tlly: tool descriptions scored dev.tlly/tlly

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://tlly.dev/mcp
Homepage: tlly.dev
Repository: github.com/FifthsegmentEng/tlly-mcp
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how tlly (dev.tlly/tlly)'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/dev.tlly/tlly

Average score: 52.9 / 100Cloudy
Tools: 30
Near-identical descriptions: 8

Across the server

Minor
30 tools. Above 25, models start to tell tools apart less well.many_tools

Tools whose descriptions are nearly the same

8 of 8 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
test_job	create_job	0.96	0.33
test_job	update_job	0.96	0.33
create_job	update_job	0.96	0.33
create_job	import_once	0.93	0.00
import_once	update_job	0.93	0.00
test_job	import_once	0.92	0.00
create_dashboard	update_dashboard	0.91	0.33
get_series	list_annotations	0.60	0.00

Tools

get_series

24 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 11 / 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
Minor
Its description is nearly the same as list_annotations's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use list_annotations instead.confusable_pair
Minor
Arguments without a description: limit.param_no_description
Minor
String arguments with no constraint or example: series.loose_string_param
Minor
Says nothing about what it returns.no_return_info

list_annotations

24 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 11 / 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
Minor
Its description is nearly the same as get_series's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use get_series instead.confusable_pair
Minor
Arguments without a description: limit.param_no_description
Minor
String arguments with no constraint or example: series.loose_string_param
Minor
Says nothing about what it returns.no_return_info

delete_dashboard

31 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 18 / 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
Minor
String arguments with no constraint or example: dashboard_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: dashboard_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_job

31 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 0 / 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
Minor
String arguments with no constraint or example: job_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: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_annotations

35 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 11 / 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
Arguments without a description: dates.param_no_description
Minor
String arguments with no constraint or example: series.loose_string_param
Minor
Says nothing about what it returns.no_return_info

list_dashboards

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 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
Minor
Says nothing about what it returns.no_return_info

publish_dashboard_version

39 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 18 / 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
String arguments with no constraint or example: dashboard_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: dashboard_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_series

42 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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
String arguments with no constraint or example: series.loose_string_param
Minor
Says nothing about what it returns.no_return_info

list_dashboard_versions

42 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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
String arguments with no constraint or example: dashboard_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: dashboard_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_status

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

get_usage

49 / 100Cloudy

Purpose: 14 / 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

list_jobs

49 / 100Cloudy

Purpose: 17 / 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_series

49 / 100Cloudy

Purpose: 17 / 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

run_job_now

49 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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
Minor
String arguments with no constraint or example: job_id.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

rotate_dashboard_url

50 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 18 / 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
String arguments with no constraint or example: dashboard_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: dashboard_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_integration_skills

52 / 100Cloudy

Purpose: 20 / 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_secrets

52 / 100Cloudy

Purpose: 20 / 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

add_annotations

58 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
String arguments with no constraint or example: series.loose_string_param
Minor
Says nothing about what it returns.no_return_info

set_panel_alert

58 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Minor
String arguments with no constraint or example: dashboard_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: dashboard_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_integration_skill

60 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 7 / 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
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

set_alert_webhook

60 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
Says nothing about what it returns.no_return_info

set_stale_alert

60 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
String arguments with no constraint or example: dashboard_id, series.loose_string_param
Minor
Says nothing about what it returns.no_return_info

update_dashboard

63 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as create_dashboard's (similarity 0.91); only the names and schemas tell them apart. Say in this description when to use create_dashboard instead.confusable_pair
Minor
The description is long (671 words). It helps selection but costs steps and tokens.too_long
Minor
String arguments with no constraint or example: dashboard_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: dashboard_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

define_derived

65 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

push_points

65 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 10 / 10

Minor
Says nothing about what it returns.no_return_info

create_dashboard

75 / 100Clear

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 23 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as update_dashboard's (similarity 0.91); only the names and schemas tell them apart. Say in this description when to use update_dashboard instead.confusable_pair
Minor
The description is long (622 words). It helps selection but costs steps and tokens.too_long

update_job

75 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 13 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as test_job's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use test_job instead.confusable_pair
Minor
Its description is nearly the same as create_job's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use create_job instead.confusable_pair
Minor
Its description is nearly the same as import_once's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use import_once instead.confusable_pair
Minor
The description is long (597 words). It helps selection but costs steps and tokens.too_long
Minor
Arguments without a description: enabled.param_no_description
Minor
String arguments with no constraint or example: job_id.loose_string_param
Minor
The meaning of the boolean argument enabled is unclear.vague_boolean
Minor
Required identifiers whose description does not say where the value comes from: job_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

create_job

80 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as test_job's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use test_job instead.confusable_pair
Minor
Its description is nearly the same as update_job's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use update_job instead.confusable_pair
Minor
Its description is nearly the same as import_once's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use import_once instead.confusable_pair
Minor
The description is long (599 words). It helps selection but costs steps and tokens.too_long
Minor
String arguments with no constraint or example: name.loose_string_param

test_job

82 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 23 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as create_job's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use create_job instead.confusable_pair
Minor
Its description is nearly the same as update_job's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use update_job instead.confusable_pair
Minor
Its description is nearly the same as import_once's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use import_once instead.confusable_pair
Minor
The description is long (599 words). It helps selection but costs steps and tokens.too_long

import_once

85 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 23 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as create_job's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use create_job instead.confusable_pair
Minor
Its description is nearly the same as update_job's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use update_job instead.confusable_pair
Minor
Its description is nearly the same as test_job's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use test_job instead.confusable_pair
Minor
The description is long (625 words). It helps selection but costs steps and tokens.too_long

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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