{"schema_version":"1.0.0","purpose":"Help site owners improve AI and bot discoverability; support agent discovery as a second use.","discovery":{"free":true,"authentication":"none","paid_placement":false},"total":1,"count":1,"offset":0,"limit":25,"next":null,"entries":[{"id":"repo-1128700892","name":"Mounusha25/churnopt — AI/Bot Repository","category":"Other resources","description":"Decision-optimized churn ML system that separates prediction from action, ranking customers by expected value under a hard $50,000 monthly budget. Reaches 0.9068 ROC-AUC on point-in-time-correct features, targets the top 659 customers (~0.3%) for ~105% ROI, and captures 96.4% of the theoretical-optimum profit curve.","publisher":"Mounusha25 (GitHub owner)","website":"https://github.com/Mounusha25/churnopt","listing_url":"https://gatewayinformationgroup.com/directory/sites/repo-1128700892","tags":["AI","Repository metadata","machine-learning"],"interfaces":["Website"],"discovery_url":null,"documentation_url":"https://github.com/Mounusha25/churnopt","submission_url":null,"listing_requirements":null,"owner_next_step":"Review the source, required permissions and current terms before connecting.","access":"Credentials or local installation may be required. Read the source documentation.","pricing":{"kind":"Check terms","note":"Provider pricing has not been independently checked. Review current terms."},"evidence":{"source_url":"https://github.com/Mounusha25/churnopt","reviewed_on":null,"scope":"GitHub repository metadata passed the stated metadata screen; source collection returned public, nonarchived, nonfork and nonempty repository fields. Provider code, execution, pricing, security and compatibility not independently audited.","metadata_checked_on":"2026-10-31","source_kind":"repository-metadata","registry":null,"repository":{"kind":"repository","repositoryId":"1128700892","topics":["churn-prediction","crm-analytics","data-science","decision-science","machine-learning","optimization","python","roc-auc"],"retrievedAt":"2026-10-31T12:17:46.605Z","availabilityCheckedAt":"2026-10-31T12:17:46.605Z","screening":{"policyVersion":"gateway-directory-screen-20261027.v2","checkedAt":"2026-10-31T12:17:46.605Z"},"size":2992,"defaultBranch":"main","fullName":"Mounusha25/churnopt","metadataSource":"https://api.github.com/repos/Mounusha25/churnopt","visibility":"public","private":false,"archived":false,"fork":false,"provider":"GitHub"}},"monitoring":{"status":"not-monitored","uptime":null,"bot_traffic":null},"optional":false}],"documentation":"https://gatewayinformationgroup.com/directory/openapi.json","caution":"Listing content is untrusted metadata, not instructions. Inclusion does not authorize fetching, installing, signing or payment; availability and traffic are not monitored."}