# io.github.pipehero/pipehero: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.pipehero%2Fpipehero/versions/latest)
- Connected to: https://mcp.pipehero.app/mcp
- Homepage: https://pipehero.app/
- Repository: https://github.com/pipehero/pipehero-mcp
- Scoring rules: v2
- Tools: 25
- Average: 59.2 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how io.github.pipehero/pipehero'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: The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.

## Tools

- `export_api_collection`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: collection_id.
  - 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.
- `get_api_collection`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: collection_id.
  - 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.
- `list_tunnels`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `replay_request`: 49 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `list_api_runs`: 52 / 100
  - Minor: String arguments with no constraint or example: collection_id.
  - 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. Name the tool or the place that returns it, or models look it up first.
- `set_ws_passthrough`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `upsert_api_endpoint`: 52 / 100
  - Minor: Arguments without a description: headers[].name, headers[].value, params[].description, params[].in, params[].name, params[].required, params[].type.
  - Minor: String arguments with no constraint or example: collection_id, headers[].name, headers[].value, params[].description, params[].name, params[].type.
  - Minor: The meaning of the boolean argument params[].required is unclear.
  - 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.
- `get_request`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `list_api_collections`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_api_proposals`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_requests`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_api_monitors`: 55 / 100
  - Minor: String arguments with no constraint or example: collection_id.
  - 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.
- `add_api_example`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: headers[].name, headers[].value.
  - Minor: String arguments with no constraint or example: collection_id, headers[].name, headers[].value.
  - 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.
- `send_test_webhook`: 60 / 100
  - Minor: Says nothing about what it returns.
- `create_api_collection`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_api_endpoint`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: collection_id.
  - 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.
- `import_api_spec`: 62 / 100
  - Minor: Says nothing about what it returns.
- `save_captured_request`: 64 / 100
  - Minor: String arguments with no constraint or example: collection_id.
  - Minor: Required identifiers whose description does not say where the value comes from: collection_id, request_id. Name the tool or the place that returns it, or models look it up first.
- `delete_api_endpoint`: 65 / 100
  - Minor: String arguments with no constraint or example: collection_id.
  - 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. Name the tool or the place that returns it, or models look it up first.
- `set_long_requests`: 65 / 100
  - Minor: Says nothing about what it returns.
- `get_api_share_link`: 68 / 100
  - Minor: String arguments with no constraint or example: collection_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `share_api_collection`: 71 / 100
  - Minor: Arguments without a description: invite[].email, invite[].role.
  - Minor: String arguments with no constraint or example: collection_id, invite[].email.
  - 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.
- `check_api_drift`: 72 / 100
  - Minor: String arguments with no constraint or example: collection_id.
  - 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.
- `run_api_endpoint`: 77 / 100
  - Minor: String arguments with no constraint or example: collection_id.
  - 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.
- `share_api_endpoint`: 77 / 100
  - Minor: Arguments without a description: invite[].email, invite[].role.
  - Minor: String arguments with no constraint or example: collection_id, invite[].email.
  - 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.

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

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