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      "material_mover": false
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      "verdict": "try_now",
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      "verification_stage": "discovered",
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      "local_ai": false,
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      "risk_categories": [],
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      "risk_categories": [],
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      "risk_categories": [],
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      "risk_categories": [],
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        "Teams comparing self-hostable agent harnesses instead of defaulting to a hosted IDE product"
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        "Developers who want resumable long-running Codex jobs instead of one-shot prompt calls"
      ],
      "risk_categories": [],
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      "verdict": "try_now",
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      "risk_categories": [],
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      "search_text": "ozgurcd/gograph ozgurcd open_source coding_agent coding_agent gold none try_now go teams using claude code, codex, or cursor on medium-to-large repositories developers who want structural impact analysis before accepting ai-generated edits",
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      "entity_kind": "open_source",
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      "section": "Light-Weight Meta-Prompting and Spec-Driven",
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      "discovery_topic": "coding_agent",
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      "setup_ease": 6.5,
      "best_for": [
        "software engineers",
        "developer-tool teams"
      ],
      "risk_categories": [],
      "search_text": "open-gsd/gsd-core open-gsd open_source coding_agent coding_agent gold low try_now software engineers developer-tool teams",
      "material_mover": false
    },
    {
      "id": "evt_26f154b936473411acc6",
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Risk changed: low → none.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 8.3,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Static Analysis",
      "section": "Developer Workflow",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "coding_agent",
      "discovery_topic_status": "reviewed",
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      "best_for": [
        "Go teams using Claude Code, Codex, or Cursor on medium-to-large repositories",
        "Developers who want structural impact analysis before accepting AI-generated edits"
      ],
      "risk_categories": [
        "account"
      ],
      "search_text": "ozgurcd/gograph ozgurcd open_source coding_agent coding_agent gold none try_now go teams using claude code, codex, or cursor on medium-to-large repositories developers who want structural impact analysis before accepting ai-generated edits",
      "material_mover": false
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    {
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      "entity_id": "gh:unclecode/crawl4ai",
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      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Library / SDK",
      "section": "Open-Source LLM-Friendly Web Crawler & Scraper",
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      "local_model_compatible": false,
      "discovery_topic": "data_tooling",
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      "setup_ease": 6.5,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
      "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_249a75b539bda07d5d09",
      "entity_id": "gh:codeabra/iai-personal-memory-engine",
      "item_url": "/item/codeabra-iai-personal-memory-engine/",
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      "kind": "verdict_changed",
      "occurred_at": "2026-06-30T00:00:00Z",
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      "after": "try_now",
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Verdict changed: watch → try_now.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Memory Engine",
      "section": "AI Infrastructure",
      "local_ai": false,
      "local_model_compatible": false,
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      "best_for": [
        "Developers using Claude Code, Codex, Cursor, Gemini CLI, or Hermes across long-lived projects",
        "Builders who want local memory without shipping project history to a hosted memory service"
      ],
      "risk_categories": [],
      "search_text": "codeabra/iai-personal-memory-engine codeabra open_source rag_knowledge rag_knowledge gold conditional try_now developers using claude code, codex, cursor, gemini cli, or hermes across long-lived projects builders who want local memory without shipping project history to a hosted memory service",
      "material_mover": true
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    {
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      "entity_id": "gh:purewhiter/mobilegym",
      "item_url": "/item/purewhiter-mobilegym/",
      "title": "Purewhiter/mobilegym",
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      "kind": "risk_changed",
      "occurred_at": "2026-06-30T00:00:00Z",
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      "after": "conditional",
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Risk changed: low → conditional.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
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      "risk": "conditional",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Simulation Platform",
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      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "research",
      "discovery_topic_status": "unreviewed",
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      "best_for": [
        "Agent-research teams training mobile GUI agents with GRPO or other online RL methods",
        "Benchmark authors who want a programmable state, not just screenshots, to grade against"
      ],
      "risk_categories": [],
      "search_text": "purewhiter/mobilegym purewhiter open_source other gold conditional try_now agent-research teams training mobile gui agents with grpo or other online rl methods benchmark authors who want a programmable state, not just screenshots, to grade against",
      "material_mover": false
    },
    {
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      "entity_id": "gh:yusufkaraaslan/skill_seekers",
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      "kind": "stars_changed",
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 14307 → 14315.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.3,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "AI Knowledge Asset / RAG",
      "section": "Documentation, GitHub, and PDF to AI Skill and",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 6.5,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
      "search_text": "yusufkaraaslan/skill_seekers yusufkaraaslan open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_122ec6164d40fd9a3f5e",
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      "occurred_at": "2026-06-30T00:00:00Z",
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 13642 → 13658.",
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      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "AI Research / Multi-Agent",
      "section": "Autonomous Self-Evolving Research System That",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "research",
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      "setup_ease": 6.5,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
      "search_text": "aiming-lab/autoresearchclaw aiming-lab open_source other gold low try_now ai developers technical founders",
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    },
    {
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      "kind": "entity_removed",
      "occurred_at": "2026-06-30T00:00:00Z",
      "before": "worth_watch",
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      "explanation": "Reconstructed from retained catalog snapshots: present on 2026-06-29, absent on 2026-06-30. Prior history is retained; this does not claim the upstream project was discontinued.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
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      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "other",
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      "setup_ease": null,
      "best_for": [
        "AI developers",
        "technical founders",
        "engineering leads"
      ],
      "risk_categories": [],
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      "material_mover": false
    },
    {
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 12869 → 12921.",
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      "tier": "Gold",
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      "verdict": "try_now",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "AI Agent Desktop App / Hermes",
      "section": "MIT Hermes One Native Desktop App for Hermes",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
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      "setup_ease": 6.5,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
      "search_text": "fathah/hermes-desktop fathah open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
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      "entity_id": "gh:vibebench/vibesearchbench",
      "item_url": "/item/vibebench-vibesearchbench/",
      "title": "VibeBench/VibeSearchBench",
      "category": "research",
      "kind": "score_changed",
      "occurred_at": "2026-06-30T00:00:00Z",
      "before": 7.4,
      "after": 8.1,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Score changed: 7.4 → 8.1. Largest component movements: usefulness 7 → 8 (+1.0); commercial workflow potential 8.2 → 9.2 (+1.0); maturity 5.6 → 6.4 (+0.8). These retained scoring-input deltas account for the RepoRadar score movement; this scoring-accounting explanation does not infer an upstream cause.",
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        "before_snapshot_url": "/data/v1/snapshots/2026-06-29.json",
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      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.1,
      "entity_kind": "research",
      "verification_stage": "discovered",
      "type": "Benchmark",
      "section": "Evaluation",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "research",
      "discovery_topic_status": "reviewed",
      "setup_ease": 6.4,
      "best_for": [
        "Agent researchers measuring long-horizon, multi-turn search quality",
        "Search and recommendation teams evaluating RAG agents on real-world query patterns"
      ],
      "risk_categories": [],
      "search_text": "vibebench/vibesearchbench vibebench research research research gold conditional try_now agent researchers measuring long-horizon, multi-turn search quality search and recommendation teams evaluating rag agents on real-world query patterns",
      "material_mover": true
    },
    {
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      "entity_id": "gh:codeabra/iai-personal-memory-engine",
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      "title": "CodeAbra/iai-personal-memory-engine",
      "category": "rag_knowledge",
      "kind": "popularity_changed",
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Popularity changed: 82.0 → 1.0.",
      "explanation_scope": "catalog_snapshot_delta",
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      "entity_kind": "open_source",
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        "Developers using Claude Code, Codex, Cursor, Gemini CLI, or Hermes across long-lived projects",
        "Builders who want local memory without shipping project history to a hosted memory service"
      ],
      "risk_categories": [],
      "search_text": "codeabra/iai-personal-memory-engine codeabra open_source rag_knowledge rag_knowledge gold conditional try_now developers using claude code, codex, cursor, gemini cli, or hermes across long-lived projects builders who want local memory without shipping project history to a hosted memory service",
      "material_mover": true
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    {
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      "kind": "score_changed",
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      "explanation_scope": "score_component_accounting",
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        "before_snapshot_url": "/data/v1/snapshots/2026-06-29.json",
        "after_snapshot_url": "/data/v1/snapshots/2026-06-30.json",
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      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Simulation Platform",
      "section": "Evaluation",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "research",
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        "Agent-research teams training mobile GUI agents with GRPO or other online RL methods",
        "Benchmark authors who want a programmable state, not just screenshots, to grade against"
      ],
      "risk_categories": [],
      "search_text": "purewhiter/mobilegym purewhiter open_source other gold conditional try_now agent-research teams training mobile gui agents with grpo or other online rl methods benchmark authors who want a programmable state, not just screenshots, to grade against",
      "material_mover": true
    },
    {
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 6377 → 6425.",
      "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": "Agent skill that audits any",
      "section": "MIT agent skill (Agent Skills format) that",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "coding_agent",
      "discovery_topic_status": "reviewed",
      "setup_ease": 8.8,
      "best_for": [
        "Engineering teams running Claude Code / Cursor / Codex / OpenCode who want their most capable model to do the part",
        "Engineering managers who want a single command (`/improve`) that maps a repo's stack + conventions + build/test/lint"
      ],
      "risk_categories": [],
      "search_text": "shadcn/improve shadcn open_source coding_agent coding_agent gold low try_now engineering teams running claude code / cursor / codex / opencode who want their most capable model to do the part where intelligence compounds (audit + spec) and their cheaper models to do the part engineering managers who want a single command (`/improve`) that maps a repo's stack",
      "material_mover": false
    },
    {
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      "entity_id": "gh:fathah/hermes-desktop",
      "item_url": "/item/fathah-hermes-desktop/",
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      "kind": "stars_changed",
      "occurred_at": "2026-06-29T00:00:00Z",
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      "after": 12869,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 12820 → 12869.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.0,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "AI Agent Desktop App / Hermes",
      "section": "MIT Hermes One Native Desktop App for Hermes",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 6.5,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
      "search_text": "fathah/hermes-desktop fathah open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_e5849be75eb6d5cc471b",
      "entity_id": "gh:microsoft/playwright-mcp",
      "item_url": "/item/microsoft-playwright-mcp/",
      "title": "microsoft/playwright-mcp",
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      "kind": "stars_changed",
      "occurred_at": "2026-06-29T00:00:00Z",
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      "after": 34514,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 34469 → 34514.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "MCP Server",
      "section": "Developer Tools",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "coding_agent",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 6.4,
      "best_for": [
        "Agent builders who need reliable browser control without a vision-only stack",
        "Developers wiring web automation into Codex, Claude Code, VS Code, Cursor, or similar MCP clients"
      ],
      "risk_categories": [],
      "search_text": "microsoft/playwright-mcp microsoft open_source other gold conditional try_now agent builders who need reliable browser control without a vision-only stack developers wiring web automation into codex, claude code, vs code, cursor, or similar mcp clients",
      "material_mover": false
    },
    {
      "id": "evt_da18d98011f8d879e4ef",
      "entity_id": "gh:open-gsd/gsd-core",
      "item_url": "/item/open-gsd-gsd-core/",
      "title": "open-gsd/gsd-core",
      "category": "coding_agent",
      "kind": "stars_changed",
      "occurred_at": "2026-06-29T00:00:00Z",
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      "after": 5423,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 5327 → 5423.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.1,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Agent Framework / Context",
      "section": "Light-Weight Meta-Prompting and Spec-Driven",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "coding_agent",
      "discovery_topic_status": "reviewed",
      "setup_ease": 6.5,
      "best_for": [
        "software engineers",
        "developer-tool teams"
      ],
      "risk_categories": [],
      "search_text": "open-gsd/gsd-core open-gsd open_source coding_agent coding_agent gold low try_now software engineers developer-tool teams",
      "material_mover": false
    },
    {
      "id": "evt_d667c56da484ebcccc30",
      "entity_id": "gh:tencentcloud/cubesandbox",
      "item_url": "/item/tencentcloud-cubesandbox/",
      "title": "TencentCloud/CubeSandbox",
      "category": "agent_framework",
      "kind": "stars_changed",
      "occurred_at": "2026-06-29T00:00:00Z",
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Stars changed: 6542 → 6581.",
      "explanation_scope": "catalog_snapshot_delta",
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        "AI developers",
        "technical founders"
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        "account"
      ],
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    },
    {
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      "verification_stage": "discovered",
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        "technical founders"
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        "system"
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      "search_text": "steel-dev/steel-browser steel-dev open_source other gold low try_now ai developers technical founders",
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        "software engineers",
        "developer-tool teams"
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        "AI developers",
        "technical founders"
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      "risk_categories": [],
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        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
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    },
    {
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Agent Platform",
      "section": "Agent-Native Personalized Tutoring Across 12+",
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      "local_model_compatible": false,
      "discovery_topic": "business_workflow",
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      "best_for": [
        "technical founders",
        "operations teams"
      ],
      "risk_categories": [],
      "search_text": "hkuds/deeptutor hkuds open_source business_workflow business_workflow gold low try_now technical founders operations teams",
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    },
    {
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      "entity_id": "gh:unclecode/crawl4ai",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Library / SDK",
      "section": "Open-Source LLM-Friendly Web Crawler & Scraper",
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      "local_model_compatible": false,
      "discovery_topic": "data_tooling",
      "discovery_topic_status": "unreviewed",
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        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
      "search_text": "unclecode/crawl4ai unclecode open_source other gold low try_now ai developers technical founders",
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    },
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      "entity_id": "gh:open-gsd/gsd-core",
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      "verification_stage": "discovered",
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        "software engineers",
        "developer-tool teams"
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "AI Tooling / Design",
      "section": "MIT Open-Source Claude Design + v0 + Lovable +",
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      "local_model_compatible": false,
      "discovery_topic": "creative_tool",
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        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
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      "material_mover": false
    },
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      "type": "Agent skill that audits any",
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        "Engineering managers who want a single command (`/improve`) that maps a repo's stack + conventions + build/test/lint"
      ],
      "risk_categories": [],
      "search_text": "shadcn/improve shadcn open_source coding_agent coding_agent gold low try_now engineering teams running claude code / cursor / codex / opencode who want their most capable model to do the part where intelligence compounds (audit + spec) and their cheaper models to do the part engineering managers who want a single command (`/improve`) that maps a repo's stack",
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        "Researchers and builders maintaining personal knowledge bases who need local-first indexing and retrieval"
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      "search_text": "anthropics/defending-code-reference-harness anthropics open_source security security gold low try_now security teams and engineering teams that need an autonomous vulnerability discovery + remediation loop and want anthropic's reference implementation as a starting point (not a vendor lock-in — the engineering teams that want to use claude code for securit",
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      "verdict": "try_now",
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        "Researchers and builders maintaining personal knowledge bases who need local-first indexing and retrieval"
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      "verdict": "try_now",
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      "entity_kind": "open_source",
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        "AI developers",
        "technical founders"
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      "risk_categories": [],
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      "risk": "low",
      "verdict": "try_now",
      "score": 8.0,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Self-Hosted Email Client / AI",
      "section": "Apache-2.0 Self-Hosted AI Email Client — Email",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "business_workflow",
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      "setup_ease": 6.5,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [
        "sensitive",
        "account"
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      "search_text": "cloudflare/agentic-inbox cloudflare open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_86ec55f19cc7fce4d7ae",
      "entity_id": "gh:fathah/hermes-desktop",
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      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.0,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "AI Agent Desktop App / Hermes",
      "section": "MIT Hermes One Native Desktop App for Hermes",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 6.5,
      "best_for": [
        "AI developers",
        "technical founders"
      ],
      "risk_categories": [],
      "search_text": "fathah/hermes-desktop fathah open_source other gold low try_now ai developers technical founders",
      "material_mover": false
    },
    {
      "id": "evt_812bede555b29ab82e69",
      "entity_id": "gh:lilac-labs/gini-agent",
      "item_url": "/radar/",
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      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
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      "risk": "high",
      "verdict": "watch",
      "score": 7.4,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "other",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "other",
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      "setup_ease": null,
      "best_for": [
        "AI developers",
        "technical founders",
        "engineering leads"
      ],
      "risk_categories": [],
      "search_text": "gh:lilac-labs/gini-agent   tool other high silver watch",
      "material_mover": false
    },
    {
      "id": "evt_7bf852c3deb3659d0e65",
      "entity_id": "gh:virattt/ai-hedge-fund",
      "item_url": "/item/virattt-ai-hedge-fund/",
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      "verification_stage": "discovered",
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      "explanation_scope": "catalog_snapshot_delta",
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      "tier": "Gold",
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        "AI developers",
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        "before_snapshot_url": "/data/v1/snapshots/2026-06-24.json",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "Agent Frameworks / Scaffolding",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "coding_agent",
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        "AI builders who want to scale an agent fleet across multiple nodes without rewriting the per-agent loop",
        "Agent platform teams who need a shared runtime for joining new nodes and routing workloads"
      ],
      "risk_categories": [],
      "search_text": "runfusion/fusion runfusion open_source agent_framework agent_framework gold low try_now ai builders who want to scale an agent fleet across multiple nodes without rewriting the per-agent loop agent platform teams who need a shared runtime for joining new nodes and routing workloads",
      "material_mover": true
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    {
      "id": "evt_6fdea5c091eca8b4ae0c",
      "entity_id": "gh:runfusion/fusion",
      "item_url": "/item/runfusion-fusion/",
      "title": "Runfusion/Fusion",
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      "kind": "tier_changed",
      "occurred_at": "2026-06-21T00:00:00Z",
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      "explanation_scope": "catalog_snapshot_delta",
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      "risk": "low",
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      "verification_stage": "discovered",
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        "AI builders who want to scale an agent fleet across multiple nodes without rewriting the per-agent loop",
        "Agent platform teams who need a shared runtime for joining new nodes and routing workloads"
      ],
      "risk_categories": [],
      "search_text": "runfusion/fusion runfusion open_source agent_framework agent_framework gold low try_now ai builders who want to scale an agent fleet across multiple nodes without rewriting the per-agent loop agent platform teams who need a shared runtime for joining new nodes and routing workloads",
      "material_mover": true
    },
    {
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      "entity_id": "gh:netease-youdao/lobsterai",
      "item_url": "/item/netease-youdao-lobsterai/",
      "title": "netease-youdao/LobsterAI",
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      "kind": "popularity_changed",
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      "after": 8.7,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Popularity changed: 80.0 → 8.7.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "medium",
      "verdict": "try_now",
      "score": 8.5,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "App",
      "section": "AI Desktop / Cowork",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 6.4,
      "best_for": [
        "AI power users who want a self-hostable desktop-grade office assistant agent that runs tools on the real desktop",
        "knowledge workers who need Cowork-mode approval gating for sensitive actions like file edits and shell commands"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "netease-youdao/lobsterai netease-youdao open_source other gold medium try_now ai power users who want a self-hostable desktop-grade office assistant agent that runs tools on the real desktop knowledge workers who need cowork-mode approval gating for sensitive actions like file edits and shell commands",
      "material_mover": true
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    {
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      "entity_id": "gh:netease-youdao/lobsterai",
      "item_url": "/item/netease-youdao-lobsterai/",
      "title": "netease-youdao/LobsterAI",
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      "kind": "risk_changed",
      "occurred_at": "2026-06-21T00:00:00Z",
      "before": "conditional",
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Risk changed: conditional → medium.",
      "explanation_scope": "catalog_snapshot_delta",
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        "knowledge workers who need Cowork-mode approval gating for sensitive actions like file edits and shell commands"
      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "netease-youdao/lobsterai netease-youdao open_source other gold medium try_now ai power users who want a self-hostable desktop-grade office assistant agent that runs tools on the real desktop knowledge workers who need cowork-mode approval gating for sensitive actions like file edits and shell commands",
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    {
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      "entity_id": "gh:netease-youdao/lobsterai",
      "item_url": "/item/netease-youdao-lobsterai/",
      "title": "netease-youdao/LobsterAI",
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      "kind": "score_changed",
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      ],
      "risk_categories": [
        "sensitive",
        "system"
      ],
      "search_text": "netease-youdao/lobsterai netease-youdao open_source other gold medium try_now ai power users who want a self-hostable desktop-grade office assistant agent that runs tools on the real desktop knowledge workers who need cowork-mode approval gating for sensitive actions like file edits and shell commands",
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    {
      "id": "evt_31481d7975f88b273aad",
      "entity_id": "gh:activepieces/activepieces",
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      "kind": "score_changed",
      "occurred_at": "2026-06-21T00:00:00Z",
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      "explanation_scope": "score_component_accounting",
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        "before_snapshot_url": "/data/v1/snapshots/2026-06-20.json",
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        "after_source_build_id": "git-b5e9ccbdcc82"
      },
      "tier": "Gold",
      "risk": "medium",
      "verdict": "try_now",
      "score": 8.4,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Workflow Automation",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "business_workflow",
      "discovery_topic_status": "reviewed",
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      "best_for": [
        "Teams migrating from script-based automations to a governed flow model",
        "MCP-first builders who need orchestration glue for production workflows"
      ],
      "risk_categories": [],
      "search_text": "activepieces/activepieces activepieces open_source business_workflow business_workflow gold medium try_now teams migrating from script-based automations to a governed flow model mcp-first builders who need orchestration glue for production workflows",
      "material_mover": false
    },
    {
      "id": "evt_2c6bb121a2813de67add",
      "entity_id": "gh:wecode-ai/wegent",
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      "category": "other",
      "kind": "popularity_changed",
      "occurred_at": "2026-06-21T00:00:00Z",
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      "after": 8.2,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Popularity changed: 79.0 → 8.2.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "low",
      "verdict": "try_now",
      "score": 8.3,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent OS",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 6.4,
      "best_for": [
        "Platform teams building an internal agent runtime on top of open-source code",
        "Startups that need a maintainable agent OS base before custom orchestration is justified"
      ],
      "risk_categories": [],
      "search_text": "wecode-ai/wegent wecode-ai open_source other gold low try_now platform teams building an internal agent runtime on top of open-source code startups that need a maintainable agent os base before custom orchestration is justified",
      "material_mover": true
    },
    {
      "id": "evt_249f4bc3a9c957e4f5d3",
      "entity_id": "gh:wecode-ai/wegent",
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      "title": "wecode-ai/Wegent",
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      "kind": "score_changed",
      "occurred_at": "2026-06-21T00:00:00Z",
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      "after": 8.3,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Score changed: 8.2 → 8.3. Largest component movements: setup ease 4.2 → 6.4 (+2.2); maturity 8.1 → 6.7 (-1.4); momentum 8 → 7 (-1.0). These retained scoring-input deltas account for the RepoRadar score movement; this scoring-accounting explanation does not infer an upstream cause.",
      "explanation_scope": "score_component_accounting",
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        "before_snapshot_url": "/data/v1/snapshots/2026-06-20.json",
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        "after_source_build_id": "git-b5e9ccbdcc82"
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      "risk": "low",
      "verdict": "try_now",
      "score": 8.3,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool / Service",
      "section": "AI Agents / Agent OS",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
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        "Platform teams building an internal agent runtime on top of open-source code",
        "Startups that need a maintainable agent OS base before custom orchestration is justified"
      ],
      "risk_categories": [],
      "search_text": "wecode-ai/wegent wecode-ai open_source other gold low try_now platform teams building an internal agent runtime on top of open-source code startups that need a maintainable agent os base before custom orchestration is justified",
      "material_mover": false
    },
    {
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      "entity_id": "gh:dograh-hq/dograh",
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      "title": "dograh-hq/dograh",
      "category": "other",
      "kind": "verdict_changed",
      "occurred_at": "2026-06-19T00:00:00Z",
      "before": "watch",
      "after": "try_now",
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Verdict changed: watch → try_now.",
      "explanation_scope": "catalog_snapshot_delta",
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      "risk": "conditional",
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      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Framework",
      "section": "Voice AI Infrastructure",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "agent_framework",
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        "voice AI builders",
        "support automation teams"
      ],
      "risk_categories": [],
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      "material_mover": true
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    {
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      "item_url": "/item/raullenchai-rapid-mlx/",
      "title": "raullenchai/Rapid-MLX",
      "category": "inference_runtime",
      "kind": "risk_changed",
      "occurred_at": "2026-06-19T00:00:00Z",
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      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Risk changed: conditional → none.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 9.0,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
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      "local_ai": true,
      "local_model_compatible": true,
      "discovery_topic": "inference_runtime",
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      "setup_ease": 6.4,
      "best_for": [
        "Mac developers",
        "local AI users"
      ],
      "risk_categories": [],
      "search_text": "raullenchai/rapid-mlx raullenchai open_source inference_runtime inference_runtime gold none try_now mac developers local ai users",
      "material_mover": false
    },
    {
      "id": "evt_de9c6edaf79907022ff0",
      "entity_id": "gh:open-webui/open-webui",
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      "title": "open-webui/open-webui",
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      "kind": "score_changed",
      "occurred_at": "2026-06-19T00:00:00Z",
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      "after": 9.1,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Score changed: 8.5 → 9.1. No component-level movement was available for this historical point. This is a RepoRadar scoring-accounting record and does not infer an upstream cause.",
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      "risk": "conditional",
      "verdict": "try_now",
      "score": 9.1,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "Local AI / Inference",
      "local_ai": true,
      "local_model_compatible": true,
      "discovery_topic": "agent_framework",
      "discovery_topic_status": "unreviewed",
      "setup_ease": 6.4,
      "best_for": [
        "local AI operators",
        "homelab users"
      ],
      "risk_categories": [],
      "search_text": "open-webui/open-webui open-webui open_source other gold conditional try_now local ai operators homelab users",
      "material_mover": true
    },
    {
      "id": "evt_d944f8e4bd0780a4056e",
      "entity_id": "gh:kilo-org/kilocode",
      "item_url": "/item/kilo-org-kilocode/",
      "title": "Kilo-Org/kilocode",
      "category": "coding_agent",
      "kind": "verdict_changed",
      "occurred_at": "2026-06-19T00:00:00Z",
      "before": "watch",
      "after": "try_now",
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Verdict changed: watch → try_now.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "try_now",
      "score": 9.0,
      "entity_kind": "open_source",
      "verification_stage": "bounded_workflow_tested",
      "type": "Tool",
      "section": "Coding Agents",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "coding_agent",
      "discovery_topic_status": "reviewed",
      "setup_ease": 8.8,
      "best_for": [
        "developers",
        "AI coding power users"
      ],
      "risk_categories": [
        "system"
      ],
      "search_text": "kilo-org/kilocode kilo-org open_source coding_agent coding_agent gold conditional try_now developers ai coding power users claude google gemini",
      "material_mover": true
    },
    {
      "id": "evt_d23a4f1ea540ed3b1507",
      "entity_id": "gh:cortexkit/magic-context",
      "item_url": "/item/cortexkit-magic-context/",
      "title": "cortexkit/magic-context",
      "category": "rag_knowledge",
      "kind": "popularity_changed",
      "occurred_at": "2026-06-19T00:00:00Z",
      "before": 72.0,
      "after": 74.0,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Popularity changed: 72.0 → 74.0.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "conditional",
      "verdict": "watch",
      "score": 8.6,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "Agent Memory / Coding Agents",
      "local_ai": false,
      "local_model_compatible": false,
      "discovery_topic": "rag_knowledge",
      "discovery_topic_status": "reviewed",
      "setup_ease": 6.4,
      "best_for": [
        "developers using coding agents daily",
        "teams running long-lived AI coding workflows"
      ],
      "risk_categories": [],
      "search_text": "cortexkit/magic-context cortexkit open_source rag_knowledge rag_knowledge gold conditional watch developers using coding agents daily teams running long-lived ai coding workflows",
      "material_mover": true
    },
    {
      "id": "evt_be14c8c0dc4713635ed9",
      "entity_id": "gh:raullenchai/rapid-mlx",
      "item_url": "/item/raullenchai-rapid-mlx/",
      "title": "raullenchai/Rapid-MLX",
      "category": "inference_runtime",
      "kind": "score_changed",
      "occurred_at": "2026-06-19T00:00:00Z",
      "before": 8.2,
      "after": 9.0,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Score changed: 8.2 → 9.0. No component-level movement was available for this historical point. This is a RepoRadar scoring-accounting record and does not infer an upstream cause.",
      "explanation_scope": "score_component_accounting",
      "evidence_refs": {
        "entity_id": "gh:raullenchai/rapid-mlx",
        "before_snapshot_url": "/data/v1/snapshots/2026-06-18.json",
        "after_snapshot_url": "/data/v1/snapshots/2026-06-19.json",
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      "tier": "Gold",
      "risk": "none",
      "verdict": "try_now",
      "score": 9.0,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "Tool",
      "section": "Local AI / Inference",
      "local_ai": true,
      "local_model_compatible": true,
      "discovery_topic": "inference_runtime",
      "discovery_topic_status": "reviewed",
      "setup_ease": 6.4,
      "best_for": [
        "Mac developers",
        "local AI users"
      ],
      "risk_categories": [],
      "search_text": "raullenchai/rapid-mlx raullenchai open_source inference_runtime inference_runtime gold none try_now mac developers local ai users",
      "material_mover": true
    },
    {
      "id": "evt_ad8431575e0ff8ae8596",
      "entity_id": "gh:astro-han/pawwork",
      "item_url": "/item/astro-han-pawwork/",
      "title": "Astro-Han/pawwork",
      "category": "other",
      "kind": "popularity_changed",
      "occurred_at": "2026-06-19T00:00:00Z",
      "before": 63.0,
      "after": 35.0,
      "explanation": "Reconstructed from adjacent retained daily snapshots; no upstream cause is inferred. Popularity changed: 63.0 → 35.0.",
      "explanation_scope": "catalog_snapshot_delta",
      "evidence_refs": {},
      "tier": "Gold",
      "risk": "medium",
      "verdict": "try_now",
      "score": 8.3,
      "entity_kind": "open_source",
      "verification_stage": "discovered",
      "type": "App",
      "section": "Desktop AI / Productivity",
      "local_ai": false,
      "local_model_compatible": false,
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      "explanation_scope": "catalog_snapshot_delta",
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      "entity_kind": "open_source",
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        "local AI users"
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      "material_mover": true
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