# No Niner Data Tools (io.github.fredxhansson-cmyk/noniner): tool descriptions scored - tools/list taken: 2026-11-02 (UTC) - From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.fredxhansson-cmyk%2Fnoniner/versions/latest) - Connected to: https://noniner.io/api/mcp - Homepage: https://noniner.io/ - Repository: https://github.com/fredxhansson-cmyk/noniner - Scoring rules: v2 - Tools: 95 - Average: 46.5 / 100 (Cloudy) - Near-identical pairs: 3 This page shows how No Niner Data Tools (io.github.fredxhansson-cmyk/noniner)'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: 95 tools. Above 40, models choose less accurately. ## Tools - `rubygems_package_intelligence`: 41 / 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. - `ad_radar`: 44 / 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. - `ai_brand_visibility`: 44 / 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. - `ai_cold_email_personalizer`: 44 / 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. - `ai_company_enrichment`: 44 / 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. - `ai_search_visibility_platform`: 44 / 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. - `ai_web_extractor`: 44 / 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. - `analyst_agent`: 44 / 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. - `app_review_intelligence`: 44 / 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. - `app_store_intelligence`: 44 / 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. - `b2b_job_post_parser`: 44 / 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. - `b2b_outbound_engine`: 44 / 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. - `b2b_stakeholder_mapper`: 44 / 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. - `b2b_talent_sourcing_brief`: 44 / 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. - `company_due_diligence`: 44 / 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. - `crates_package_intelligence`: 44 / 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. - `dockerhub_image_intelligence`: 44 / 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. - `domain_whois_intelligence`: 44 / 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. - `fb_ads_creative_intelligence`: 44 / 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. - `funding_signals`: 44 / 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. - `github_repo_analyzer`: 44 / 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. - `go_modules_intelligence`: 44 / 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. - `google_reviews_insights`: 44 / 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. - `greenlit`: 44 / 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. - `influencer_vetting`: 44 / 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. - `job_market_insights`: 44 / 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. - `linkedin_engagement_leads`: 44 / 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. - `maps_local_seo`: 44 / 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. - `nordic_company_registry`: 44 / 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. - `nordic_tender_matcher`: 44 / 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. - `npm_package_intelligence`: 44 / 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. - `nuget_package_intelligence`: 44 / 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. - `packagist_package_intelligence`: 44 / 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. - `pypi_package_intelligence`: 44 / 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. - `qualified_leads`: 44 / 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. - `real_estate_market_insights`: 44 / 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. - `reddit_insights`: 44 / 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. - `serp_intelligence`: 44 / 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. - `shopify_store_analyzer`: 44 / 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. - `social_comments_intelligence`: 44 / 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. - `trade_flows`: 44 / 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. - `tweet_sentiment_intelligence`: 44 / 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. - `universal_review_insights`: 44 / 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. - `wikipedia_entity_intelligence`: 44 / 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. - `ai_citation_miner`: 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. - `ai_prospecting_pipeline`: 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. - `ai_seo_site_auditor`: 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. - `ai_share_of_voice`: 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. - `ai_website_audit`: 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. - `argus`: 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. - `b2b_competitor_teardown`: 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. - `b2b_crm_enricher`: 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. - `b2b_email_verifier`: 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. - `b2b_hiring_signal_tracker`: 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. - `b2b_lead_list_builder`: 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. - `career_site_jobs_api`: 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. - `clinicaltrials_intelligence`: 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. - `crypto_market_intelligence`: 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. - `cve_vulnerability_lookup`: 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. - `dtc_brand_teardown`: 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. - `email_finder_scraper`: 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. - `etsy_scraper`: 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. - `eu_grant_finder`: 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. - `fda_intelligence`: 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. - `github_candidate_scorer`: 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. - `google_news_scraper`: 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. - `hn_community_intelligence`: 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. - `itunes_search`: 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. - `nordic_public_tenders`: 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. - `osm_local_business_finder`: 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. - `product_catalog_extractor`: 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. - `sec_filings_extractor`: 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. - `transcript_insights`: 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. - `us_funding_rounds`: 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. - `us_gov_contracts`: 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. - `website_to_markdown`: 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. - `youtube_transcript_scraper`: 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. - `ai_brand_accuracy`: 50 / 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. - `amazon_reviews_scraper`: 50 / 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. - `research_paper_intelligence`: 50 / 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. - `ai_price_intelligence`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `ai_social_listening`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `amazon_product_opportunity`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `aso_insights`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `b2b_account_brief`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `b2b_cold_outreach_sequencer`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `b2b_intent_radar`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `b2b_pricing_extractor`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `b2b_tech_stack_detector`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `equity_analyst`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `google_maps_lead_enricher`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `signal_radar`: 51 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `synthetic_audience_simulator`: 54 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `b2b_competitor_monitor`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: No `required` list, so every argument is optional. - `competitor_pulse`: 61 / 100 - Minor: No `required` list, so every argument is optional. 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