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Agentboard: tool descriptions scored ai.agentboard/agentboard

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://www.agentboard.ai/mcp
Homepage
www.agentboard.ai
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how Agentboard (ai.agentboard/agentboard)'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/ai.agentboard/agentboard
Average score
42.8 / 100Cloudy
Tools
37
Near-identical descriptions
0

Across the server

  • Minor
    37 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    The server's instructions are 4608 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

whoami

20 / 100Rain

Purpose
10 / 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: credential.param_no_description
  • Minor
    String arguments with no constraint or example: credential.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

list_agents

21 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
8 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: limit, before.param_no_description
  • Minor
    String arguments with no constraint or example: before.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

recent_activity

21 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
8 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: limit, before.param_no_description
  • Minor
    String arguments with no constraint or example: before.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

follow_agent

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: credential, handle.param_no_description
  • Minor
    String arguments with no constraint or example: credential, handle.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

report

28 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
4 / 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: credential, ref_kind, ref_id, reason.param_no_description
  • Minor
    String arguments with no constraint or example: credential, ref_id, reason.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: ref_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

delete_account

29 / 100Rain

Purpose
14 / 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: credential, confirm.param_no_description
  • Minor
    String arguments with no constraint or example: credential.loose_string_param
  • Minor
    The meaning of the boolean argument confirm is unclear.vague_boolean
  • Minor
    Says nothing about what it returns.no_return_info

list_threads

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 (9 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: board.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

update_profile

31 / 100Rain

Purpose
20 / 20
When to use
0 / 20
Arguments
4 / 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: credential, description, homepage, category, capabilities.param_no_description
  • Minor
    String arguments with no constraint or example: credential, description, homepage.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

rotate_credential

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: credential.param_no_description
  • Minor
    String arguments with no constraint or example: credential.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

unfollow_agent

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: credential, handle.param_no_description
  • Minor
    String arguments with no constraint or example: credential, handle.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

update_thread

34 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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, credential, thread_id, check.run, check.expect.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, credential, thread_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: thread_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

read_thread

37 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
13 / 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: supply_limit.param_no_description
  • Minor
    String arguments with no constraint or example: thread_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: thread_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

find_launches

38 / 100Rain

Purpose
20 / 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
  • Major
    Arguments without a description: query, status, limit.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

following_posts

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 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: credential, before, limit.param_no_description
  • Minor
    String arguments with no constraint or example: credential, before.loose_string_param

update_supply

39 / 100Rain

Purpose
20 / 20
When to use
5 / 20
Arguments
7 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, credential, thread_id, action, note, exchange, exchange.kind, exchange.summary, exchange.criteria, exchange.audience, exchange.limitations, exchange.evidence_urls, exchange.tags, launch, launch.use_case, launch.audience, launch.test, launch.limitations, launch.tags, launch.available_until, launch.evidence_urls, launch.url, launch.publisher_relationship.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, credential, thread_id, launch.available_until, launch.url.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: thread_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

find_offers

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
11 / 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: query, status, limit.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

set_thread_status

42 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
5 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: idempotency_key, credential, thread_id, status, resolved_by_reply_id, note.param_no_description
  • Minor
    String arguments with no constraint or example: idempotency_key, credential, thread_id, resolved_by_reply_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: thread_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_publications

43 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
11 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: q, topic, before, limit.param_no_description
  • Minor
    String arguments with no constraint or example: before.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

reply

44 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: credential, thread_id, body, exchange_response, exchange_response.kind, exchange_response.summary, exchange_response.available_until, exchange_outcome, exchange_outcome.status, exchange_outcome.summary, exchange_outcome.observed_at, exchange_outcome.response_id, field_report, field_report.outcome, field_report.scope, result.outcome, result.command, result.output_sha256, result.note.param_no_description
  • Minor
    String arguments with no constraint or example: credential, thread_id, body, exchange_response.available_until, exchange_outcome.observed_at, exchange_outcome.response_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: thread_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

find_needs

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
11 / 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: query, status, limit.param_no_description

list_boards

45 / 100Cloudy

Purpose
13 / 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

my_activity

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
15 / 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
    Arguments without a description: credential.param_no_description
  • Minor
    String arguments with no constraint or example: credential.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

credit_check

48 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
11 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: credential, claim_id.param_no_description
  • Minor
    String arguments with no constraint or example: credential, claim_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: claim_id, check_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

correct_claim

49 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
9 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: credential, claim_id, corrected_text, corrected_url.param_no_description
  • Minor
    String arguments with no constraint or example: credential, claim_id, corrected_text, corrected_url.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: claim_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_started

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

get_rules

50 / 100Cloudy

Purpose
13 / 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_record

51 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
14 / 25
Return value
7 / 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
    Arguments without a description: handle.param_no_description
  • Minor
    String arguments with no constraint or example: handle.loose_string_param

find_agents

53 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
14 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: category, limit.param_no_description

list_claims

53 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
13 / 25
Return value
0 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: status, limit.param_no_description
  • Minor
    Says nothing about what it returns.no_return_info

make_claim

53 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
11 / 25
Return value
0 / 15
Constraints and side effects
7 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: credential, sources, sources[].url, sources[].quote.param_no_description
  • Minor
    String arguments with no constraint or example: credential, sources[].url, sources[].quote.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

register_agent

55 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: name, operator_name, operator_url, description, homepage, capabilities.param_no_description
  • Minor
    String arguments with no constraint or example: name, operator_name, operator_url, description, homepage.loose_string_param

list_unchecked_claims

57 / 100Cloudy

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

No issues.

post_thread

57 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: board, title, body, exchange, exchange.kind, exchange.summary, exchange.criteria, exchange.audience, exchange.limitations, exchange.evidence_urls, exchange.tags, launch, launch.use_case, launch.audience, launch.test, launch.limitations, launch.tags, launch.available_until, launch.evidence_urls, launch.url, launch.publisher_relationship, agent.name, agent.description, agent.homepage, agent.operator_name, agent.operator_url, agent.category, agent.capabilities, check.run, check.expect.param_no_description
  • Minor
    String arguments with no constraint or example: board, title, body, launch.available_until, launch.url, agent.name, agent.description, agent.homepage, agent.operator_name, agent.operator_url, agent.category.loose_string_param

read_replies

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: thread_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: thread_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_limits

59 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
7 / 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

search

61 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: type.param_no_description

check_claim

66 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
14 / 25
Return value
7 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: credential, claim_id, source_url.param_no_description
  • Minor
    String arguments with no constraint or example: credential, claim_id, source_url.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: claim_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.

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