{
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        "verification_status": "verified",
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      "public_metrics": {
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        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://openrouter.ai/",
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      "monitoring_note_zh": "重点观察模型路由、价格与热门榜单入口；公开调用总量不做推断。",
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      "review_summary_zh": "暂未登记可靠公开评价指标；保留官方来源和后续社区来源位。",
      "review_summary_en": "No reliable public review metric is attached yet; official source and future community lanes are retained."
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      "name": "LiteLLM",
      "category": "api_aggregation_routing",
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      "package_name": "litellm",
      "description_zh": "统一 OpenAI 兼容接口、路由、预算和网关能力的模型访问层。",
      "description_en": "Model access layer for OpenAI-compatible APIs, routing, budgets, and gateway operations.",
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        "gateway",
        "openai-compatible"
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
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      "public_metrics": {
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        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/BerriAI/litellm",
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      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
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    {
      "slug": "portkey",
      "name": "Portkey",
      "category": "api_aggregation_routing",
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      "description_zh": "LLM 网关、路由、可观测性和治理平台。",
      "description_en": "LLM gateway, routing, observability, and governance platform.",
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        "gateway",
        "observability"
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      "lifecycle_status": "active",
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        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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        "recorded_at": "2026-05-26T17:30:00.000Z",
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        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 11,858 stars, 1,085 forks, 173 open issues, and latest push on 2026-05-25.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
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      "name": "Helicone",
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      "description_zh": "面向 LLM API 的日志、分析、成本与网关可观测平台。",
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        "observability",
        "cost",
        "api-routing"
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      "lifecycle_status": "active",
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        "source_title": "Helicone",
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        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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      "public_metrics": {
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        "github_forks_total": 589,
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        "github_pushed_at": "2026-05-18T23:17:57Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/Helicone/helicone",
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      "review_summary_en": "GitHub public metadata shows 5,733 stars, 589 forks, 102 open issues, and latest push on 2026-05-18.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
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    {
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      "name": "LMSYS / Chatbot Arena",
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      "description_zh": "基于公开对战与投票的模型评测与排行榜平台。",
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      "tags": [
        "benchmark",
        "leaderboard",
        "model-evaluation"
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      "lifecycle_status": "active",
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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      "public_metrics": {
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        "github_forks_total": 4788,
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        "github_pushed_at": "2026-05-01T00:25:53Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
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        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 39,485 stars, 4,788 forks, 1,036 open issues, and latest push on 2026-05-01.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "OpenCompass",
      "category": "model_evaluation",
      "website_url": "https://opencompass.org.cn/",
      "github_repo": "https://github.com/open-compass/opencompass",
      "package_name": "opencompass",
      "description_zh": "开源大模型评测体系和榜单工具。",
      "description_en": "Open-source evaluation framework and leaderboard tooling for large models.",
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        "evaluation",
        "open-source"
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      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://opencompass.org.cn/",
        "source_title": "OpenCompass",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
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      "public_metrics": {
        "github_stars_total": 7031,
        "github_forks_total": 780,
        "github_open_issues": 460,
        "github_pushed_at": "2026-05-25T03:37:26Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/open-compass/opencompass",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 7,031 stars, 780 forks, 460 open issues, and latest push on 2026-05-25.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "Inspect",
      "category": "model_evaluation",
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      "package_name": "inspect-ai",
      "description_zh": "用于大模型安全和能力评测的开源评测框架。",
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        "safety",
        "open-source"
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      "lifecycle_status": "active",
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        "source_title": "Inspect",
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        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
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      "public_metrics": {
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        "github_forks_total": 526,
        "github_open_issues": 166,
        "github_pushed_at": "2026-05-26T16:56:13Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/UKGovernmentBEIS/inspect_ai",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 2,128 stars, 526 forks, 166 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "github_repo": "https://github.com/EleutherAI/lm-evaluation-harness",
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      "description_zh": "EleutherAI 维护的语言模型评测框架。",
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        "benchmark",
        "open-source"
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      "lifecycle_status": "active",
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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      "public_metrics": {
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        "github_open_issues": 823,
        "github_pushed_at": "2026-05-11T14:24:53Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/EleutherAI/lm-evaluation-harness",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 12,701 stars, 3,288 forks, 823 open issues, and latest push on 2026-05-11.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "Ragas",
      "category": "model_evaluation",
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      "description_zh": "面向 RAG 与 LLM 应用的评测框架。",
      "description_en": "Evaluation framework for RAG and LLM applications.",
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        "rag",
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        "open-source"
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      "lifecycle_status": "active",
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        "source_title": "Ragas documentation",
        "source_type": "official",
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        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
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      "public_metrics": {
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        "github_open_issues": 415,
        "github_pushed_at": "2026-02-24T07:47:19Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/vibrantlabsai/ragas",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 14,072 stars, 1,442 forks, 415 open issues, and latest push on 2026-02-24.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "LangChain",
      "category": "agent_framework",
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      "package_name": "langchain",
      "description_zh": "用于 LLM 应用、Agent、工具调用和工作流编排的开发框架。",
      "description_en": "Development framework for LLM applications, agents, tool use, and orchestration.",
      "tags": [
        "agent-framework",
        "workflow",
        "rag"
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      "lifecycle_status": "active",
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        "source_title": "LangChain",
        "source_type": "official",
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 137689,
        "github_forks_total": 22808,
        "github_open_issues": 587,
        "github_pushed_at": "2026-05-26T17:24:02Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/langchain-ai/langchain",
        "source_title": "GitHub repository public metadata"
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      "review_summary_zh": "GitHub 公开指标显示 137,689 stars、22,808 forks、587 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 137,689 stars, 22,808 forks, 587 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "LlamaIndex",
      "category": "agent_framework",
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      "package_name": "llama-index",
      "description_zh": "面向数据连接、RAG、Agent 和知识工作流的开发框架。",
      "description_en": "Development framework for data connection, RAG, agents, and knowledge workflows.",
      "tags": [
        "agent-framework",
        "rag",
        "data"
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      "lifecycle_status": "active",
      "provenance": {
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        "source_title": "LlamaIndex",
        "source_type": "official",
        "source_priority": "P0",
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 49680,
        "github_forks_total": 7462,
        "github_open_issues": 398,
        "github_pushed_at": "2026-05-20T21:38:30Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/run-llama/llama_index",
        "source_title": "GitHub repository public metadata"
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      "review_summary_zh": "GitHub 公开指标显示 49,680 stars、7,462 forks、398 个 open issues，最近推送 2026-05-20。",
      "review_summary_en": "GitHub public metadata shows 49,680 stars, 7,462 forks, 398 open issues, and latest push on 2026-05-20.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "github_repo": "https://github.com/microsoft/autogen",
      "package_name": "autogen-agentchat",
      "description_zh": "微软开源的多 Agent 应用开发框架。",
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        "agent-framework",
        "multi-agent",
        "open-source"
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      "lifecycle_status": "active",
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        "source_title": "AutoGen",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
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        "github_forks_total": 8815,
        "github_open_issues": 861,
        "github_pushed_at": "2026-04-15T11:59:09Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/microsoft/autogen",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 58,424 stars, 8,815 forks, 861 open issues, and latest push on 2026-04-15.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "category": "agent_framework",
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      "description_zh": "面向多 Agent 编排和自动化工作流的框架。",
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        "multi-agent",
        "workflow"
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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        "github_stars_total": 52224,
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        "github_pushed_at": "2026-05-26T17:25:28Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/crewAIInc/crewAI",
        "source_title": "GitHub repository public metadata"
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      "review_summary_zh": "GitHub 公开指标显示 52,224 stars、7,253 forks、362 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 52,224 stars, 7,253 forks, 362 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "OpenAI Agents SDK",
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      "package_name": "openai-agents",
      "description_zh": "OpenAI 官方 Agents SDK，用于构建工具调用、handoff 和可观测 Agent 应用。",
      "description_en": "Official OpenAI Agents SDK for tool-using, handoff-capable, observable agent applications.",
      "tags": [
        "agent-framework",
        "openai",
        "priority-monitoring"
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        "source_title": "OpenAI Agents SDK",
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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      "public_metrics": {
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        "github_open_issues": 110,
        "github_pushed_at": "2026-05-26T08:53:37Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/openai/openai-agents-python",
        "source_title": "GitHub repository public metadata"
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      "review_summary_zh": "GitHub 公开指标显示 26,676 stars、4,105 forks、110 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 26,676 stars, 4,105 forks, 110 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "重点观察 Agent SDK 生态采用，展示 GitHub 仓库活跃度与官方文档来源。",
      "monitoring_note_en": "Priority watch for Agent SDK adoption, showing GitHub repository activity plus official documentation."
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        "anthropic",
        "priority-monitoring"
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      "lifecycle_status": "active",
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        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "github_repo": "https://github.com/anthropics/claude-code",
      "public_metrics": {
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        "github_forks_total": 20783,
        "github_open_issues": 9599,
        "github_pushed_at": "2026-05-27T01:30:58Z",
        "recorded_at": "2026-05-27T01:45:00.000Z",
        "source_url": "https://github.com/anthropics/claude-code",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 126,759 stars、20,783 forks、9,599 个 open issues。最新可见问题集中在完成状态提示、MCP/连接器、Windows Cowork 与账号/计费入口异常。",
      "review_summary_en": "GitHub public metadata shows 126,759 stars, 20,783 forks, and 9,599 open issues. Latest visible issues cluster around completion status, MCP/connectors, Windows Cowork, and account or billing access problems.",
      "monitoring_note_zh": "重点观察 coding agent 使用与问题反馈，展示 GitHub 仓库活跃度、官方文档来源和最新 issue 主题。",
      "monitoring_note_en": "Priority watch for coding-agent usage and feedback, showing GitHub activity, official documentation, and latest issue themes."
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    {
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      "description_en": "OpenAI Codex-related coding agent and developer tool ecosystem, tracked as a priority object.",
      "tags": [
        "coding-agent",
        "openai",
        "priority-monitoring"
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      "lifecycle_status": "active",
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        "source_title": "OpenAI Codex",
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        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "github_repo": "https://github.com/openai/codex",
      "public_metrics": {
        "github_stars_total": 85970,
        "github_forks_total": 12551,
        "github_open_issues": 5196,
        "github_pushed_at": "2026-05-27T01:39:17Z",
        "recorded_at": "2026-05-27T01:45:00.000Z",
        "source_url": "https://github.com/openai/codex",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 85,970 stars, 12,551 forks, and 5,196 open issues. Latest visible issues cluster around desktop background behavior, skill/command discovery, image-heavy session performance, and connector caching.",
      "monitoring_note_zh": "重点观察 coding agent 与开发工作流，展示 GitHub 仓库活跃度、官方来源和最新 issue 主题。",
      "monitoring_note_en": "Priority watch for coding-agent and developer workflows, showing GitHub activity, official sources, and latest issue themes."
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      "name": "OpenClaw",
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        "agent-tool",
        "priority-monitoring"
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        "verification_status": "verified",
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      "public_metrics": {
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        "github_forks_total": 78108,
        "github_open_issues": 6909,
        "github_pushed_at": "2026-05-27T01:39:01Z",
        "recorded_at": "2026-05-27T01:45:00.000Z",
        "source_url": "https://github.com/openclaw/openclaw",
        "source_title": "GitHub repository public metadata"
      },
      "monitoring_note_zh": "重点观察 Agent 技能与工作流封装生态，展示官方站点、GitHub 仓库活跃度和后续社区评价来源位。",
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      "review_summary_en": "GitHub public metadata shows 374,883 stars, 78,108 forks, 6,909 open issues, and repository push activity on 2026-05-27.",
      "github_repo": "https://github.com/openclaw/openclaw"
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    {
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      "name": "vLLM",
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      "package_name": "vllm",
      "description_zh": "高吞吐 LLM 推理与服务框架。",
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        "open-source"
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      "lifecycle_status": "active",
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        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 81052,
        "github_forks_total": 17264,
        "github_open_issues": 5039,
        "github_pushed_at": "2026-05-26T17:11:27Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/vllm-project/vllm",
        "source_title": "GitHub repository public metadata"
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      "review_summary_zh": "GitHub 公开指标显示 81,052 stars、17,264 forks、5,039 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 81,052 stars, 17,264 forks, 5,039 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
      "slug": "sglang",
      "name": "SGLang",
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      "package_name": "sglang",
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      "description_en": "Inference serving framework for language and vision-language models.",
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        "deployment",
        "open-source"
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      "lifecycle_status": "active",
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        "source_title": "SGLang documentation",
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        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 28295,
        "github_forks_total": 6150,
        "github_open_issues": 3557,
        "github_pushed_at": "2026-05-26T17:19:45Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/sgl-project/sglang",
        "source_title": "GitHub repository public metadata"
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      "review_summary_zh": "GitHub 公开指标显示 28,295 stars、6,150 forks、3,557 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 28,295 stars, 6,150 forks, 3,557 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
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    {
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      "description_en": "NVIDIA TensorRT-LLM tooling for optimized large-model inference and deployment.",
      "tags": [
        "inference",
        "deployment",
        "nvidia"
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      "lifecycle_status": "active",
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        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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      "public_metrics": {
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        "github_forks_total": 2410,
        "github_open_issues": 1304,
        "github_pushed_at": "2026-05-26T13:28:27Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/NVIDIA/TensorRT-LLM",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 13,734 stars, 2,410 forks, 1,304 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "description_en": "Local model runtime and management platform.",
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        "open-source"
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      "lifecycle_status": "active",
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        "verification_status": "verified",
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        "github_forks_total": 16297,
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        "github_pushed_at": "2026-05-25T15:35:15Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/ollama/ollama",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 172,351 stars, 16,297 forks, 3,275 open issues, and latest push on 2026-05-25.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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        "desktop",
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      "lifecycle_status": "active",
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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        "github_forks_total": null,
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        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://lmstudio.ai/",
        "source_title": "Official source"
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      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals.",
      "review_summary_zh": "暂未登记可靠公开评价指标；保留官方来源和后续社区来源位。",
      "review_summary_en": "No reliable public review metric is attached yet; official source and future community lanes are retained."
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    {
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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      "public_metrics": {
        "github_stars_total": 113167,
        "github_forks_total": 18806,
        "github_open_issues": 1730,
        "github_pushed_at": "2026-05-26T17:15:05Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/ggml-org/llama.cpp",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 113,167 stars, 18,806 forks, 1,730 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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      "public_metrics": {
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        "github_forks_total": 2877,
        "github_open_issues": 643,
        "github_pushed_at": "2026-05-26T17:25:07Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/langfuse/langfuse",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 27,987 stars, 2,877 forks, 643 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
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    {
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        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
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        "github_pushed_at": null,
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://www.promptlayer.com/",
        "source_title": "Official source"
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      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals.",
      "review_summary_zh": "暂未登记可靠公开评价指标；保留官方来源和后续社区来源位。",
      "review_summary_en": "No reliable public review metric is attached yet; official source and future community lanes are retained."
    },
    {
      "slug": "langsmith",
      "name": "LangSmith",
      "category": "observability_cost",
      "website_url": "https://www.langchain.com/langsmith",
      "description_zh": "LangChain 生态中的 LLM 应用调试、评测和监控平台。",
      "description_en": "Diagnostics, evaluation, and monitoring platform for LLM applications in the LangChain ecosystem.",
      "tags": [
        "observability",
        "evaluation",
        "langchain"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://www.langchain.com/langsmith",
        "source_title": "LangSmith",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": null,
        "github_forks_total": null,
        "github_open_issues": null,
        "github_pushed_at": null,
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://www.langchain.com/langsmith",
        "source_title": "Official source"
      },
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals.",
      "review_summary_zh": "暂未登记可靠公开评价指标；保留官方来源和后续社区来源位。",
      "review_summary_en": "No reliable public review metric is attached yet; official source and future community lanes are retained."
    },
    {
      "slug": "mcp",
      "name": "MCP",
      "category": "prompt_workflow_skill",
      "website_url": "https://modelcontextprotocol.io/",
      "github_repo": "https://github.com/modelcontextprotocol",
      "description_zh": "Model Context Protocol，用于连接模型应用与外部工具和数据上下文。",
      "description_en": "Model Context Protocol for connecting model applications with external tools and data context.",
      "tags": [
        "workflow-skill",
        "tool-use",
        "protocol"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://modelcontextprotocol.io/",
        "source_title": "Model Context Protocol",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 86262,
        "github_forks_total": 10824,
        "github_open_issues": 522,
        "github_pushed_at": "2026-05-21T18:10:38Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/modelcontextprotocol/servers",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 86,262 stars、10,824 forks、522 个 open issues，最近推送 2026-05-21。",
      "review_summary_en": "GitHub public metadata shows 86,262 stars, 10,824 forks, 522 open issues, and latest push on 2026-05-21.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
      "slug": "dify",
      "name": "Dify",
      "category": "prompt_workflow_skill",
      "website_url": "https://dify.ai/",
      "github_repo": "https://github.com/langgenius/dify",
      "description_zh": "LLM 应用开发、Agent 工作流和知识库平台。",
      "description_en": "LLM application development, agent workflow, and knowledge-base platform.",
      "tags": [
        "workflow",
        "agent-tool",
        "rag"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://dify.ai/",
        "source_title": "Dify",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 142731,
        "github_forks_total": 22452,
        "github_open_issues": 800,
        "github_pushed_at": "2026-05-26T16:03:18Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/langgenius/dify",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 142,731 stars、22,452 forks、800 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 142,731 stars, 22,452 forks, 800 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
      "slug": "coze",
      "name": "Coze",
      "category": "prompt_workflow_skill",
      "website_url": "https://www.coze.com/",
      "description_zh": "面向 AI Bot、Agent 和工作流搭建的平台。",
      "description_en": "Platform for building AI bots, agents, and workflows.",
      "tags": [
        "workflow",
        "agent-tool",
        "bot-platform"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://www.coze.com/",
        "source_title": "Coze",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": null,
        "github_forks_total": null,
        "github_open_issues": null,
        "github_pushed_at": null,
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://www.coze.com/",
        "source_title": "Official source"
      },
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals.",
      "review_summary_zh": "暂未登记可靠公开评价指标；保留官方来源和后续社区来源位。",
      "review_summary_en": "No reliable public review metric is attached yet; official source and future community lanes are retained."
    },
    {
      "slug": "flowise",
      "name": "Flowise",
      "category": "prompt_workflow_skill",
      "website_url": "https://flowiseai.com/",
      "github_repo": "https://github.com/FlowiseAI/Flowise",
      "package_name": "flowise",
      "description_zh": "低代码 LLM 工作流和 Agent 编排工具。",
      "description_en": "Low-code LLM workflow and agent orchestration tool.",
      "tags": [
        "workflow",
        "agent-tool",
        "low-code"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://flowiseai.com/",
        "source_title": "Flowise",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 53090,
        "github_forks_total": 24403,
        "github_open_issues": 876,
        "github_pushed_at": "2026-05-26T15:11:23Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/FlowiseAI/Flowise",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 53,090 stars、24,403 forks、876 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 53,090 stars, 24,403 forks, 876 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
      "slug": "jan",
      "name": "Jan",
      "category": "local_model_platform",
      "website_url": "https://jan.ai/",
      "github_repo": "https://github.com/menloresearch/jan",
      "description_zh": "本地优先的 AI 助手和模型运行平台。",
      "description_en": "Local-first AI assistant and model runtime platform.",
      "tags": [
        "local-model-platform",
        "desktop",
        "open-source"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://jan.ai/",
        "source_title": "Jan",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 42683,
        "github_forks_total": 2878,
        "github_open_issues": 398,
        "github_pushed_at": "2026-05-26T13:57:41Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/janhq/jan",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 42,683 stars、2,878 forks、398 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 42,683 stars, 2,878 forks, 398 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
      "slug": "qdrant",
      "name": "Qdrant",
      "category": "data_vector_database",
      "website_url": "https://qdrant.tech/",
      "github_repo": "https://github.com/qdrant/qdrant",
      "package_name": "qdrant-client",
      "description_zh": "向量数据库和相似度检索引擎。",
      "description_en": "Vector database and similarity search engine.",
      "tags": [
        "vector-database",
        "rag",
        "data"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://qdrant.tech/",
        "source_title": "Qdrant",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 31580,
        "github_forks_total": 2294,
        "github_open_issues": 557,
        "github_pushed_at": "2026-05-26T17:06:31Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/qdrant/qdrant",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 31,580 stars、2,294 forks、557 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 31,580 stars, 2,294 forks, 557 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
      "slug": "milvus",
      "name": "Milvus",
      "category": "data_vector_database",
      "website_url": "https://milvus.io/",
      "github_repo": "https://github.com/milvus-io/milvus",
      "package_name": "pymilvus",
      "description_zh": "开源向量数据库，常用于 RAG 和语义检索。",
      "description_en": "Open-source vector database commonly used for RAG and semantic search.",
      "tags": [
        "vector-database",
        "rag",
        "open-source"
      ],
      "lifecycle_status": "active",
      "provenance": {
        "source_url": "https://milvus.io/",
        "source_title": "Milvus",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
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        "github_forks_total": 4026,
        "github_open_issues": 916,
        "github_pushed_at": "2026-05-26T09:42:34Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/milvus-io/milvus",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 44,452 stars、4,026 forks、916 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 44,452 stars, 4,026 forks, 916 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "Weaviate",
      "category": "data_vector_database",
      "website_url": "https://weaviate.io/",
      "github_repo": "https://github.com/weaviate/weaviate",
      "package_name": "weaviate-client",
      "description_zh": "面向 AI 应用的向量数据库与检索平台。",
      "description_en": "Vector database and retrieval platform for AI applications.",
      "tags": [
        "vector-database",
        "rag",
        "data"
      ],
      "lifecycle_status": "active",
      "provenance": {
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        "source_title": "Weaviate",
        "source_type": "official",
        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 16237,
        "github_forks_total": 1296,
        "github_open_issues": 538,
        "github_pushed_at": "2026-05-26T16:09:36Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/weaviate/weaviate",
        "source_title": "GitHub repository public metadata"
      },
      "review_summary_zh": "GitHub 公开指标显示 16,237 stars、1,296 forks、538 个 open issues，最近推送 2026-05-26。",
      "review_summary_en": "GitHub public metadata shows 16,237 stars, 1,296 forks, 538 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    },
    {
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      "name": "Chroma",
      "category": "data_vector_database",
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      "description_zh": "面向 AI 应用的开源嵌入数据库。",
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      "tags": [
        "vector-database",
        "rag",
        "open-source"
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      "lifecycle_status": "active",
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        "source_title": "Chroma",
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        "source_priority": "P0",
        "confidence": "high",
        "verified_at": "2026-05-26T00:00:00.000Z",
        "verification_status": "verified",
        "collected_at": "2026-05-26T00:00:00.000Z"
      },
      "public_metrics": {
        "github_stars_total": 28096,
        "github_forks_total": 2273,
        "github_open_issues": 637,
        "github_pushed_at": "2026-05-26T16:56:32Z",
        "recorded_at": "2026-05-26T17:30:00.000Z",
        "source_url": "https://github.com/chroma-core/chroma",
        "source_title": "GitHub repository public metadata"
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      "review_summary_en": "GitHub public metadata shows 28,096 stars, 2,273 forks, 637 open issues, and latest push on 2026-05-26.",
      "monitoring_note_zh": "按生态角色监控官方来源与公开采用信号。",
      "monitoring_note_en": "Monitored by ecosystem role with official sources and public adoption signals."
    }
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}
