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

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://www.pipefork.com/mcp
Homepage
www.pipefork.com
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

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.

servers/com.pipefork/management
Average score
36.7 / 100Rain
Tools
27
Near-identical descriptions
12

Across the server

  • Minor
    27 tools. Above 25, models start to tell tools apart less well.many_tools
  • 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.instructions_missing

Tools whose descriptions are nearly the same

12 of 12 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
endpoint_deletestep_delete0.830.33
connection_createconnection_update0.780.33
draft_getdraft_validate0.750.33
step_createstep_update0.750.33
endpoint_createstep_create0.710.33
endpoint_updatestep_update0.710.33
endpoint_createendpoint_update0.670.33
endpoint_createendpoint_delete0.670.33
endpoint_updateendpoint_delete0.670.33
secret_createsecret_rotate0.670.33
step_createstep_delete0.620.33
step_updatestep_delete0.620.33

Tools

deployment_deploy

28 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
7 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: changelog, apiId.param_no_description
  • Minor
    String arguments with no constraint or example: changelog.loose_string_param
  • 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.id_source_missing

endpoint_update

30 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
9 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • 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.param_no_description
  • Minor
    Its description is nearly the same as step_update's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use step_update instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_create's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use endpoint_create instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_delete's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use endpoint_delete instead.confusable_pair
  • Minor
    String arguments with no constraint or example: response.mode, deprecation.message, deprecation.replacedBy.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The meaning of the boolean argument queryParameters[].required is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument response.validateInRuntime is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument agentTool.enabled is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument deprecation.deprecated is unclear.vague_boolean
  • 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.id_source_missing

api_get

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId.param_no_description
  • 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.id_source_missing

deployment_history

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (6 words).restates_name
  • Major
    The description is too short (6 words).too_short
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId.param_no_description
  • 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.id_source_missing

deployment_list

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId.param_no_description
  • 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.id_source_missing

deployment_rollback

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (7 words).restates_name
  • Major
    The description is too short (7 words).too_short
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: environmentName, versionId, apiId.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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.id_source_missing

deployment_undeploy

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (5 words).restates_name
  • Major
    The description is too short (5 words).too_short
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: environmentName, apiId.param_no_description
  • 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.id_source_missing

endpoint_create

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: endpointId, method, path, queryParameters, queryParameters[].name, queryParameters[].required, queryParameters[].type, queryParameters[].description, initialStepId, apiId.param_no_description
  • Minor
    Its description is nearly the same as step_create's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use step_create instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_update's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use endpoint_update instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_delete's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use endpoint_delete instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The meaning of the boolean argument queryParameters[].required is unclear.vague_boolean
  • 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.id_source_missing

endpoint_delete

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: endpointId, apiId.param_no_description
  • Minor
    Its description is nearly the same as step_delete's (similarity 0.83); only the names and schemas tell them apart. Say in this description when to use step_delete instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_create's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use endpoint_create instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_update's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use endpoint_update instead.confusable_pair
  • 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.id_source_missing

secret_deactivate

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: name.param_no_description

step_delete

31 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: endpointId, stepId, apiId.param_no_description
  • Minor
    Its description is nearly the same as endpoint_delete's (similarity 0.83); only the names and schemas tell them apart. Say in this description when to use endpoint_delete instead.confusable_pair
  • Minor
    Its description is nearly the same as step_create's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use step_create instead.confusable_pair
  • Minor
    Its description is nearly the same as step_update's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use step_update instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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.id_source_missing

api_create

34 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    The description only restates the name (8 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: name, slug, description.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

secret_create

36 / 100Rain

Purpose
6 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Arguments without a description: name, description, values, values.dev, values.test, values.prod.param_no_description
  • Minor
    Its description is nearly the same as secret_rotate's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use secret_rotate instead.confusable_pair

secret_rotate

36 / 100Rain

Purpose
6 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Arguments without a description: name, values, values.dev, values.test, values.prod.param_no_description
  • Minor
    Its description is nearly the same as secret_create's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use secret_create instead.confusable_pair

deployment_promote

37 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId, fromEnvironment, toEnvironment, apiId, fromEnvironment, toEnvironment.param_no_description
  • Minor
    String arguments with no constraint or example: fromEnvironment, toEnvironment, fromEnvironment, toEnvironment.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

api_list

38 / 100Rain

Purpose
13 / 20
When to use
0 / 20
Arguments
7 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: mode.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

step_create

38 / 100Rain

Purpose
13 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId, endpointId, stepId, step.param_no_description
  • Minor
    Its description is nearly the same as step_update's (similarity 0.75); only the names and schemas tell them apart. Say in this description when to use step_update instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_create's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use endpoint_create instead.confusable_pair
  • Minor
    Its description is nearly the same as step_delete's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use step_delete instead.confusable_pair
  • 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.id_source_missing

step_update

38 / 100Rain

Purpose
13 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId, endpointId, stepId, step.param_no_description
  • Minor
    Its description is nearly the same as step_create's (similarity 0.75); only the names and schemas tell them apart. Say in this description when to use step_create instead.confusable_pair
  • Minor
    Its description is nearly the same as endpoint_update's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use endpoint_update instead.confusable_pair
  • Minor
    Its description is nearly the same as step_delete's (similarity 0.62); only the names and schemas tell them apart. Say in this description when to use step_delete instead.confusable_pair
  • 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.id_source_missing

connection_create

41 / 100Cloudy

Purpose
13 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: name, description, runtimeKind, baseUrlByEnvironment, authProfileIdByEnvironment, llmProviderConfigIdByEnvironment, defaultHeaders.param_no_description
  • Minor
    Its description is nearly the same as connection_update's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use connection_update instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

connection_get

41 / 100Cloudy

Purpose
13 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: id.param_no_description
  • 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.id_source_missing

connection_update

41 / 100Cloudy

Purpose
13 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: name, description, runtimeKind, baseUrlByEnvironment, authProfileIdByEnvironment, llmProviderConfigIdByEnvironment, defaultHeaders, id.param_no_description
  • Minor
    Its description is nearly the same as connection_create's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use connection_create instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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.id_source_missing

deployment_get_state

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId.param_no_description
  • 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.id_source_missing

draft_get

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId.param_no_description
  • Minor
    Its description is nearly the same as draft_validate's (similarity 0.75); only the names and schemas tell them apart. Say in this description when to use draft_validate instead.confusable_pair
  • 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.id_source_missing

draft_validate

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: apiId.param_no_description
  • Minor
    Its description is nearly the same as draft_get's (similarity 0.75); only the names and schemas tell them apart. Say in this description when to use draft_get instead.confusable_pair
  • 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.id_source_missing

step_reorder

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: endpointId, stepIds, apiId.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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.id_source_missing

secret_list

49 / 100Cloudy

Purpose
6 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

connection_list

56 / 100Cloudy

Purpose
13 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

What static scoring cannot tell

This score reads only the text of each description and schema: it says what is written, not what a model will do. Short tools whose names already say what they do, such as browser_close, score low here even when models use them well, and in our measurements current models chose the right tool in one step even from one-line descriptions, as long as the names and schemas differed. What the text cannot show, such as what happens over several steps and whether an added sentence helps or misleads, is what an evaluation measures, on the Pro and Team plans.

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