# io.apis/apis-io: tool descriptions scored - tools/list taken: 2026-11-02 (UTC) - From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.apis%2Fapis-io/versions/latest) - Connected to: https://apis.io/mcp - Homepage: https://apis.io/ - Repository: https://github.com/api-search/apis-io-aws - Scoring rules: v2 - Tools: 144 - Average: 52.7 / 100 (Cloudy) - Near-identical pairs: 43 This page shows how io.apis/apis-io'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. ## Across the server - Major: 144 tools. Above 40, models choose less accurately. - Minor: 43 pairs with nearly the same description in all; the top 12 are shown. - Minor: The server's instructions are 2846 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. ## Tools - `list_lists`: 36 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `delete_list`: 39 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - 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. - `delete_saved_search`: 39 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - 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. - `get_rating_rubric`: 39 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `insights_dimensions`: 39 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `insights_overview`: 39 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_industries`: 40 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `check_status`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `find_agents`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `find_providers`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Arguments without a description: onboarding_descriptor, exclude_operator. - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: The meaning of the boolean argument onboarding_descriptor is unclear. - Minor: The meaning of the boolean argument exclude_operator is unclear. - Minor: Says nothing about what it returns. - `gap_analysis`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_list`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - 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. - `saved_search_net_new`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - 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. - `get_industry_leaders`: 44 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_provider_schema`: 44 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_region_leaders`: 44 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_vc`: 44 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `insights_industries`: 44 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `list_saved_searches`: 44 / 100 - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_vcs`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_rating_movers`: 46 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `insights_adoption`: 46 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `add_to_list`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - 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. - `company_gaps`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `find_areas`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_investors`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `find_regulations`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_similar_providers`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_area_leaders`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_company_insight`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_estate`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_provider_capabilities`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_provider_facets`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_provider_onboarding`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_rating_history`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_regulation`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `industry_gap_analysis`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `match_providers`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `my_workspace`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `recommend_stack`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `find_arazzo`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_asyncapis`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_collections`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_graphql`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_json_ld`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_json_schemas`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_json_structures`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_postman`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_rules`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_skills`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `agent_readiness_dimensions`: 49 / 100 - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `deprecated_operations`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does. - `find_extensions`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Arguments without a description: include_pipeline. - Minor: No `required` list, so every argument is optional. - Minor: The meaning of the boolean argument include_pipeline is unclear. - Minor: Says nothing about what it returns. - `find_similar_apis`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_country`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_extension`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_openapi`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `list_watches`: 49 / 100 - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `run_saved_search`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - 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. - `compare_providers`: 50 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `compose_goal`: 50 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `export_stack`: 50 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_agent_readiness`: 50 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `find_apis_json`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_channels`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_mcp`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_scopes`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `register_agent`: 51 / 100 - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `report_gap`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `create_list`: 52 / 100 - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_api`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_api_artifacts`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_country_leaders`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_provider_artifacts`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_provider_rating`: 52 / 100 - Minor: Says nothing about what it returns. - `get_tag_group`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `tag_group_tags`: 52 / 100 - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `unwatch_listing`: 52 / 100 - Minor: Says nothing about what it returns. - `find_countries`: 53 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `save_search`: 53 / 100 - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `submit_feedback`: 53 / 100 - Major: Says nothing about when to use it, or when not to. - `claim_listing`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - `cohort_capabilities`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `find_cohorts`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `find_overlays`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_security`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_tags`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `get_area`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_industry`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_region`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `my_checks`: 54 / 100 - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_apis`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Arguments without a description: onboarding_descriptor. - Minor: No `required` list, so every argument is optional. - Minor: The meaning of the boolean argument onboarding_descriptor is unclear. - Minor: Says nothing about what it returns. - `find_examples`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `find_plans`: 55 / 100 - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_regions`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `get_provider_estate`: 55 / 100 - Minor: Says nothing about what it returns. - `resolve`: 55 / 100 - Minor: Says nothing about what it returns. - `cohort_rankings`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `cohort_scores`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `get_cohort`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `get_provider_operations`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - Minor: The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does. - `report_correction`: 56 / 100 - Minor: Says nothing about what it returns. - `story_leads`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `vc_portfolio`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - `find_ratings`: 57 / 100 - Minor: No `required` list, so every argument is optional. - `get_capability`: 57 / 100 - Major: Says nothing about when to use it, or when not to. - `get_capability_edges`: 57 / 100 - Minor: Says nothing about what it returns. - `get_provider_business_capabilities`: 57 / 100 - Minor: Says nothing about what it returns. - `get_provider_evidence`: 57 / 100 - Minor: Says nothing about what it returns. - `simulate_fixes`: 57 / 100 - Minor: Says nothing about what it returns. - `what_can_i_fix`: 57 / 100 - Minor: Says nothing about what it returns. - `apis_io_search`: 58 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `find_finops`: 58 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `find_openapis`: 58 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `correct_facts`: 59 / 100 - `enrich_provider`: 59 / 100 - Minor: The description mentions none of its 3 or more arguments. - 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. - `find_company_insights`: 59 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `find_estates`: 59 / 100 - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `get_prices`: 59 / 100 - Minor: No `required` list, so every argument is optional. - `get_tag`: 59 / 100 - Minor: Says nothing about what it returns. - `plan_goal`: 59 / 100 - `set_visibility`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `cohort_failures`: 61 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `get_provider`: 61 / 100 - Major: Says nothing about when to use it, or when not to. - `find_agent_readiness`: 62 / 100 - Minor: No `required` list, so every argument is optional. - `get_playground_apis`: 62 / 100 - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `get_provider_tools`: 62 / 100 - Minor: Says nothing about what it returns. - `readiness_gates`: 62 / 100 - `compare_cohorts`: 64 / 100 - `find_capabilities`: 64 / 100 - Minor: No `required` list, so every argument is optional. - `find_rate_limits`: 64 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `submit_artifact`: 64 / 100 - Minor: The description mentions none of its 3 or more arguments. - `whats_changed`: 64 / 100 - Minor: String arguments with no constraint or example: since. - `find_tag_groups`: 65 / 100 - Minor: No `required` list, so every argument is optional. - Major: It may be destructive, but destructiveHint is not set. - `request_check`: 65 / 100 - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `cohort_history`: 66 / 100 - Minor: The description mentions none of its 3 or more arguments. - `export_dataset`: 66 / 100 - Minor: No `required` list, so every argument is optional. - `cohort_stats`: 67 / 100 - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `dispute_finding`: 69 / 100 - `generate_artifact`: 71 / 100 - `watch_listing`: 72 / 100 - Minor: Says nothing about what it returns. - `find_artifacts`: 73 / 100 - Minor: Says nothing about what it returns. - `find_operations`: 74 / 100 - Minor: The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does. - `get_provider_apis`: 74 / 100 - Minor: Says nothing about what it returns. Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days. [All scored servers](https://forecall.dev/en/servers)