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Stackcut: tool descriptions scored io.stackcut/stackcut

tools/list taken
(UTC)
Connected to
https://stackcut.io/mcp
Scoring rules
v2
Score this URL as it is today

Scores, issues and names only

This page shows how Stackcut (io.stackcut/stackcut)'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/io.stackcut/stackcut
Average score
61.0 / 100Cloudy
Tools
24
Near-identical descriptions
0

Across the server

  • Major
    24 tools repeat the same note (66 words). Say it once in the server's instructions, and let each description say what only that tool does. The note does not count toward the tools' scores.repeated_note
  • Minor
    The server's instructions are 2664 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

report_outcome

39 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: recipe_id, path_id, outcome.param_no_description
  • 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: recipe_id, path_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

leaderboard

42 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: metric, category, path_type, include_partial, limit.param_no_description
  • Minor
    The meaning of the boolean argument include_partial is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

list_categories

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

report_exit_outcome

50 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
21 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: outcome.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

search_exits

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
21 / 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
  • Minor
    Arguments without a description: category.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

list_stack_jobs

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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
  • Minor
    Says nothing about what it returns.no_return_info

search_discoveries

52 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: query, vendor, kind, limit.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

get_detection_rules

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info

get_usage_questions

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 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
  • Minor
    Says nothing about what it returns.no_return_info

report_guide_feedback

56 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
12 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Major
    Arguments without a description: kind, service, packet_revision, route_id, step_index, channel, market, locale, handoff_reason, handoff_expectation.param_no_description
  • 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

get_recipe

57 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 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
  • 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

get_workflow_recipe

57 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
5 / 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
  • 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

prepare_negotiation

61 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
14 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: service, billed_by, current_plan, required_features, renewal_date, maximum_commitment_months, monthly_spend.amount, monthly_spend.currency, monthly_spend.billing_period, offered_price, renewal_price, comparison_months.param_no_description

report_action_outcome

63 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
19 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: action, outcome, offer_billing_period, offer_duration_months, renewal_amount, commitment_months, fees_amount, effective_on.param_no_description

start_audit

63 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
16 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: vendors[].vendor, vendors[].plan, vendors[].monthly_spend_usd, vendors[].seats.param_no_description
  • Minor
    String arguments with no constraint or example: vendors[].vendor, vendors[].plan.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

get_build_packet

64 / 100Cloudy

Purpose
20 / 20
When to use
20 / 20
Arguments
10 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: recipe_id.param_no_description
  • Minor
    Required identifiers whose description does not say where the value comes from: recipe_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

audit_stack

66 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
14 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Major
    Arguments without a description: services, services[].usage.seats, services[].usage.members, services[].usage.mau, services[].usage.emails_per_month, services[].usage.emails_per_day, services[].usage.contacts, services[].usage.domains, services[].usage.events_per_month, services[].usage.identified_events_per_month, services[].usage.pageviews_per_month, services[].usage.errors_per_month, services[].usage.requests_per_month, services[].usage.requests_per_day, services[].usage.searches_per_month, services[].usage.cpu_ms_per_request, services[].usage.db_gb, services[].usage.storage_gb, services[].usage.bandwidth_gb, services[].usage.projects, services[].usage.sites, services[].usage.videos, services[].usage.video_minutes, services[].usage.responses_per_month, services[].usage.tasks_per_month, services[].usage.keywords_tracked, services[].usage.credits_per_month, services[].usage.history_days, services[].usage.apps, services[].usage.files, services[].usage.boards, services[].usage.event_types, services[].usage.monitors, services[].usage.tokens_per_month, services[].usage.images_per_month, services[].usage.audio_minutes_per_month, services[].usage.characters_per_month, services[].usage.transactions_per_month, services[].usage.sandbox_hours_per_month, services[].usage.concurrent_sessions, services[].usage.session_minutes, services[].usage.call_participants, services[].usage.meeting_minutes, services[].usage.records, services[].usage.inboxes, services[].usage.tokens_in_per_month, services[].usage.tokens_out_per_month, services[].usage.cached_tokens_per_month, services[].usage.video_minutes_stored, services[].usage.video_minutes_delivered_per_month, services[].usage.gmv_usd_per_month, services[].usage.payouts_per_month, services[].usage.active_accounts, services[].usage.verifications_per_month, services[].usage.browser_hours_per_month, services[].usage.proxy_gb_per_month, services[].usage.job_executions_per_month, services[].usage.sso_connections, services[].usage.sso_users, services[].usage.inbound_emails_per_month, services[].usage.stream_hours_per_month, services[].usage.vcpu_hours_per_month, services[].usage.credits_usd_per_month, services[].usage.disputes_per_month, services[].usage.payout_volume_usd_per_month, services[].usage.object_writes_per_month, services[].usage.object_reads_per_month, services[].usage.job_executions_per_day, services[].usage.scim_connections, services[].usage.searches_per_hour, services[].usage.sms_per_month, services[].usage.vectors_stored, services[].usage.vector_queries_per_month, services[].usage.cache_commands_per_month, services[].usage.mtu, services[].usage.gpu_seconds_per_month, services[].usage.revenue_usd_per_month, services[].usage.phone_minutes_per_month, services[].usage.vector_read_units_per_month, services[].usage.vector_write_units_per_month, services[].usage.hosts, services[].usage.tickets_per_month, services[].usage.MAU, services[].billing.scope, services[].billing.account_id, services[].billing.allocated_monthly_usd, services[].billing.avoidable_monthly_usd, services[].billing.avoidability_confirmed, services[].billing.commitment_months_remaining, services[].billing.source, limit_paths.param_no_description
  • Minor
    The meaning of the boolean argument services[].billing.avoidability_confirmed is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

find_alternatives

69 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
12 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Major
    Arguments without a description: usage.seats, usage.members, usage.mau, usage.emails_per_month, usage.emails_per_day, usage.contacts, usage.domains, usage.events_per_month, usage.identified_events_per_month, usage.pageviews_per_month, usage.errors_per_month, usage.requests_per_month, usage.requests_per_day, usage.searches_per_month, usage.cpu_ms_per_request, usage.db_gb, usage.storage_gb, usage.bandwidth_gb, usage.projects, usage.sites, usage.videos, usage.video_minutes, usage.responses_per_month, usage.tasks_per_month, usage.keywords_tracked, usage.credits_per_month, usage.history_days, usage.apps, usage.files, usage.boards, usage.event_types, usage.monitors, usage.tokens_per_month, usage.images_per_month, usage.audio_minutes_per_month, usage.characters_per_month, usage.transactions_per_month, usage.sandbox_hours_per_month, usage.concurrent_sessions, usage.session_minutes, usage.call_participants, usage.meeting_minutes, usage.records, usage.inboxes, usage.tokens_in_per_month, usage.tokens_out_per_month, usage.cached_tokens_per_month, usage.video_minutes_stored, usage.video_minutes_delivered_per_month, usage.gmv_usd_per_month, usage.payouts_per_month, usage.active_accounts, usage.verifications_per_month, usage.browser_hours_per_month, usage.proxy_gb_per_month, usage.job_executions_per_month, usage.sso_connections, usage.sso_users, usage.inbound_emails_per_month, usage.stream_hours_per_month, usage.vcpu_hours_per_month, usage.credits_usd_per_month, usage.disputes_per_month, usage.payout_volume_usd_per_month, usage.object_writes_per_month, usage.object_reads_per_month, usage.job_executions_per_day, usage.scim_connections, usage.searches_per_hour, usage.sms_per_month, usage.vectors_stored, usage.vector_queries_per_month, usage.cache_commands_per_month, usage.mtu, usage.gpu_seconds_per_month, usage.revenue_usd_per_month, usage.phone_minutes_per_month, usage.vector_read_units_per_month, usage.vector_write_units_per_month, usage.hosts, usage.tickets_per_month, usage.MAU, billing.scope, billing.account_id, billing.allocated_monthly_usd, billing.avoidable_monthly_usd, billing.avoidability_confirmed, billing.commitment_months_remaining, billing.source, limit.param_no_description
  • Minor
    The meaning of the boolean argument billing.avoidability_confirmed is unclear.vague_boolean

search_workflow_recipes

72 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: limit.param_no_description

choose_stack

75 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: needs, needs[].volume, needs[].volume.amount, needs[].volumes[].amount, needs[].per_user[].amount, needs[].peak_volume.amount, needs[].peak_volume.unit, needs[].sandbox_size.vcpu, needs[].sandbox_size.ram_gib, budget_monthly_usd, limit_per_job.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

get_my_plan

77 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10

No issues.

plan_stack_from_spec

77 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: overrides[].job, overrides[].unit, overrides[].amount, overrides[].basis, prefer, limit_per_job.param_no_description

get_exit_plan

80 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: months_elapsed, contract, goal.param_no_description

search_recipes

88 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
21 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: sort, limit, requirements.budget_monthly_usd.param_no_description

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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