Forecall
Failure recordsDocs
All scored servers

fline: tool descriptions scored sh.fline/fline

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://mcp.fline.sh/mcp
Homepage
fline.sh/docs
Repository
github.com/smartline-ai/fline-skills
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how fline (sh.fline/fline)'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/sh.fline/fline
Average score
36.4 / 100Rain
Tools
40
Near-identical descriptions
0

Across the server

  • Minor
    40 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    The server's instructions are 3874 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.instructions_long

Tools

answer_questions

16 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: answers, answers[].key, answers[].value, idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: answers[].key, idempotency_key, project_id.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

submit_declaration

24 / 100Rain

Purpose
14 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: declaration, idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_domain

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: hostname, idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: hostname, idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_deploy_status

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

list_external

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

refresh_config

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

resume_service

27 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: idempotency_key, service_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, service_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: service_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

complete_upload

30 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: blob_key, idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: blob_key, idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

delete_project

30 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_events

30 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: limit, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_images

30 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: limit, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

stop

30 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

attach_external

32 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: alias, idempotency_key, offering, project_id, variable.param_no_description
  • Minor
    String arguments with no constraint or example: alias, idempotency_key, offering, project_id, variable.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_secrets_link

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_upload_url

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_domains

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_env_names

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

restart

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

pause_service

33 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
0 / 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: idempotency_key, service_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, service_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: service_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

declare_env_names

34 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 25
Return value
7 / 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: idempotency_key, names, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_service

35 / 100Rain

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, service_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, service_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: service_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

detach_external

35 / 100Rain

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: alias, idempotency_key, offering, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: alias, idempotency_key, offering, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_versions

35 / 100Rain

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: limit, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

get_config

37 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

get_project

37 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_env_name

40 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: idempotency_key, name, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, name, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

deploy

40 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

create_project

42 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, name.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, name.loose_string_param

get_service

42 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: service_id.param_no_description
  • Minor
    String arguments with no constraint or example: service_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

rollback

42 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, project_id, to.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

check_config

43 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: config, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_logs

44 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: kind, lines, project_id, service.param_no_description
  • Minor
    String arguments with no constraint or example: kind, project_id, service.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

attach_domain

45 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: domain, idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: domain, idempotency_key, project_id.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_usage

45 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: per_service, project_id, window.param_no_description
  • Minor
    String arguments with no constraint or example: project_id, window.loose_string_param
  • Minor
    The meaning of the boolean argument per_service is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_projects

46 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 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
  • Minor
    Says nothing about what it returns.no_return_info

list_services

46 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 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
  • Minor
    Says nothing about what it returns.no_return_info

check_domain

50 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: hostname, idempotency_key, project_id.param_no_description
  • Minor
    String arguments with no constraint or example: hostname, idempotency_key, project_id.loose_string_param
  • 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: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

create_service

55 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: engine, idempotency_key, name, size_class, version.param_no_description
  • Minor
    String arguments with no constraint or example: engine, idempotency_key, name, size_class, version.loose_string_param

set_env

55 / 100Cloudy

Purpose
20 / 20
When to use
20 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: idempotency_key, name, project_id, secret, value.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, name, project_id, value.loose_string_param
  • Minor
    The meaning of the boolean argument secret is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

get_project_detail

57 / 100Cloudy

Purpose
17 / 20
When to use
20 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: project_id.param_no_description
  • Minor
    String arguments with no constraint or example: project_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

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.

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.

All scored servers