SeekAPI — China Supplier Quotes for Agents: tool descriptions scored io.github.kiddhu/seekapi

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://api.seekapi.ai/mcp
Homepage: seekapi.ai/for-agents
Repository: github.com/kiddhu/seekapi-public
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how SeekAPI — China Supplier Quotes for Agents (io.github.kiddhu/seekapi)'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.kiddhu/seekapi

Average score: 46.1 / 100Cloudy
Tools: 18
Near-identical descriptions: 17

Across the server

Minor
17 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total
Critical
These tools share the same description: status_china_supply_check_v0, result_china_supply_check_v0.identical_description
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

12 of 17 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
status_china_supply_check_v0	result_china_supply_check_v0	1.00	0.67
invoke_product_detail_v0	invoke_shop_product_page_v0	0.82	0.50
invoke_product_detail_v0	invoke_product_public_offer_snapshot_v0	0.78	0.43
invoke_product_public_offer_snapshot_v0	invoke_seller_public_profile_v0	0.78	0.38
invoke_product_detail_v0	invoke_seller_public_profile_v0	0.74	0.29
invoke_shop_product_page_v0	invoke_seller_public_profile_v0	0.74	0.25
discover_product_keyword_search_v0	discover_product_detail_v0	0.71	0.50
discover_product_keyword_search_v0	discover_product_public_offer_snapshot_v0	0.71	0.38
discover_product_keyword_search_v0	discover_shop_product_page_v0	0.71	0.43
discover_product_keyword_search_v0	discover_seller_public_profile_v0	0.71	0.25
discover_product_detail_v0	discover_product_public_offer_snapshot_v0	0.71	0.43
discover_product_detail_v0	discover_shop_product_page_v0	0.71	0.50

Tools

invoke_product_detail_v0

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 10 / 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: request.param_no_description
Minor
Its description is nearly the same as invoke_shop_product_page_v0's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use invoke_shop_product_page_v0 instead.confusable_pair
Minor
Its description is nearly the same as invoke_product_public_offer_snapshot_v0's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use invoke_product_public_offer_snapshot_v0 instead.confusable_pair
Minor
Its description is nearly the same as invoke_seller_public_profile_v0's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use invoke_seller_public_profile_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

invoke_product_keyword_search_v0

34 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 10 / 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: request, request.q, request.page, request.page_size, request.idempotency_key.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

invoke_product_public_offer_snapshot_v0

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 10 / 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: request.param_no_description
Minor
Its description is nearly the same as invoke_product_detail_v0's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use invoke_product_detail_v0 instead.confusable_pair
Minor
Its description is nearly the same as invoke_seller_public_profile_v0's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use invoke_seller_public_profile_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

invoke_seller_public_profile_v0

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 10 / 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: request.param_no_description
Minor
Its description is nearly the same as invoke_product_public_offer_snapshot_v0's (similarity 0.78); only the names and schemas tell them apart. Say in this description when to use invoke_product_public_offer_snapshot_v0 instead.confusable_pair
Minor
Its description is nearly the same as invoke_product_detail_v0's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use invoke_product_detail_v0 instead.confusable_pair
Minor
Its description is nearly the same as invoke_shop_product_page_v0's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use invoke_shop_product_page_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

invoke_shop_product_page_v0

34 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 10 / 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: request.param_no_description
Minor
Its description is nearly the same as invoke_product_detail_v0's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use invoke_product_detail_v0 instead.confusable_pair
Minor
Its description is nearly the same as invoke_seller_public_profile_v0's (similarity 0.74); only the names and schemas tell them apart. Say in this description when to use invoke_seller_public_profile_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

prepare_china_supply_check_v0

44 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 10 / 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: draft.param_no_description

prepare_rfq_basic_v0

45 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 9 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: draft, draft.schema_version, draft.product, draft.variant, draft.description, draft.quantity, draft.unit, draft.destinationCountry, draft.destinationPort, draft.mustMatch, draft.mustMatch[].attribute, draft.mustMatch[].expected, draft.matchPolicy, draft.buyer_policy, draft.buyer_policy.purpose, draft.buyer_policy.minimum_savings_percent, draft.buyer_policy.maximum_landed_unit_cost, draft.buyer_policy.maximum_landed_unit_cost.amount, draft.buyer_policy.maximum_landed_unit_cost.currency, draft.buyer_policy.budget, draft.buyer_policy.latest_acceptable_arrival, draft.buyer_policy.maximum_lead_days, draft.buyer_policy.quality_risk_tolerance, draft.buyer_policy.substitution_risk_tolerance, draft.buyer_policy.sample_policy, draft.buyer_policy.inspection_policy, draft.buyer_policy.moq_tolerance, draft.buyer_policy.delivery_basis, draft.buyer_policy.hard_constraints, draft.buyer_policy.preferences, draft.asset_uploads, draft.default_retention_reference_ids, draft.conflict_resolutions, draft.conflict_resolutions[].field, draft.conflict_resolutions[].reference_ids, draft.conflict_resolutions[].decision, draft.conflict_resolutions[].reason.param_no_description
Minor
String arguments with no constraint or example: draft.schema_version, draft.conflict_resolutions[].decision.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

run_china_supply_check_v0

46 / 100Cloudy

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

Major
Arguments without a description: order_id, purchase.param_no_description
Minor
Required identifiers whose description does not say where the value comes from: order_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

discover_product_detail_v0

48 / 100Cloudy

Purpose: 13 / 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
Its description is nearly the same as discover_product_keyword_search_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_keyword_search_v0 instead.confusable_pair
Minor
Its description is nearly the same as discover_product_public_offer_snapshot_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_public_offer_snapshot_v0 instead.confusable_pair
Minor
Its description is nearly the same as discover_shop_product_page_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_shop_product_page_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

discover_product_keyword_search_v0

48 / 100Cloudy

Purpose: 13 / 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
Its description is nearly the same as discover_product_detail_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_detail_v0 instead.confusable_pair
Minor
Its description is nearly the same as discover_product_public_offer_snapshot_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_public_offer_snapshot_v0 instead.confusable_pair
Minor
Its description is nearly the same as discover_shop_product_page_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_shop_product_page_v0 instead.confusable_pair
Minor
Its description is nearly the same as discover_seller_public_profile_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_seller_public_profile_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

discover_product_public_offer_snapshot_v0

48 / 100Cloudy

Purpose: 13 / 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
Its description is nearly the same as discover_product_keyword_search_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_keyword_search_v0 instead.confusable_pair
Minor
Its description is nearly the same as discover_product_detail_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_detail_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info
Minor
The name is long (41 characters).long_name

discover_seller_public_profile_v0

48 / 100Cloudy

Purpose: 13 / 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
Its description is nearly the same as discover_product_keyword_search_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_keyword_search_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

discover_shop_product_page_v0

48 / 100Cloudy

Purpose: 13 / 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
Its description is nearly the same as discover_product_keyword_search_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_keyword_search_v0 instead.confusable_pair
Minor
Its description is nearly the same as discover_product_detail_v0's (similarity 0.71); only the names and schemas tell them apart. Say in this description when to use discover_product_detail_v0 instead.confusable_pair
Minor
Says nothing about what it returns.no_return_info

discover_rfq_basic_v0

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

result_china_supply_check_v0

52 / 100Cloudy

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

Major
Arguments without a description: order_id, purchase.param_no_description
Minor
Its description is nearly the same as status_china_supply_check_v0's (similarity 1.00); only the names and schemas tell them apart. Say in this description when to use status_china_supply_check_v0 instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: order_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

status_china_supply_check_v0

52 / 100Cloudy

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

Major
Arguments without a description: order_id, purchase.param_no_description
Minor
Its description is nearly the same as result_china_supply_check_v0's (similarity 1.00); only the names and schemas tell them apart. Say in this description when to use result_china_supply_check_v0 instead.confusable_pair
Minor
Required identifiers whose description does not say where the value comes from: order_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

purchase_china_supply_check_v0

62 / 100Cloudy

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

Major
Arguments without a description: purchase.param_no_description

discover_china_supply_check_v0

67 / 100Cloudy

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

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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