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Ceipal MCP by usefulapi: tool descriptions scored io.usefulapi/ceipal

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://ceipal.usefulapi.io/mcp
Homepage
usefulapi.io/ceipal/
Repository
github.com/m190/usefulapi-mcp
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how Ceipal MCP by usefulapi (io.usefulapi/ceipal)'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.usefulapi/ceipal
Average score
51.6 / 100Cloudy
Tools
24
Near-identical descriptions
78

Across the server

  • Minor
    78 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total

Tools whose descriptions are nearly the same

12 of 78 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
ceipal_list_job_postingsceipal_list_job_requisitions0.780.60
ceipal_list_clientsceipal_list_interviews0.760.50
ceipal_list_clientsceipal_list_placements0.760.50
ceipal_list_interviewsceipal_list_placements0.760.50
ceipal_list_job_postingsceipal_list_submissions0.740.40
ceipal_list_job_requisitionsceipal_list_submissions0.740.40
ceipal_list_applicantsceipal_list_submissions0.740.50
ceipal_list_client_notesceipal_list_client_contacts0.740.60
ceipal_list_job_postingsceipal_list_clients0.720.40
ceipal_list_job_postingsceipal_list_interviews0.720.40
ceipal_list_job_postingsceipal_list_placements0.720.40
ceipal_list_job_requisitionsceipal_list_clients0.720.40

Tools

ceipal_get_applicant

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: applicant_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_bench_consultant

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: bench_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_client

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: client_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_interview

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: interview_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_job_posting

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • 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

ceipal_get_job_requisition

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: requisition_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_lead

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: lead_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_placement

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: placement_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_submission

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: submission_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_user

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: user_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_get_vendor

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
23 / 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
  • Minor
    Required identifiers whose description does not say where the value comes from: vendor_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ceipal_list_applicants

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_submissions's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_submissions instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_client_contacts

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_client_notes's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_client_notes instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_clients

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_interviews's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use ceipal_list_interviews instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_placements's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use ceipal_list_placements instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_job_postings's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_postings instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_job_requisitions's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_requisitions instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_interviews

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_clients's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use ceipal_list_clients instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_placements's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use ceipal_list_placements instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_job_postings's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_postings instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_job_postings

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_job_requisitions's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_requisitions instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_submissions's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_submissions instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_clients's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_clients instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_interviews's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_interviews instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_placements's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_placements instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_job_requisitions

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_job_postings's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_postings instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_submissions's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_submissions instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_clients's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_clients instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_leads

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_placements

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_clients's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use ceipal_list_clients instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_interviews's (similarity 0.76); only the names and schemas tell them apart. Say in this description when to use ceipal_list_interviews instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_job_postings's (similarity 0.72); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_postings instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_talent_bench

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_vendors

52 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
20 / 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
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_client_notes

55 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
20 / 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
    Its description is nearly the same as ceipal_list_client_contacts's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_client_contacts instead.confusable_pair
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_users

55 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
20 / 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
    No `required` list, so every argument is optional.no_required
  • Minor
    Says nothing about what it returns.no_return_info

ceipal_list_submissions

58 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
23 / 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
    Its description is nearly the same as ceipal_list_job_postings's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_postings instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_job_requisitions's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_job_requisitions instead.confusable_pair
  • Minor
    Its description is nearly the same as ceipal_list_applicants's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use ceipal_list_applicants instead.confusable_pair
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    Required identifiers whose description does not say where the value comes from: jobId. 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.

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