{"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-1152284345","name":"rwilliamspbg-ops/Sovereign_Map_Federated_Learning — AI/Bot Repository","category":"Other resources","description":"Sovereign Map is a production-grade, Byzantine-tolerant Federated Learning framework. Utilizing the Mohawk Protocol for streaming aggregation, it achieves a 224x memory reduction, enabling secure orchestration of 100M+ nodes via TPM 2.0 hardware-rooted trust. Features full-stack observability with Prometheus & Grafana, built-in tokenomics telemetry","publisher":"rwilliamspbg-ops (GitHub owner)","website":"https://github.com/rwilliamspbg-ops/Sovereign_Map_Federated_Learning","listing_url":"https://gatewayinformationgroup.com/directory/sites/repo-1152284345","tags":["AI","Repository metadata","machine-learning"],"interfaces":["Website"],"discovery_url":null,"documentation_url":"https://github.com/rwilliamspbg-ops/Sovereign_Map_Federated_Learning","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/rwilliamspbg-ops/Sovereign_Map_Federated_Learning","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":"2026-11-07","source_kind":"repository-metadata","registry":null,"repository":{"kind":"repository","repositoryId":"1152284345","topics":["byzantine-fault-tolerance","cybersecurity","decentralized-ai","devsecops","differential-privacy","distributed-systems","edge-computing","fault-tolerance","federated-learning","flower-framework","grafana-dashboards","hardware-security","machine-learning","mesh-networks","privacy-preserving-ml","prometheus-metrics","robust-aggregation","streaming-aggregation","tokenomics","tpm2"],"retrievedAt":"2026-11-07T01:45:12.352Z","availabilityCheckedAt":"2026-11-07T01:45:12.352Z","screening":{"policyVersion":"gateway-directory-screen-20261027.v2","checkedAt":"2026-11-07T02:13:02.464Z"},"size":22568,"defaultBranch":"main","fullName":"rwilliamspbg-ops/Sovereign_Map_Federated_Learning","metadataSource":"https://api.github.com/repos/rwilliamspbg-ops/Sovereign_Map_Federated_Learning","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."}