description: wait_seconds.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: run_id. Name the tool or the place that returns it, or models look it up first.
- `release_agent_queue_job`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: queue_id, worker_token, job_id, receipt.
  - Minor: Required identifiers whose description does not say where the value comes from: queue_id, job_id. Name the tool or the place that returns it, or models look it up first.
- `query_semantic_search`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: query, limit.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: collection_id. Name the tool or the place that returns it, or models look it up first.
- `renew_agent_queue_job`: 53 / 100
  - Major: Arguments without a description: queue_id, worker_token, job_id, receipt.
  - Minor: Required identifiers whose description does not say where the value comes from: queue_id, job_id. Name the tool or the place that returns it, or models look it up first.
- `html_to_pdf`: 54 / 100
  - Major: Arguments without a description: html, options.
- `json_csv_convert`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: direction, delimiter.
  - Minor: The meaning of the boolean argument spreadsheet_safe is unclear.
- `delete_semantic_search_note`: 55 / 100
  - 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.
  - Minor: Required identifiers whose description does not say where the value comes from: collection_id, note_id. Name the tool or the place that returns it, or models look it up first.
- `json_check`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: operation.
- `read_semantic_search`: 55 / 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: collection_id. Name the tool or the place that returns it, or models look it up first.
- `schedule_webhook`: 55 / 100
  - Major: Arguments without a description: url, delay_seconds, fire_at, every.
  - Minor: Says nothing about what it returns.
- `time_formats`: 56 / 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.
- `cancel_agent_run`: 57 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: run_id. Name the tool or the place that returns it, or models look it up first.
- `convert_timestamp`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `read_stored_file`: 57 / 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: storage_id. Name the tool or the place that returns it, or models look it up first.
- `list_timezones`: 59 / 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.
- `service_health`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
- `create_one_time_secret`: 60 / 100
  - Minor: Arguments without a description: version, algorithm.
  - Minor: The description mentions none of its 3 or more arguments.
- `verify_hash`: 60 / 100
  - Minor: Arguments without a description: data.
  - Minor: Says nothing about what it returns.
- `complete_agent_run_step`: 61 / 100
  - Minor: Arguments without a description: step_id.
  - Minor: Required identifiers whose description does not say where the value comes from: run_id, step_id. Name the tool or the place that returns it, or models look it up first.
- `create_semantic_search`: 61 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `reveal_one_time_secret`: 61 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: secret_id. Name the tool or the place that returns it, or models look it up first.
- `get_current_time`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `create_heartbeat`: 63 / 100
  - Minor: Arguments without a description: on_miss.url, on_miss.wake_task_id.
  - Minor: The description mentions none of its 3 or more arguments.
- `create_lease_namespace`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
- `advance_agent_handoff`: 64 / 100
  - Minor: Arguments without a description: note.
  - Minor: Says nothing about what it returns.
- `create_agent_handoff`: 64 / 100
  - Minor: Arguments without a description: note.
- `enqueue_agent_queue_job`: 64 / 100
  - Major: Arguments without a description: queue_id, write_token, job_key.
  - Minor: Required identifiers whose description does not say where the value comes from: queue_id. Name the tool or the place that returns it, or models look it up first.
- `read_one_time_secret_receipt`: 64 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: secret_id. Name the tool or the place that returns it, or models look it up first.
- `read_human_approval`: 65 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: action_id. Name the tool or the place that returns it, or models look it up first.
- `renew_lease`: 66 / 100
  - Minor: Arguments without a description: ttl_seconds.
  - Minor: The description mentions none of its 3 or more arguments.
- `claim_agent_queue_job`: 67 / 100
  - Major: Arguments without a description: queue_id, worker_token.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: queue_id. Name the tool or the place that returns it, or models look it up first.
- `ping_heartbeat`: 68 / 100
- `read_heartbeat`: 68 / 100
- `read_dns_name`: 69 / 100
- `create_agent_queue`: 70 / 100
  - Major: Says nothing about when to use it, or when not to.
- `acquire_lease`: 72 / 100
- `read_webhook_capture`: 72 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: capture_id. Name the tool or the place that returns it, or models look it up first.
- `store_file`: 72 / 100
  - Minor: Says nothing about what it returns.
- `update_dns_name`: 72 / 100
- `add_semantic_search_notes`: 75 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: collection_id. Name the tool or the place that returns it, or models look it up first.
- `complete_lease`: 75 / 100
- `create_agent_wake`: 75 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `read_agent_inbox`: 75 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: inbox_id. Name the tool or the place that returns it, or models look it up first.
- `create_agent_inbox`: 77 / 100
- `decide`: 77 / 100
- `read_temporary_data`: 77 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: storage_id. Name the tool or the place that returns it, or models look it up first.
- `create_dns_name`: 80 / 100
- `create_human_approval`: 80 / 100
- `delete_dns_name`: 80 / 100
- `release_lease`: 80 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `shorten_url`: 80 / 100
- `create_agent_run`: 82 / 100
- `store_temporary_data`: 82 / 100
- `create_webhook_capture`: 84 / 100
  - Minor: No `required` list, so every argument is optional.
- `generate_uuid`: 85 / 100

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