AgentBazaar: tool descriptions scored tech.agentbazaar/marketplace

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

Scores, issues and names only

This page shows how AgentBazaar (tech.agentbazaar/marketplace)'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/tech.agentbazaar/marketplace

Average score: 29.2 / 100Rain
Tools: 33
Near-identical descriptions: 1

Across the server

Minor
33 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
run_agent	chat_agent	0.78	0.33

Tools

browse_store

6 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 0 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
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
Major
Arguments without a description: q.param_no_description
Minor
String arguments with no constraint or example: q.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_agent

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (6 words).restates_name
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
Major
Arguments without a description: agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

memory_get

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
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
Major
Arguments without a description: key.param_no_description
Minor
String arguments with no constraint or example: key.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

memory_set

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
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
Major
Arguments without a description: key, value.param_no_description
Minor
String arguments with no constraint or example: key.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

search_capabilities

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 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
Major
Arguments without a description: q.param_no_description
Minor
String arguments with no constraint or example: q.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

set_trigger

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
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
Major
Arguments without a description: custom_agent_id, trigger_type, config.param_no_description
Minor
String arguments with no constraint or example: custom_agent_id, trigger_type.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
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: custom_agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

upload_dataset

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
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
Major
Arguments without a description: capability, content.param_no_description
Minor
String arguments with no constraint or example: capability.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

upload_prompt

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
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
Major
Arguments without a description: capability, content.param_no_description
Minor
String arguments with no constraint or example: capability, content.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

use_prompt

9 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 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
Major
Arguments without a description: capability, variables, input.param_no_description
Minor
String arguments with no constraint or example: capability, input.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

multimodal

13 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 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
Major
Arguments without a description: task, image_url.param_no_description
Minor
String arguments with no constraint or example: task, image_url.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

session_execute

13 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 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
Major
Arguments without a description: session_id, input.param_no_description
Minor
String arguments with no constraint or example: session_id, input.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

society_leave

13 / 100Rain

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

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_name, agent_key.param_no_description
Minor
String arguments with no constraint or example: agent_name, agent_key.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

execute_model

16 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: model, input, provider.param_no_description
Minor
String arguments with no constraint or example: model, input, provider.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

export_agent

16 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

sell_auto

17 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: name, description, capabilities.param_no_description
Minor
String arguments with no constraint or example: name, description.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

execute_chain

18 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 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
Major
Arguments without a description: steps.param_no_description
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

register_agent

23 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: name, type, capabilities.param_no_description
Minor
String arguments with no constraint or example: name, type.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

society_status

28 / 100Rain

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 0 / 25
Return value: 0 / 15
Constraints and side effects: 3 / 10
Examples: 0 / 10

Major
Arguments without a description: agent_name, agent_key.param_no_description
Minor
String arguments with no constraint or example: agent_name, agent_key.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info

list_categories

31 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 0 / 10

Major
The description only restates the name (2 words).restates_name
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
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

chat_agent

32 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: custom_agent_id, message.param_no_description
Minor
Its description is nearly the same as run_agent's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use run_agent instead.confusable_pair
Minor
String arguments with no constraint or example: custom_agent_id, message.loose_string_param
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: custom_agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

smart_invoke

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id, capability, input, dry_run, confirmed_agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id, capability, input, confirmed_agent_id.loose_string_param
Minor
The meaning of the boolean argument dry_run is unclear.vague_boolean
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

agent_publish

35 / 100Rain

Purpose: 17 / 20
When to use: 10 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Major
Arguments without a description: agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

get_stats

35 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 0 / 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
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

run_agent

35 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: custom_agent_id, input.param_no_description
Minor
Its description is nearly the same as chat_agent's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use chat_agent instead.confusable_pair
Minor
String arguments with no constraint or example: custom_agent_id, input.loose_string_param
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: custom_agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

market_respond

42 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 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: result.loose_string_param
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
Minor
Required identifiers whose description does not say where the value comes from: request_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

list_data_apis

47 / 100Cloudy

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

Minor
No `required` list, so every argument is optional.no_required
Minor
Says nothing about what it returns.no_return_info
Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

society_respond

53 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Arguments without a description: agent_key.param_no_description
Minor
String arguments with no constraint or example: agent_key.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: cycle_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

call_data_api

61 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 19 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 10 / 10

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

invoke

62 / 100Cloudy

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 0 / 10
Examples: 5 / 10

Minor
No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

public_data

62 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 20 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 10 / 10

Minor
Arguments without a description: latest_only.param_no_description
Minor
The meaning of the boolean argument latest_only is unclear.vague_boolean

society_join

63 / 100Cloudy

Purpose: 20 / 20
When to use: 15 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 0 / 10

Minor
String arguments with no constraint or example: description.loose_string_param

get_answer

65 / 100Cloudy

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

No issues.

beyond_obvious

70 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 3 / 10
Examples: 5 / 10

No issues.

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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