io.github.mirajmahmudul/agentdevx: tool descriptions scored

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

Scores, issues and names only

This page shows how io.github.mirajmahmudul/agentdevx'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.github.mirajmahmudul/agentdevx

Average score: 51.5 / 100Cloudy
Tools: 38
Near-identical descriptions: 1

Across the server

Minor
38 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

1 of 1 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
petstore-api.findPetsByStatus	petstore-api.findPetsByTags	0.50	0.71

Tools

acme-mailer.send_email

43 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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
Minor
String arguments with no constraint or example: to.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

jsonplaceholder.createPost

43 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 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: body, title.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

echo-server.echo

50 / 100Cloudy

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

Major
The description is too short (4 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: text.loose_string_param

memory.recall

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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

memory.store

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

petstore-api.createUsersWithListInput

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 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

petstore-api.deletePet

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

petstore-api.findPetsByStatus

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 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 petstore-api.findPetsByTags's (similarity 0.50); only the names and schemas tell them apart. Say in this description when to use petstore-api.findPetsByTags instead.confusable_pair

petstore-api.findPetsByTags

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 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 petstore-api.findPetsByStatus's (similarity 0.50); only the names and schemas tell them apart. Say in this description when to use petstore-api.findPetsByStatus instead.confusable_pair

petstore-api.loginUser

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.logoutUser

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.updatePetWithForm

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 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

petstore-api.uploadFile

50 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

webscrape.extractDesign

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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

webscrape.scrape

50 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 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

echo-server.add

51 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 23 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

exchange-rate.getLatestRates

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 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

github-api.getRepo

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 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

github-api.listRepoIssues

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

github-api.searchRepos

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

jsonplaceholder.getPost

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

jsonplaceholder.getPosts

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

jsonplaceholder.getUsers

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

open-weather.getCurrentWeather

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

open-weather.getForecast

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.addPet

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.createUser

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (2 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

petstore-api.deleteOrder

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.deleteUser

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

petstore-api.getOrderById

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.getPetById

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

petstore-api.getUserByName

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.placeOrder

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

petstore-api.updatePet

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

petstore-api.updateUser

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context

public-holidays.getAvailableCountries

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

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

public-holidays.getPublicHolidays

53 / 100Cloudy

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 25 / 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

petstore-api.getInventory

57 / 100Cloudy

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

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

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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