{"slug":"data-cleaning-validation-for-ai-agents-62909a4a","name":"Data Cleaning & Validation for AI Agents","summary":"Turn messy exports into clean, consistent data agents can trust, with every change logged.","status":"auth_required","headings":[{"slug":"analytics","title":"Data & analytics"}],"indexable":true,"listed_since":"2026-11-13T13:14:57.736098Z","sources":[{"source":"mcp_registry","external_id":"ai.saifs/data-cleaning","owner_address":null,"seen_at":"2026-11-13T14:14:58.907530Z","removed_at":null}],"endpoints":[{"url":"https://data-cleaning-mcp.saifs.ai/mcp","host":"data-cleaning-mcp.saifs.ai","protocol":"mcp","state":"auth_required","last_probe_at":"2026-11-14T12:43:30.833746Z","last_ok_at":"2026-11-14T12:43:30.833746Z","tools_count":null,"tools_changed_at":null,"uptime_24h":1.0,"uptime_30d":1.0},{"url":"https://saifs.ai/","host":"saifs.ai","protocol":"web","state":"live","last_probe_at":"2026-11-14T14:14:21.383844Z","last_ok_at":"2026-11-14T14:14:21.383844Z","tools_count":null,"tools_changed_at":null,"uptime_24h":1.0,"uptime_30d":1.0}],"also_listed_as":[{"slug":"13-week-cash-flow-forecast-62fe3ecb","name":"13-Week Cash Flow Forecast"},{"slug":"assessment-intelligence-126d23d4","name":"Assessment Intelligence"},{"slug":"business-calculator-gst-margin-everyday-formulas-6c4aa6a0","name":"Business Calculator: GST, Margin & Everyday Formulas"},{"slug":"collections-optimizer-43a33676","name":"Collections Optimizer"},{"slug":"customer-intelligence-segmentation-8fe2a9d4","name":"Customer Intelligence & Segmentation"},{"slug":"demand-forecasting-ef295e33","name":"Demand Forecasting"},{"slug":"dynamic-pricing-overbooking-0bf104c4","name":"Dynamic Pricing & Overbooking"},{"slug":"financial-fraud-anomaly-detection-ae5ea872","name":"Financial Fraud & Anomaly Detection"},{"slug":"hiring-fairness-selection-roi-3696de7c","name":"Hiring Fairness & Selection ROI"},{"slug":"indian-railways-irctc-670c6d5a","name":"Indian Railways IRCTC"},{"slug":"inventory-intelligence-optimizer-fe5bb861","name":"Inventory Intelligence & Optimizer"},{"slug":"lead-intelligence-8f4bb46d","name":"Lead Intelligence"},{"slug":"learning-optimizer-debcd2e8","name":"Learning Optimizer"},{"slug":"marketing-intelligence-optimization-af4766d7","name":"Marketing Intelligence & Optimization"},{"slug":"mastery-pathing-2d558c57","name":"Mastery Pathing"},{"slug":"mathematical-code-execution-75ce9ce2","name":"Mathematical Code Execution"},{"slug":"media-generator-images-videos-audios-2c5d0364","name":"Media Generator — Images, Videos & Audios"},{"slug":"optimization-solver-lp-mip-scheduling-8a5cd1db","name":"Optimization Solver (LP / MIP Scheduling)"},{"slug":"payment-reconciliation-matching-e2956843","name":"Payment Reconciliation & Matching"},{"slug":"procurement-supplier-selection-618a81e5","name":"Procurement & Supplier Selection"}],"payment_options":[],"usage":null,"assessment":{"method":"2026.11.4","checks":[{"id":"answers","state":"pass","reason":"Answered a check within the last hour."},{"id":"owner","state":"pass","reason":"Control proven: saifs.ai, proven to the MCP Registry."},{"id":"track_record","state":"fail","reason":"Listed for 0 days; 30 are needed."},{"id":"real_customers","state":"not_applicable","reason":"It does not sell over x402."},{"id":"clean_scan","state":"not_applicable","reason":"Its tool list has not been read yet."}],"passed":2,"applicable":3,"contradicted":false,"computed_at":"2026-11-14T00:35:58.266878Z"},"identity":{"endpoint_domains":["saifs.ai"],"proven_domains":[{"domain":"saifs.ai","proven_by":"mcp_registry","serves_endpoint":true,"as_of":"2026-11-13T14:14:58.907530Z"}],"proven_wallets":[],"namesakes":[],"namesake_count":0,"identity_checks":[],"wallet_attestations":[],"human_backings":[]},"replies":[],"customers":null,"scan":null,"notice":"Not affiliated with addrbook — claim or request removal."}