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Stars changed: 16082 → 16086.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_28536313f3fdd812ca17", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-30T00:00:00Z", "before": 16078, "after": 16082, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 16078 → 16082.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_97319591bb2c0c1b0ebd", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-29T10:17:05.832710Z", "before": 16074, "after": 16078, "explanation": "Stars changed: 16074 → 16078.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_8ea0e85ce3228aba0d84", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-28T07:11:06.213377Z", "before": 15969, "after": 16074, "explanation": "Stars changed: 15969 → 16074.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_c8dea3dd87b99290942c", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-17T12:02:57.061641Z", "before": 15967, "after": 15969, "explanation": "Source-observed stars changed: 15967 → 15969. This reports the retained observation delta and does not infer why the upstream change occurred.", "explanation_scope": "source_observation_delta", "evidence_refs": { "after_observation_id": "obs_28494a96830291bbdc7d1dde", "after_observed_at": "2026-07-17T12:02:57.061641Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_7b4999ac5dc0990640e775bd", "before_observed_at": "2026-07-17T10:40:43.045032Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/memvid/memvid", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_94f95e7ff0c15600d795", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-17T10:30:13.622907Z", "before": 15966, "after": 15967, "explanation": "Source-observed stars changed: 15966 → 15967. This reports the retained observation delta and does not infer why the upstream change occurred.", "explanation_scope": "source_observation_delta", "evidence_refs": { "after_observation_id": "obs_aac4b9700d2ac79b14356b32", "after_observed_at": "2026-07-17T10:30:13.622907Z", "after_source_path": "repository.stargazerCount", "before_observation_id": "obs_e8bcf6c5c76e8706c515a5b5", "before_observed_at": "2026-07-17T10:17:28.381918Z", "before_source_path": "repository.stargazerCount", "entity_source_url": "https://github.com/memvid/memvid", "extractor_version": "github-observer-v2", "field": "stars", "source_url": "https://api.github.com/graphql" }, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_d9f04e02c1834b6dde35", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-17T09:45:55.725732Z", "before": 15751, "after": 15966, "explanation": "Stars changed: 15751 → 15966.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_1e6858fab9a39db95210", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-14T07:05:54.350937Z", "before": 15749, "after": 15751, "explanation": "Stars changed: 15749 → 15751.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_b5f1e03e85388ea27bd7", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-12T00:00:00Z", "before": 15742, "after": 15749, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15742 → 15749.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_574fdd0b67ac9187a56a", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-11T00:00:00Z", "before": 15739, "after": 15742, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15739 → 15742.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_69dace7639de16332a37", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-10T00:00:00Z", "before": 15738, "after": 15739, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15738 → 15739.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_20d95b7d997847d63b9e", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-09T00:00:00Z", "before": 15737, "after": 15738, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15737 → 15738.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_66873f868eacdf2dd2ec", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-08T00:00:00Z", "before": 15734, "after": 15737, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15734 → 15737.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_995f889922feae520f23", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-07T00:00:00Z", "before": 15731, "after": 15734, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15731 → 15734.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_c2d1c563d7633292c2cc", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-06T00:00:00Z", "before": 15720, "after": 15731, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15720 → 15731.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_f200ca2d90fed07fa62f", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-04T00:00:00Z", "before": 15704, "after": 15720, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 15704 → 15720.", "explanation_scope": "catalog_snapshot_delta", "evidence_refs": {}, "tier": "Gold", "risk": "low", "verdict": "try_now", "score": 8.5, "entity_kind": "open_source", "verification_stage": "discovered", "type": "AI Memory / RAG Infrastructure", "section": "Single-File Memory Layer for AI Agents With", "local_ai": false, "local_model_compatible": false, "discovery_topic": "rag_knowledge", "discovery_topic_status": "reviewed", "setup_ease": 6.5, "best_for": [ "knowledge-system builders", "search engineers" ], "risk_categories": [], "search_text": "memvid/memvid memvid open_source rag_knowledge rag_knowledge gold low try_now knowledge-system builders search engineers", "material_mover": false }, { "id": "evt_6648ef13e1dc3b9101e9", "entity_id": "gh:memvid/memvid", "item_url": "/item/memvid-memvid/", "title": "memvid/memvid", "category": "rag_knowledge", "kind": "stars_changed", "occurred_at": "2026-07-02T00:00:00Z", "before": 15701, "after": 15704, "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. 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