{"artifact_kind":"identity-review-candidates","cohort_id":"smithery-use-300-2026-08-02","counts":{"exact_name_set_clusters":3,"exact_surface_clusters":1,"high_name_overlap_pairs":0,"listings":300,"multi_listing_publisher_groups":16,"same_publisher_same_structure_clusters":5},"exact_name_set_clusters":[{"fingerprint":"sha256:65cb0ef48d0461a8cf19182d4576bef9daf562a87825a94ff727f4661796b295","listings":[{"entity_ref":"entity:smithery-0009","member_count":25,"name":"Paper Search","publisher":"adamamer20","qualified_name":"adamamer20/paper-search-mcp-openai","rank":9,"surface_ref":"surface:smithery-0009/directory-default"},{"entity_ref":"entity:smithery-0172","member_count":25,"name":"paper-search-mcp-openai-v2","publisher":"TitanSneaker","qualified_name":"TitanSneaker/paper-search-mcp-openai-v2","rank":172,"surface_ref":"surface:smithery-0172/directory-default"}]},{"fingerprint":"sha256:4f749f143e7389f9fee95f01adcf672e95d53630429086eca148d83bcfe6c394","listings":[{"entity_ref":"entity:smithery-0020","member_count":1,"name":"Vercel Grep","publisher":"vercel","qualified_name":"vercel/grep","rank":20,"surface_ref":"surface:smithery-0020/directory-default"},{"entity_ref":"entity:smithery-0267","member_count":1,"name":"GitHub Code Search","publisher":"arjunkmrm","qualified_name":"arjunkmrm/grep","rank":267,"surface_ref":"surface:smithery-0267/directory-default"}]},{"fingerprint":"sha256:6371a3b02255d1341ec333e4900fc50b50ebb2c3ac7a4ef8178807aee0db3908","listings":[{"entity_ref":"entity:smithery-0237","member_count":1,"name":"LLM Orchestration Agent","publisher":"a2a","qualified_name":"a2a/llm-orchestration-agent","rank":237,"surface_ref":"surface:smithery-0237/directory-default"},{"entity_ref":"entity:smithery-0255","member_count":1,"name":"FastAPI Auth Token Service","publisher":"a2a","qualified_name":"a2a/auth-token-service","rank":255,"surface_ref":"surface:smithery-0255/directory-default"}]}],"exact_surface_clusters":[{"fingerprint":"sha256:2d8130d6cc0792175d6a91d40e83443830d51c4995df571ab5ef8e13b35293a7","listings":[{"entity_ref":"entity:smithery-0020","member_count":1,"name":"Vercel Grep","publisher":"vercel","qualified_name":"vercel/grep","rank":20,"surface_ref":"surface:smithery-0020/directory-default"},{"entity_ref":"entity:smithery-0267","member_count":1,"name":"GitHub Code Search","publisher":"arjunkmrm","qualified_name":"arjunkmrm/grep","rank":267,"surface_ref":"surface:smithery-0267/directory-default"}]}],"generated_by":"scripts/research/derive-identity-candidates.js@0.1","high_name_overlap_pairs":[],"limitations":["A matching declaration does not establish shared implementation, deployment, or runtime behavior.","A publisher namespace may contain independent services; a structural match may be coincidental.","Names can change while semantics remain stable, or remain the same while semantics differ.","Every candidate requires evidence-bearing human review before weighting or identity linkage."],"methods":{"exact_name_set":"Same case-folded set of member names. This ignores order and declarations and is only a review lead.","exact_surface":"Same ordered member kind, source name, and full captured-declaration hash sequence.","high_name_overlap":"Different name sets with at least two shared names and Jaccard coefficient >= 0.8.","publisher_group":"Same observed publisher namespace; this alone is not family equivalence.","same_publisher_same_structure":"Same observed publisher namespace and same description/name/value-neutral declaration-shape fingerprint."},"publisher_groups":[{"listings":[{"entity_ref":"entity:smithery-0109","member_count":1,"name":"Social Profile Lookup — Twitter, GitHub, LinkedIn","publisher":"axel-belfort","qualified_name":"axel-belfort/social-profile","rank":109,"surface_ref":"surface:smithery-0109/directory-default"},{"entity_ref":"entity:smithery-0111","member_count":3,"name":"Event Resolver — Settlement Oracle for Predictions","publisher":"axel-belfort","qualified_name":"axel-belfort/event-resolver","rank":111,"surface_ref":"surface:smithery-0111/directory-default"},{"entity_ref":"entity:smithery-0120","member_count":1,"name":"Keyword Research — Google Suggest, Intent & Long-Tail","publisher":"axel-belfort","qualified_name":"axel-belfort/keyword-research","rank":120,"surface_ref":"surface:smithery-0120/directory-default"},{"entity_ref":"entity:smithery-0134","member_count":1,"name":"NFT Metadata — Token Image, Attributes & Collection Info","publisher":"axel-belfort","qualified_name":"axel-belfort/nft-metadata","rank":134,"surface_ref":"surface:smithery-0134/directory-default"},{"entity_ref":"entity:smithery-0138","member_count":3,"name":"Hyperliquid Market Data — Orderbooks, Prices, OHLCV","publisher":"axel-belfort","qualified_name":"axel-belfort/hyperliquid-data","rank":138,"surface_ref":"surface:smithery-0138/directory-default"},{"entity_ref":"entity:smithery-0156","member_count":1,"name":"Airdrop Checker — Wallet Eligibility & Claim Status","publisher":"axel-belfort","qualified_name":"axel-belfort/airdrop-checker","rank":156,"surface_ref":"surface:smithery-0156/directory-default"},{"entity_ref":"entity:smithery-0157","member_count":3,"name":"Twitter/X Scraper — Profiles, Tweets & Search","publisher":"axel-belfort","qualified_name":"axel-belfort/twitter-scraper","rank":157,"surface_ref":"surface:smithery-0157/directory-default"},{"entity_ref":"entity:smithery-0160","member_count":2,"name":"Trust Score — Domain & Wallet Safety Scanner","publisher":"axel-belfort","qualified_name":"axel-belfort/trust-score","rank":160,"surface_ref":"surface:smithery-0160/directory-default"},{"entity_ref":"entity:smithery-0161","member_count":1,"name":"DNS Lookup — A, MX, TXT, CNAME via Cloudflare DoH","publisher":"axel-belfort","qualified_name":"axel-belfort/dns-lookup","rank":161,"surface_ref":"surface:smithery-0161/directory-default"},{"entity_ref":"entity:smithery-0163","member_count":1,"name":"Stock Price — Real-Time Quotes, US & International","publisher":"axel-belfort","qualified_name":"axel-belfort/stock-price","rank":163,"surface_ref":"surface:smithery-0163/directory-default"},{"entity_ref":"entity:smithery-0167","member_count":1,"name":"Token Holder Analysis — Distribution & Whale Detection","publisher":"axel-belfort","qualified_name":"axel-belfort/token-holders","rank":167,"surface_ref":"surface:smithery-0167/directory-default"},{"entity_ref":"entity:smithery-0170","member_count":1,"name":"Address Validator — Parse & Verify Postal Addresses","publisher":"axel-belfort","qualified_name":"axel-belfort/address-validator","rank":170,"surface_ref":"surface:smithery-0170/directory-default"},{"entity_ref":"entity:smithery-0171","member_count":2,"name":"Wallet Portfolio — Multi-Chain Token Holdings","publisher":"axel-belfort","qualified_name":"axel-belfort/wallet-portfolio","rank":171,"surface_ref":"surface:smithery-0171/directory-default"},{"entity_ref":"entity:smithery-0178","member_count":1,"name":"SSL Certificate Checker — Validity, Expiry & Grade","publisher":"axel-belfort","qualified_name":"axel-belfort/ssl-checker","rank":178,"surface_ref":"surface:smithery-0178/directory-default"},{"entity_ref":"entity:smithery-0179","member_count":1,"name":"Research Report Generator — Multi-Source Analysis","publisher":"axel-belfort","qualified_name":"axel-belfort/research-report","rank":179,"surface_ref":"surface:smithery-0179/directory-default"},{"entity_ref":"entity:smithery-0185","member_count":2,"name":"Web Scraper — Clean Markdown from Any URL","publisher":"axel-belfort","qualified_name":"axel-belfort/web-scraper","rank":185,"surface_ref":"surface:smithery-0185/directory-default"},{"entity_ref":"entity:smithery-0186","member_count":2,"name":"Sentiment Analyzer — Emotions, Confidence & Key Phrases","publisher":"axel-belfort","qualified_name":"axel-belfort/sentiment-analyzer","rank":186,"surface_ref":"surface:smithery-0186/directory-default"},{"entity_ref":"entity:smithery-0198","member_count":1,"name":"ENS Resolver — Name ↔ Address + Avatar","publisher":"axel-belfort","qualified_name":"axel-belfort/ens-resolver","rank":198,"surface_ref":"surface:smithery-0198/directory-default"},{"entity_ref":"entity:smithery-0199","member_count":1,"name":"JWT Decoder — Inspect Claims, Expiry & Algorithm","publisher":"axel-belfort","qualified_name":"axel-belfort/jwt-decoder","rank":199,"surface_ref":"surface:smithery-0199/directory-default"},{"entity_ref":"entity:smithery-0202","member_count":1,"name":"Text Classifier — Topic Categories & Readability","publisher":"axel-belfort","qualified_name":"axel-belfort/text-classifier","rank":202,"surface_ref":"surface:smithery-0202/directory-default"},{"entity_ref":"entity:smithery-0204","member_count":1,"name":"Color Palette Generator — 5 Harmony Schemes","publisher":"axel-belfort","qualified_name":"axel-belfort/color-palette","rank":204,"surface_ref":"surface:smithery-0204/directory-default"},{"entity_ref":"entity:smithery-0205","member_count":2,"name":"IP Geolocation — Country, City, ISP, VPN Detection","publisher":"axel-belfort","qualified_name":"axel-belfort/ip-geolocation","rank":205,"surface_ref":"surface:smithery-0205/directory-default"},{"entity_ref":"entity:smithery-0211","member_count":1,"name":"Currency Converter — Fiat & Crypto Cross-Rates","publisher":"axel-belfort","qualified_name":"axel-belfort/currency-converter","rank":211,"surface_ref":"surface:smithery-0211/directory-default"},{"entity_ref":"entity:smithery-0212","member_count":1,"name":"Email Finder — Professional Email from Name + Domain","publisher":"axel-belfort","qualified_name":"axel-belfort/email-finder","rank":212,"surface_ref":"surface:smithery-0212/directory-default"},{"entity_ref":"entity:smithery-0214","member_count":1,"name":"HTTP Security Headers — HSTS, CSP, Score 0-100","publisher":"axel-belfort","qualified_name":"axel-belfort/http-headers","rank":214,"surface_ref":"surface:smithery-0214/directory-default"},{"entity_ref":"entity:smithery-0218","member_count":2,"name":"Screenshot & PDF Capture — Full-Page Chromium Rendering","publisher":"axel-belfort","qualified_name":"axel-belfort/screenshot-pdf","rank":218,"surface_ref":"surface:smithery-0218/directory-default"},{"entity_ref":"entity:smithery-0222","member_count":1,"name":"Crontab Generator — Natural Language to Cron","publisher":"axel-belfort","qualified_name":"axel-belfort/crontab-generator","rank":222,"surface_ref":"surface:smithery-0222/directory-default"},{"entity_ref":"entity:smithery-0227","member_count":1,"name":"Web Search — Structured Results for AI Agents","publisher":"axel-belfort","qualified_name":"axel-belfort/web-search","rank":227,"surface_ref":"surface:smithery-0227/directory-default"},{"entity_ref":"entity:smithery-0230","member_count":1,"name":"HTML to Markdown — Clean Conversion, Scripts Stripped","publisher":"axel-belfort","qualified_name":"axel-belfort/html-to-markdown","rank":230,"surface_ref":"surface:smithery-0230/directory-default"},{"entity_ref":"entity:smithery-0232","member_count":3,"name":"Prediction Markets — Polymarket & Kalshi Live Odds","publisher":"axel-belfort","qualified_name":"axel-belfort/prediction-markets","rank":232,"surface_ref":"surface:smithery-0232/directory-default"},{"entity_ref":"entity:smithery-0243","member_count":1,"name":"Weather API — Current & 7-Day Forecast Worldwide","publisher":"axel-belfort","qualified_name":"axel-belfort/weather-api","rank":243,"surface_ref":"surface:smithery-0243/directory-default"},{"entity_ref":"entity:smithery-0244","member_count":1,"name":"Password Strength Checker — Entropy & Crack Time","publisher":"axel-belfort","qualified_name":"axel-belfort/password-strength","rank":244,"surface_ref":"surface:smithery-0244/directory-default"},{"entity_ref":"entity:smithery-0248","member_count":1,"name":"Language Detector — 30+ Languages via Trigram Analysis","publisher":"axel-belfort","qualified_name":"axel-belfort/language-detector","rank":248,"surface_ref":"surface:smithery-0248/directory-default"},{"entity_ref":"entity:smithery-0252","member_count":1,"name":"Markdown to HTML — Headings, Code, Tables","publisher":"axel-belfort","qualified_name":"axel-belfort/markdown-to-html","rank":252,"surface_ref":"surface:smithery-0252/directory-default"},{"entity_ref":"entity:smithery-0259","member_count":3,"name":"Hyperliquid Spot — 454 Tokens, Prices, Balances","publisher":"axel-belfort","qualified_name":"axel-belfort/hl-spot","rank":259,"surface_ref":"surface:smithery-0259/directory-default"},{"entity_ref":"entity:smithery-0263","member_count":1,"name":"Email Deliverability Audit — SPF/DKIM/DMARC Check","publisher":"axel-belfort","qualified_name":"axel-belfort/email-deliverability","rank":263,"surface_ref":"surface:smithery-0263/directory-default"},{"entity_ref":"entity:smithery-0268","member_count":1,"name":"Cross-Chain Bridge Routes — 60+ Chains via LI.FI","publisher":"axel-belfort","qualified_name":"axel-belfort/bridge-routes","rank":268,"surface_ref":"surface:smithery-0268/directory-default"},{"entity_ref":"entity:smithery-0269","member_count":1,"name":"Crypto News Feed — Sentiment Scores & Token Mentions","publisher":"axel-belfort","qualified_name":"axel-belfort/crypto-news","rank":269,"surface_ref":"surface:smithery-0269/directory-default"},{"entity_ref":"entity:smithery-0272","member_count":1,"name":"DeFi Yield Finder — Best APY Across 100+ Protocols","publisher":"axel-belfort","qualified_name":"axel-belfort/defi-yields","rank":272,"surface_ref":"surface:smithery-0272/directory-default"},{"entity_ref":"entity:smithery-0280","member_count":1,"name":"Multi-Chain Gas Estimator — ETH, Base, Polygon, Arb","publisher":"axel-belfort","qualified_name":"axel-belfort/gas-estimator","rank":280,"surface_ref":"surface:smithery-0280/directory-default"},{"entity_ref":"entity:smithery-0283","member_count":1,"name":"OCR Text Extraction — Image to Text, Multi-Language","publisher":"axel-belfort","qualified_name":"axel-belfort/ocr-extract","rank":283,"surface_ref":"surface:smithery-0283/directory-default"},{"entity_ref":"entity:smithery-0284","member_count":1,"name":"CSV to JSON Converter — Auto-Detect Delimiter","publisher":"axel-belfort","qualified_name":"axel-belfort/csv-to-json","rank":284,"surface_ref":"surface:smithery-0284/directory-default"},{"entity_ref":"entity:smithery-0286","member_count":1,"name":"Vector Search — In-Memory TF-IDF Semantic Store","publisher":"axel-belfort","qualified_name":"axel-belfort/vector-search","rank":286,"surface_ref":"surface:smithery-0286/directory-default"},{"entity_ref":"entity:smithery-0293","member_count":1,"name":"PII Detector — Find Emails, SSNs, Credit Cards in Text","publisher":"axel-belfort","qualified_name":"axel-belfort/pii-detector","rank":293,"surface_ref":"surface:smithery-0293/directory-default"},{"entity_ref":"entity:smithery-0297","member_count":1,"name":"Diff Checker — Line-by-Line Text Comparison","publisher":"axel-belfort","qualified_name":"axel-belfort/diff-checker","rank":297,"surface_ref":"surface:smithery-0297/directory-default"}],"publisher":"axel-belfort"},{"listings":[{"entity_ref":"entity:smithery-0056","member_count":4,"name":"Ecommerce Intel MCP — Shopify Store & Product Analysis","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/ecommerce-intelligence-mcp-server","rank":56,"surface_ref":"surface:smithery-0056/directory-default"},{"entity_ref":"entity:smithery-0065","member_count":8,"name":"News MCP — AP, BBC, NPR, HN, Google News Aggregator","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/news-mcp-server","rank":65,"surface_ref":"surface:smithery-0065/directory-default"},{"entity_ref":"entity:smithery-0067","member_count":6,"name":"Social Content MCP — Dev.to, Steam, Podcasts, Eventbrite","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/social-content-mcp-server","rank":67,"surface_ref":"surface:smithery-0067/directory-default"},{"entity_ref":"entity:smithery-0072","member_count":7,"name":"SEO Web Analysis MCP — Site Audit & Tech Stack","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/seo-web-analysis-mcp-server","rank":72,"surface_ref":"surface:smithery-0072/directory-default"},{"entity_ref":"entity:smithery-0080","member_count":7,"name":"GitHub Analytics MCP — Repo & Trend Research","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/github-mcp-server","rank":80,"surface_ref":"surface:smithery-0080/directory-default"},{"entity_ref":"entity:smithery-0117","member_count":4,"name":"Academic Research MCP — ArXiv & Google Scholar","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/academic-research-mcp-server","rank":117,"surface_ref":"surface:smithery-0117/directory-default"},{"entity_ref":"entity:smithery-0118","member_count":6,"name":"Google Maps Lead Gen MCP — Local Business Enrichment","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/google-maps-mcp-server","rank":118,"surface_ref":"surface:smithery-0118/directory-default"},{"entity_ref":"entity:smithery-0125","member_count":8,"name":"Finance MCP — Stocks, Crypto, FX, Portfolio Math","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/finance-mcp-server","rank":125,"surface_ref":"surface:smithery-0125/directory-default"},{"entity_ref":"entity:smithery-0136","member_count":6,"name":"Sports MCP — NBA, NFL, NHL Live & Historical","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/sports-mcp-server","rank":136,"surface_ref":"surface:smithery-0136/directory-default"},{"entity_ref":"entity:smithery-0140","member_count":3,"name":"Legal Research MCP — Court Records Lookup","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/legal-mcp-server","rank":140,"surface_ref":"surface:smithery-0140/directory-default"},{"entity_ref":"entity:smithery-0146","member_count":4,"name":"Redfin Property MCP — Single-Address Deep Dive","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/redfin-mcp-server","rank":146,"surface_ref":"surface:smithery-0146/directory-default"},{"entity_ref":"entity:smithery-0261","member_count":5,"name":"Yahoo Finance MCP — Equity Fundamentals & Analyst Data","publisher":"nexgendata-apify","qualified_name":"nexgendata-apify/yahoo-finance-mcp-server","rank":261,"surface_ref":"surface:smithery-0261/directory-default"}],"publisher":"nexgendata-apify"},{"listings":[{"entity_ref":"entity:smithery-0054","member_count":5,"name":"nist-nvd-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/nist-nvd-mcp-server","rank":54,"surface_ref":"surface:smithery-0054/directory-default"},{"entity_ref":"entity:smithery-0081","member_count":12,"name":"pubmed-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/pubmed-mcp-server","rank":81,"surface_ref":"surface:smithery-0081/directory-default"},{"entity_ref":"entity:smithery-0090","member_count":7,"name":"census-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/census-mcp-server","rank":90,"surface_ref":"surface:smithery-0090/directory-default"},{"entity_ref":"entity:smithery-0148","member_count":6,"name":"wikipedia-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/wikipedia-mcp-server","rank":148,"surface_ref":"surface:smithery-0148/directory-default"},{"entity_ref":"entity:smithery-0175","member_count":11,"name":"open-meteo-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/open-meteo-mcp-server","rank":175,"surface_ref":"surface:smithery-0175/directory-default"},{"entity_ref":"entity:smithery-0196","member_count":7,"name":"openalex-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/openalex-mcp-server","rank":196,"surface_ref":"surface:smithery-0196/directory-default"},{"entity_ref":"entity:smithery-0209","member_count":14,"name":"openfda-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/openfda-mcp-server","rank":209,"surface_ref":"surface:smithery-0209/directory-default"},{"entity_ref":"entity:smithery-0245","member_count":5,"name":"arxiv-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/arxiv-mcp-server","rank":245,"surface_ref":"surface:smithery-0245/directory-default"},{"entity_ref":"entity:smithery-0273","member_count":6,"name":"openstreetmap-mcp-server","publisher":"cyanheads","qualified_name":"cyanheads/openstreetmap-mcp-server","rank":273,"surface_ref":"surface:smithery-0273/directory-default"}],"publisher":"cyanheads"},{"listings":[{"entity_ref":"entity:smithery-0040","member_count":3,"name":"agentai","publisher":"heavysword1","qualified_name":"heavysword1/agentai","rank":40,"surface_ref":"surface:smithery-0040/directory-default"},{"entity_ref":"entity:smithery-0061","member_count":3,"name":"agentfood","publisher":"heavysword1","qualified_name":"heavysword1/agentfood","rank":61,"surface_ref":"surface:smithery-0061/directory-default"},{"entity_ref":"entity:smithery-0096","member_count":2,"name":"agentflight","publisher":"heavysword1","qualified_name":"heavysword1/agentflight","rank":96,"surface_ref":"surface:smithery-0096/directory-default"},{"entity_ref":"entity:smithery-0290","member_count":7,"name":"AgentEcon","publisher":"heavysword1","qualified_name":"heavysword1/AgentEcon","rank":290,"surface_ref":"surface:smithery-0290/directory-default"}],"publisher":"heavysword1"},{"listings":[{"entity_ref":"entity:smithery-0044","member_count":4,"name":"sg-finance-data-mcp","publisher":"vdineshk","qualified_name":"vdineshk/sg-finance-data-mcp","rank":44,"surface_ref":"surface:smithery-0044/directory-default"},{"entity_ref":"entity:smithery-0082","member_count":4,"name":"sg-weather-data-mcp","publisher":"vdineshk","qualified_name":"vdineshk/sg-weather-data-mcp","rank":82,"surface_ref":"surface:smithery-0082/directory-default"},{"entity_ref":"entity:smithery-0088","member_count":4,"name":"sg-cpf-calculator-mcp","publisher":"vdineshk","qualified_name":"vdineshk/sg-cpf-calculator-mcp","rank":88,"surface_ref":"surface:smithery-0088/directory-default"},{"entity_ref":"entity:smithery-0123","member_count":4,"name":"asean-trade-rules-mcp","publisher":"vdineshk","qualified_name":"vdineshk/asean-trade-rules-mcp","rank":123,"surface_ref":"surface:smithery-0123/directory-default"}],"publisher":"vdineshk"},{"listings":[{"entity_ref":"entity:smithery-0069","member_count":6,"name":"Daum Search","publisher":"kakao","qualified_name":"kakao/daum-search","rank":69,"surface_ref":"surface:smithery-0069/directory-default"},{"entity_ref":"entity:smithery-0086","member_count":6,"name":"Kakao Maps","publisher":"kakao","qualified_name":"kakao/maps","rank":86,"surface_ref":"surface:smithery-0086/directory-default"},{"entity_ref":"entity:smithery-0192","member_count":2,"name":"Kakao Mobility","publisher":"kakao","qualified_name":"kakao/mobility","rank":192,"surface_ref":"surface:smithery-0192/directory-default"}],"publisher":"kakao"},{"listings":[{"entity_ref":"entity:smithery-0224","member_count":44,"name":"Ghost CMS MCP Server","publisher":"hithereiamaliff","qualified_name":"hithereiamaliff/mcp-ghostcms","rank":224,"surface_ref":"surface:smithery-0224/directory-default"},{"entity_ref":"entity:smithery-0264","member_count":43,"name":"Malaysia Transit MCP","publisher":"hithereiamaliff","qualified_name":"hithereiamaliff/mcp-malaysiatransit","rank":264,"surface_ref":"surface:smithery-0264/directory-default"},{"entity_ref":"entity:smithery-0266","member_count":31,"name":"Malaysia Open Data MCP Server","publisher":"hithereiamaliff","qualified_name":"hithereiamaliff/mcp-datagovmy","rank":266,"surface_ref":"surface:smithery-0266/directory-default"}],"publisher":"hithereiamaliff"},{"listings":[{"entity_ref":"entity:smithery-0001","member_count":2530,"name":"pipeworx gateway","publisher":"pipeworx","qualified_name":"pipeworx/gateway","rank":1,"surface_ref":"surface:smithery-0001/directory-default"},{"entity_ref":"entity:smithery-0076","member_count":44,"name":"pipeworx","publisher":"pipeworx","qualified_name":"pipeworx/pipeworx","rank":76,"surface_ref":"surface:smithery-0076/directory-default"}],"publisher":"pipeworx"},{"listings":[{"entity_ref":"entity:smithery-0008","member_count":19,"name":"uk-due-diligence","publisher":"bouch","qualified_name":"bouch/uk-due-diligence","rank":8,"surface_ref":"surface:smithery-0008/directory-default"},{"entity_ref":"entity:smithery-0258","member_count":15,"name":"pinescript","publisher":"bouch","qualified_name":"bouch/pinescript","rank":258,"surface_ref":"surface:smithery-0258/directory-default"}],"publisher":"bouch"},{"listings":[{"entity_ref":"entity:smithery-0010","member_count":18,"name":"Agent News","publisher":"theagenttimes","qualified_name":"theagenttimes/news","rank":10,"surface_ref":"surface:smithery-0010/directory-default"},{"entity_ref":"entity:smithery-0100","member_count":23,"name":"UCP Gateway","publisher":"theagenttimes","qualified_name":"theagenttimes/ucp-gateway","rank":100,"surface_ref":"surface:smithery-0100/directory-default"}],"publisher":"theagenttimes"},{"listings":[{"entity_ref":"entity:smithery-0055","member_count":6,"name":"Meeting Intelligence API","publisher":"stockvibes07","qualified_name":"stockvibes07/meeting-mcp","rank":55,"surface_ref":"surface:smithery-0055/directory-default"},{"entity_ref":"entity:smithery-0066","member_count":4,"name":"exchange-mcp","publisher":"stockvibes07","qualified_name":"stockvibes07/exchange-mcp","rank":66,"surface_ref":"surface:smithery-0066/directory-default"}],"publisher":"stockvibes07"},{"listings":[{"entity_ref":"entity:smithery-0143","member_count":2,"name":"Ghostrouter","publisher":"ghostrouter","qualified_name":"ghostrouter/ghostrouter-web","rank":143,"surface_ref":"surface:smithery-0143/directory-default"},{"entity_ref":"entity:smithery-0294","member_count":2,"name":"GhostRouter-Lite","publisher":"ghostrouter","qualified_name":"ghostrouter/lite-crypto","rank":294,"surface_ref":"surface:smithery-0294/directory-default"}],"publisher":"ghostrouter"},{"listings":[{"entity_ref":"entity:smithery-0151","member_count":54,"name":"witness-protocol","publisher":"delx","qualified_name":"delx/witness-protocol","rank":151,"surface_ref":"surface:smithery-0151/directory-default"},{"entity_ref":"entity:smithery-0153","member_count":94,"name":"Delx MCP Server","publisher":"delx","qualified_name":"delx/delx-mcp","rank":153,"surface_ref":"surface:smithery-0153/directory-default"}],"publisher":"delx"},{"listings":[{"entity_ref":"entity:smithery-0152","member_count":1,"name":"URL Safety Validator MCP","publisher":"OjasKord","qualified_name":"OjasKord/url-safety-validator-mcp","rank":152,"surface_ref":"surface:smithery-0152/directory-default"},{"entity_ref":"entity:smithery-0169","member_count":1,"name":"Local Model Suitability MCP","publisher":"OjasKord","qualified_name":"OjasKord/local-model-suitability-mcp","rank":169,"surface_ref":"surface:smithery-0169/directory-default"}],"publisher":"ojaskord"},{"listings":[{"entity_ref":"entity:smithery-0177","member_count":37,"name":"Boar blockchain MCP (basic)","publisher":"boar-network","qualified_name":"boar-network/blockchain-basic","rank":177,"surface_ref":"surface:smithery-0177/directory-default"},{"entity_ref":"entity:smithery-0300","member_count":13,"name":"Boar blockchain MCP (advanced)","publisher":"boar-network","qualified_name":"boar-network/blockchain-advanced","rank":300,"surface_ref":"surface:smithery-0300/directory-default"}],"publisher":"boar-network"},{"listings":[{"entity_ref":"entity:smithery-0237","member_count":1,"name":"LLM Orchestration Agent","publisher":"a2a","qualified_name":"a2a/llm-orchestration-agent","rank":237,"surface_ref":"surface:smithery-0237/directory-default"},{"entity_ref":"entity:smithery-0255","member_count":1,"name":"FastAPI Auth Token Service","publisher":"a2a","qualified_name":"a2a/auth-token-service","rank":255,"surface_ref":"surface:smithery-0255/directory-default"}],"publisher":"a2a"}],"same_publisher_same_structure_clusters":[{"fingerprint":"sha256:9fda29455d5415f88a07da1d06a124e6a878f53434af0f3dd328d494bd3eac56","listings":[{"entity_ref":"entity:smithery-0120","member_count":1,"name":"Keyword Research — Google Suggest, Intent & Long-Tail","publisher":"axel-belfort","qualified_name":"axel-belfort/keyword-research","rank":120,"surface_ref":"surface:smithery-0120/directory-default"},{"entity_ref":"entity:smithery-0156","member_count":1,"name":"Airdrop Checker — Wallet Eligibility & Claim Status","publisher":"axel-belfort","qualified_name":"axel-belfort/airdrop-checker","rank":156,"surface_ref":"surface:smithery-0156/directory-default"},{"entity_ref":"entity:smithery-0163","member_count":1,"name":"Stock Price — Real-Time Quotes, US & International","publisher":"axel-belfort","qualified_name":"axel-belfort/stock-price","rank":163,"surface_ref":"surface:smithery-0163/directory-default"},{"entity_ref":"entity:smithery-0170","member_count":1,"name":"Address Validator — Parse & Verify Postal Addresses","publisher":"axel-belfort","qualified_name":"axel-belfort/address-validator","rank":170,"surface_ref":"surface:smithery-0170/directory-default"},{"entity_ref":"entity:smithery-0178","member_count":1,"name":"SSL Certificate Checker — Validity, Expiry & Grade","publisher":"axel-belfort","qualified_name":"axel-belfort/ssl-checker","rank":178,"surface_ref":"surface:smithery-0178/directory-default"},{"entity_ref":"entity:smithery-0199","member_count":1,"name":"JWT Decoder — Inspect Claims, Expiry & Algorithm","publisher":"axel-belfort","qualified_name":"axel-belfort/jwt-decoder","rank":199,"surface_ref":"surface:smithery-0199/directory-default"},{"entity_ref":"entity:smithery-0214","member_count":1,"name":"HTTP Security Headers — HSTS, CSP, Score 0-100","publisher":"axel-belfort","qualified_name":"axel-belfort/http-headers","rank":214,"surface_ref":"surface:smithery-0214/directory-default"},{"entity_ref":"entity:smithery-0230","member_count":1,"name":"HTML to Markdown — Clean Conversion, Scripts Stripped","publisher":"axel-belfort","qualified_name":"axel-belfort/html-to-markdown","rank":230,"surface_ref":"surface:smithery-0230/directory-default"},{"entity_ref":"entity:smithery-0244","member_count":1,"name":"Password Strength Checker — Entropy & Crack Time","publisher":"axel-belfort","qualified_name":"axel-belfort/password-strength","rank":244,"surface_ref":"surface:smithery-0244/directory-default"},{"entity_ref":"entity:smithery-0248","member_count":1,"name":"Language Detector — 30+ Languages via Trigram Analysis","publisher":"axel-belfort","qualified_name":"axel-belfort/language-detector","rank":248,"surface_ref":"surface:smithery-0248/directory-default"},{"entity_ref":"entity:smithery-0263","member_count":1,"name":"Email Deliverability Audit — SPF/DKIM/DMARC Check","publisher":"axel-belfort","qualified_name":"axel-belfort/email-deliverability","rank":263,"surface_ref":"surface:smithery-0263/directory-default"},{"entity_ref":"entity:smithery-0280","member_count":1,"name":"Multi-Chain Gas Estimator — ETH, Base, Polygon, Arb","publisher":"axel-belfort","qualified_name":"axel-belfort/gas-estimator","rank":280,"surface_ref":"surface:smithery-0280/directory-default"},{"entity_ref":"entity:smithery-0293","member_count":1,"name":"PII Detector — Find Emails, SSNs, Credit Cards in Text","publisher":"axel-belfort","qualified_name":"axel-belfort/pii-detector","rank":293,"surface_ref":"surface:smithery-0293/directory-default"}],"publisher":"axel-belfort"},{"fingerprint":"sha256:6b6ac80434751a421a7d2216cad29983c72bb15e222d81b129fbaf1c2cace656","listings":[{"entity_ref":"entity:smithery-0161","member_count":1,"name":"DNS Lookup — A, MX, TXT, CNAME via Cloudflare DoH","publisher":"axel-belfort","qualified_name":"axel-belfort/dns-lookup","rank":161,"surface_ref":"surface:smithery-0161/directory-default"},{"entity_ref":"entity:smithery-0167","member_count":1,"name":"Token Holder Analysis — Distribution & Whale Detection","publisher":"axel-belfort","qualified_name":"axel-belfort/token-holders","rank":167,"surface_ref":"surface:smithery-0167/directory-default"},{"entity_ref":"entity:smithery-0179","member_count":1,"name":"Research Report Generator — Multi-Source Analysis","publisher":"axel-belfort","qualified_name":"axel-belfort/research-report","rank":179,"surface_ref":"surface:smithery-0179/directory-default"},{"entity_ref":"entity:smithery-0198","member_count":1,"name":"ENS Resolver — Name ↔ Address + Avatar","publisher":"axel-belfort","qualified_name":"axel-belfort/ens-resolver","rank":198,"surface_ref":"surface:smithery-0198/directory-default"},{"entity_ref":"entity:smithery-0202","member_count":1,"name":"Text Classifier — Topic Categories & Readability","publisher":"axel-belfort","qualified_name":"axel-belfort/text-classifier","rank":202,"surface_ref":"surface:smithery-0202/directory-default"},{"entity_ref":"entity:smithery-0227","member_count":1,"name":"Web Search — Structured Results for AI Agents","publisher":"axel-belfort","qualified_name":"axel-belfort/web-search","rank":227,"surface_ref":"surface:smithery-0227/directory-default"},{"entity_ref":"entity:smithery-0252","member_count":1,"name":"Markdown to HTML — Headings, Code, Tables","publisher":"axel-belfort","qualified_name":"axel-belfort/markdown-to-html","rank":252,"surface_ref":"surface:smithery-0252/directory-default"},{"entity_ref":"entity:smithery-0269","member_count":1,"name":"Crypto News Feed — Sentiment Scores & Token Mentions","publisher":"axel-belfort","qualified_name":"axel-belfort/crypto-news","rank":269,"surface_ref":"surface:smithery-0269/directory-default"},{"entity_ref":"entity:smithery-0297","member_count":1,"name":"Diff Checker — Line-by-Line Text Comparison","publisher":"axel-belfort","qualified_name":"axel-belfort/diff-checker","rank":297,"surface_ref":"surface:smithery-0297/directory-default"}],"publisher":"axel-belfort"},{"fingerprint":"sha256:a63b7c0db443c58fd9bab5215d1d145f00a72a983624106ec83d78dde771d240","listings":[{"entity_ref":"entity:smithery-0134","member_count":1,"name":"NFT Metadata — Token Image, Attributes & Collection Info","publisher":"axel-belfort","qualified_name":"axel-belfort/nft-metadata","rank":134,"surface_ref":"surface:smithery-0134/directory-default"},{"entity_ref":"entity:smithery-0204","member_count":1,"name":"Color Palette Generator — 5 Harmony Schemes","publisher":"axel-belfort","qualified_name":"axel-belfort/color-palette","rank":204,"surface_ref":"surface:smithery-0204/directory-default"},{"entity_ref":"entity:smithery-0211","member_count":1,"name":"Currency Converter — Fiat & Crypto Cross-Rates","publisher":"axel-belfort","qualified_name":"axel-belfort/currency-converter","rank":211,"surface_ref":"surface:smithery-0211/directory-default"},{"entity_ref":"entity:smithery-0212","member_count":1,"name":"Email Finder — Professional Email from Name + Domain","publisher":"axel-belfort","qualified_name":"axel-belfort/email-finder","rank":212,"surface_ref":"surface:smithery-0212/directory-default"},{"entity_ref":"entity:smithery-0243","member_count":1,"name":"Weather API — Current & 7-Day Forecast Worldwide","publisher":"axel-belfort","qualified_name":"axel-belfort/weather-api","rank":243,"surface_ref":"surface:smithery-0243/directory-default"},{"entity_ref":"entity:smithery-0283","member_count":1,"name":"OCR Text Extraction — Image to Text, Multi-Language","publisher":"axel-belfort","qualified_name":"axel-belfort/ocr-extract","rank":283,"surface_ref":"surface:smithery-0283/directory-default"},{"entity_ref":"entity:smithery-0284","member_count":1,"name":"CSV to JSON Converter — Auto-Detect Delimiter","publisher":"axel-belfort","qualified_name":"axel-belfort/csv-to-json","rank":284,"surface_ref":"surface:smithery-0284/directory-default"}],"publisher":"axel-belfort"},{"fingerprint":"sha256:1047566e6020c3268fd5e961ea93ac2699fa47bc2cc19ed676ae92072020134c","listings":[{"entity_ref":"entity:smithery-0185","member_count":2,"name":"Web Scraper — Clean Markdown from Any URL","publisher":"axel-belfort","qualified_name":"axel-belfort/web-scraper","rank":185,"surface_ref":"surface:smithery-0185/directory-default"},{"entity_ref":"entity:smithery-0186","member_count":2,"name":"Sentiment Analyzer — Emotions, Confidence & Key Phrases","publisher":"axel-belfort","qualified_name":"axel-belfort/sentiment-analyzer","rank":186,"surface_ref":"surface:smithery-0186/directory-default"},{"entity_ref":"entity:smithery-0205","member_count":2,"name":"IP Geolocation — Country, City, ISP, VPN Detection","publisher":"axel-belfort","qualified_name":"axel-belfort/ip-geolocation","rank":205,"surface_ref":"surface:smithery-0205/directory-default"}],"publisher":"axel-belfort"},{"fingerprint":"sha256:9fda29455d5415f88a07da1d06a124e6a878f53434af0f3dd328d494bd3eac56","listings":[{"entity_ref":"entity:smithery-0237","member_count":1,"name":"LLM Orchestration Agent","publisher":"a2a","qualified_name":"a2a/llm-orchestration-agent","rank":237,"surface_ref":"surface:smithery-0237/directory-default"},{"entity_ref":"entity:smithery-0255","member_count":1,"name":"FastAPI Auth Token Service","publisher":"a2a","qualified_name":"a2a/auth-token-service","rank":255,"surface_ref":"surface:smithery-0255/directory-default"}],"publisher":"a2a"}],"schema_version":"0.1","source_inputs":{"announcements":{"path":"research/discovery/observations/announcements.jsonl","records":300,"sha256":"sha256:988451f5bac8836326579d9cc231f978b0c5689e9d18d11858b6f36f50c464e5"},"entities":{"path":"research/discovery/observations/entities.jsonl","records":300,"sha256":"sha256:a68a447e2d5f8d68ea897a9b703c6882b325aae4156f92529d39e8e33e555a1b"},"members":{"path":"research/discovery/observations/members.jsonl","records":9390,"sha256":"sha256:719d07b89ca01672ffb9968c639759b421729d83b2431bfd366ee1d80cc648ba"},"surfaces":{"path":"research/discovery/observations/surfaces.jsonl","records":300,"sha256":"sha256:9991c1e05dcb8463ff996063fa7ff08bb68ae0b44e30ddc81daeaf9368fe3853"}},"status":"mechanical candidates; not adjudicated identity or family links"}