# Pipefork Management MCP (com.pipefork/management): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.pipefork%2Fmanagement/versions/latest)
- Connected to: https://www.pipefork.com/mcp
- Homepage: https://www.pipefork.com/
- Scoring rules: v2
- Tools: 27
- Average: 36.7 / 100 (Rain)
- Near-identical pairs: 12

This page shows how Pipefork Management MCP (com.pipefork/management)'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: 27 tools. Above 25, models start to tell tools apart less well.
- 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

- `deployment_deploy`: 28 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: changelog, apiId.
  - Minor: String arguments with no constraint or example: changelog.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `endpoint_update`: 30 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: endpointId, method, path, queryParameters, queryParameters[].name, queryParameters[].required, queryParameters[].type, queryParameters[].description, response, response.mode, response.statusCode, response.code, response.schema, response.example, response.validateInRuntime, examples, examples.request, examples.request.params, examples.request.query, examples.request.headers, examples.request.body, examples.response, agentTool, agentTool.enabled, agentTool.toolName, agentTool.toolDescription, agentTool.whenToUse, agentTool.inputSchema, agentTool.outputSchema, agentTool.examplePrompts, agentTool.errorSemantics, deprecation, deprecation.deprecated, deprecation.message, deprecation.replacedBy, apiId.
  - Minor: String arguments with no constraint or example: response.mode, deprecation.message, deprecation.replacedBy.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument queryParameters[].required is unclear.
  - Minor: The meaning of the boolean argument response.validateInRuntime is unclear.
  - Minor: The meaning of the boolean argument agentTool.enabled is unclear.
  - Minor: The meaning of the boolean argument deprecation.deprecated is unclear.
  - Minor: Required identifiers whose description does not say where the value comes from: endpointId, apiId. Name the tool or the place that returns it, or models look it up first.
- `api_get`: 31 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `deployment_history`: 31 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `deployment_list`: 31 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `deployment_rollback`: 31 / 100
  - Major: The description only restates the name (7 words).
  - Major: The description is too short (7 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: environmentName, versionId, apiId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: versionId, apiId. Name the tool or the place that returns it, or models look it up first.
- `deployment_undeploy`: 31 / 100
  - Major: The description only restates the name (5 words).
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: environmentName, apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `endpoint_create`: 31 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: endpointId, method, path, queryParameters, queryParameters[].name, queryParameters[].required, queryParameters[].type, queryParameters[].description, initialStepId, apiId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument queryParameters[].required is unclear.
  - Minor: Required identifiers whose description does not say where the value comes from: endpointId, apiId. Name the tool or the place that returns it, or models look it up first.
- `endpoint_delete`: 31 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: endpointId, apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: endpointId, apiId. Name the tool or the place that returns it, or models look it up first.
- `secret_deactivate`: 31 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name.
- `step_delete`: 31 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: endpointId, stepId, apiId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: endpointId, stepId, apiId. Name the tool or the place that returns it, or models look it up first.
- `api_create`: 34 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, slug, description.
  - Minor: The description mentions none of its 3 or more arguments.
- `secret_create`: 36 / 100
  - Major: The description only restates the name (9 words).
  - Major: Arguments without a description: name, description, values, values.dev, values.test, values.prod.
- `secret_rotate`: 36 / 100
  - Major: The description only restates the name (9 words).
  - Major: Arguments without a description: name, values, values.dev, values.test, values.prod.
- `deployment_promote`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId, fromEnvironment, toEnvironment, apiId, fromEnvironment, toEnvironment.
  - Minor: String arguments with no constraint or example: fromEnvironment, toEnvironment, fromEnvironment, toEnvironment.
  - Minor: The description mentions none of its 3 or more arguments.
- `api_list`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: mode.
  - Minor: No `required` list, so every argument is optional.
- `step_create`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId, endpointId, stepId, step.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId, endpointId, stepId. Name the tool or the place that returns it, or models look it up first.
- `step_update`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId, endpointId, stepId, step.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId, endpointId, stepId. Name the tool or the place that returns it, or models look it up first.
- `connection_create`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, description, runtimeKind, baseUrlByEnvironment, authProfileIdByEnvironment, llmProviderConfigIdByEnvironment, defaultHeaders.
  - Minor: The description mentions none of its 3 or more arguments.
- `connection_get`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: id.
  - 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.
- `connection_update`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, description, runtimeKind, baseUrlByEnvironment, authProfileIdByEnvironment, llmProviderConfigIdByEnvironment, defaultHeaders, id.
  - Minor: The description mentions none of its 3 or more arguments.
  - 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.
- `deployment_get_state`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `draft_get`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `draft_validate`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: apiId.
  - Minor: Required identifiers whose description does not say where the value comes from: apiId. Name the tool or the place that returns it, or models look it up first.
- `step_reorder`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: endpointId, stepIds, apiId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: endpointId, stepIds, apiId. Name the tool or the place that returns it, or models look it up first.
- `secret_list`: 49 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
- `connection_list`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.

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