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loulanyue/README.md

LoulanYue — bilingual open-source AI systems engineering profile with live telemetry

01 ORIGINAL SYSTEMS  02 100K+ UPSTREAM  03 ENGINEERING MAP  04 PRINCIPLES


01 / OPEN SYSTEMS · 自有开放系统 (4 项目)

沉淀可复用的工程协议、多智能体控制面、能力层与系统知识架构,按实时星标倒序排列,支持左右滑动浏览。


项目与实时星标 / System & Stars 🌟

核心定位与工程说明 / Focus & Architecture
dream-xi-ai  🌟 430  TEAM 面向复杂交付的多智能体控制面,统一规划、执行、验证与风险治理。
spec-kit-zh  🌟 337  SPEC 把规格、上下文与智能体协作编排为可复用的开放工程协议。
interview-notes  🌟 306  KNOW 将后端知识重构为面向判断、设计与演进的工程决策系统。
awesome-claude-notes  🌟 267  DIST 沉淀可移植的智能体能力层,跨工具复用角色、技能与工作流。


02 / 100K+ UPSTREAM IMPACT · 头部上游工程 (25 项目 / 101 PR)

Upstream PRs Merged Open 100K+ Projects Total Star Reach

严格收录所有星标数大于 10 万且具备公开工程贡献的上游项目,支持横向左右滑动浏览,项目与 PR 均可直接点击跳转。


上游项目与实时星标 / Repository & Stars 🌟

贡献 PR / Pull Request

核心工程焦点与贡献说明 / Contribution Summary
openclaw/openclaw  🌟 387.1K PR #121494  CLOSED SESSION CONTINUITY · 跨心跳与对话策略缺口保留会话上下文,减少重置与缓存抖动。
donnemartin/system-design-primer  🌟 365.3K PR #1387  OPEN UPSTREAM COLLABORATION · docs(query_cache): fix missing colon in Cache.get method definition
affaan-m/ECC  🌟 241.8K PR #2833  OPEN CODING STYLE · 完善 TypeScript/JavaScript 命名规约与代码风格指引,提升智能体生成代码一致性。
NousResearch/hermes-agent  🌟 234.0K PR #82992  OPEN APPROVAL SURFACE · 让受保护文件写入在桌面端呈现明确审批,避免静默超时。
n8n-io/n8n  🌟 201.6K PR #36857  OPEN UPSTREAM COLLABORATION · fix(Snowflake Node): Route query errors when continueOnFail is enabled
anomalyco/opencode  🌟 200.0K PR #38763  OPEN MODEL REPLAY · 保留失败回合的推理签名链,确保工具调用可被模型安全重放。
ultraworkers/claw-code  🌟 195.1K PR #3294  OPEN UPSTREAM COLLABORATION · ci: pin third-party GitHub Actions to immutable commit SHAs
Significant-Gravitas/AutoGPT  🌟 186.7K PR #14109  OPEN UPSTREAM COLLABORATION · fix(copilot): record parent session provenance for sub-sessions
ollama/ollama  🌟 179.1K PR #17920  OPEN UPSTREAM COLLABORATION · envconfig: support OLLAMA_NUM_THREAD for operator thread count configuration
microsoft/markitdown  🌟 175.3K PR #2330  OPEN UPSTREAM COLLABORATION · feat(cli): support MARKITDOWN_CU_ENDPOINT and MARKITDOWN_DOCINTEL_ENDPOINT env vars
firecrawl/firecrawl  🌟 170.6K PR #4061  OPEN BUILD CONTRACT · 显式化原生客户端构建契约,让异构部署具备可复现前提。
f/prompts.chat  🌟 167.7K PR #1245  OPEN UPSTREAM COLLABORATION · fix(kids): align MagicWords sentence blanks order in zh and ja level 2-1 (#1231)
AUTOMATIC1111/stable-diffusion-webui  🌟 164.6K PR #17474  OPEN UPSTREAM COLLABORATION · fix(launch): robust fallback in git_fix_workspace and format checkout error
huggingface/transformers  🌟 164.3K PR #47763  OPEN AUDIO EMBEDDING · 修复 HuBERT 位置卷积在 BatchNorm 模式下的填充敏感性,消除音频嵌入偏移。
langflow-ai/langflow  🌟 153.5K PR #14177  OPEN MCP LIFECYCLE · 把取消语义落实到传输生命周期,阻断后台任务与子进程泄漏。
langgenius/dify  🌟 153.2K PR #40412  OPEN ENDPOINT VALIDATION · 把 404 视为服务可达的路径响应,修复外部知识 API 误判。
open-webui/open-webui  🌟 149.5K PR #28218  CLOSED MODEL RESOLUTION · 避免自定义模型别名导致同一基础模型被重复移除。
langchain-ai/langchain  🌟 144.7K PR #39215  CLOSED EXECUTION BOUNDARY · 修复线程池执行器的生成器迭代器兼容性,守住异步与多线程执行边界。
Comfy-Org/ComfyUI  🌟 128.9K PR #15795  OPEN UPSTREAM COLLABORATION · fix(comfy_api): robust PyAV ColorPrimaries, ColorRange, and ColorTrc imports
ggml-org/llama.cpp  🌟 125.1K PR #27522  OPEN UPSTREAM COLLABORATION · server: observe resumable stream cancellation during first result wait (#27481)
shadcn-ui/ui  🌟 121.8K PR #11580  OPEN UI SCROLLER · 修复经典滚动条平台下 message-scroller 自动滚动时的频闪与重绘抖动。
browser-use/browser-use  🌟 110.0K PR #5508  OPEN CRX EXTRACTION · 捕获 CRX 扩展包解压时的损坏 EOCD 定位异常,增强浏览器环境初始化鲁棒性。
google-gemini/gemini-cli  🌟 106.6K PR #28546  CLOSED AUTH BOUNDARY · 隔离 API Key 与残留授权头,避免认证机制在请求边界相互污染。
goldbergyoni/nodebestpractices  🌟 105.6K PR #1425  OPEN SECURITY LINTER · 更新 Node.js 生产环境代码安全检查与 linter 规范指引。
pytorch/pytorch  🌟 102.5K PR #191904  OPEN RUNTIME COMPATIBILITY · 修复 AOTInductor 在 CPU 架构指令集下级的判空兼容,保障编译导出可靠加载。


03 / UPSTREAM ENGINEERING MAP · 上游工程版图 (50 项目 / 101 PR)

Public PRs Open Merged Projects Project Stars

跨智能体运行时、AI 工作流平台、模型系统、数据接入与工程工具链展开的 50 个公开上游项目协作。

💡 矩阵视图:支持横向左右滑动 / 左右滚动浏览 6 大工程领域的全部分类与 29 个上游项目。


🤖 智能体运行时与编码终端
11 项目 · 33 PR

openclaw/openclaw
🌟 387.1K · 9 PR (3O/2M/4C)

affaan-m/ECC
🌟 241.8K · 2 PR (2O/0M/0C)

NousResearch/hermes-agent
🌟 234.0K · 8 PR (5O/0M/3C)

anomalyco/opencode
🌟 200.0K · 5 PR (1O/0M/4C)

ultraworkers/claw-code
🌟 195.1K · 1 PR (1O/0M/0C)

Significant-Gravitas/AutoGPT
🌟 186.7K · 2 PR (2O/0M/0C)

ollama/ollama
🌟 179.1K · 2 PR (2O/0M/0C)

ggml-org/llama.cpp
🌟 125.1K · 1 PR (1O/0M/0C)

browser-use/browser-use
🌟 110.0K · 1 PR (1O/0M/0C)

google-gemini/gemini-cli
🌟 106.6K · 1 PR (0O/0M/1C)

camel-ai/camel
🌟 17.6K · 1 PR (1O/0M/0C)

-

-
⚡ AI 工作流与体验平台
9 项目 · 33 PR
n8n-io/n8n
🌟 201.6K · 1 PR (1O/0M/0C)
langflow-ai/langflow
🌟 153.5K · 4 PR (3O/0M/1C)
langgenius/dify
🌟 153.2K · 9 PR (6O/2M/1C)
open-webui/open-webui
🌟 149.5K · 10 PR (0O/0M/10C)
langchain-ai/langchain
🌟 144.7K · 3 PR (0O/0M/3C)
Comfy-Org/ComfyUI
🌟 128.9K · 2 PR (2O/0M/0C)
shadcn-ui/ui
🌟 121.8K · 2 PR (2O/0M/0C)
Comfy-Org/ComfyUI_frontend
🌟 2.0K · 1 PR (1O/0M/0C)
langgenius/graphon
🌟 76 · 1 PR (1O/0M/0C)
- - - -
🔌 数据、检索与工具接入
8 项目 · 8 PR
microsoft/markitdown
🌟 175.3K · 1 PR (1O/0M/0C)
firecrawl/firecrawl
🌟 170.6K · 1 PR (1O/0M/0C)
f/prompts.chat
🌟 167.7K · 1 PR (1O/0M/0C)
diegosouzapw/OmniRoute
🌟 52.7K · 1 PR (0O/1M/0C)
qdrant/qdrant
🌟 34.1K · 1 PR (0O/0M/1C)
teng-lin/notebooklm-py
🌟 18.9K · 1 PR (0O/1M/0C)
googleapis/mcp-toolbox
🌟 16.2K · 1 PR (0O/0M/1C)
OpenAtomFoundation/pikiwidb
🌟 6.1K · 1 PR (1O/0M/0C)
- - - - -
🧠 模型训练与机器学习系统
13 项目 · 18 PR
AUTOMATIC1111/stable-diffusion-webui
🌟 164.6K · 2 PR (2O/0M/0C)
huggingface/transformers
🌟 164.3K · 3 PR (2O/0M/1C)
pytorch/pytorch
🌟 102.5K · 2 PR (1O/0M/1C)
vllm-project/vllm
🌟 89.7K · 2 PR (1O/1M/0C)
hiyouga/LlamaFactory
🌟 74.3K · 1 PR (1O/0M/0C)
scikit-learn/scikit-learn
🌟 67.0K · 1 PR (0O/0M/1C)
meta-llama/llama
🌟 59.6K · 1 PR (1O/0M/0C)
BerriAI/litellm
🌟 57.0K · 1 PR (1O/0M/0C)
facebookresearch/segment-anything
🌟 54.7K · 1 PR (1O/0M/0C)
suno-ai/bark
🌟 39.2K · 1 PR (1O/0M/0C)
huggingface/diffusers
🌟 34.3K · 1 PR (1O/0M/0C)
karpathy/micrograd
🌟 17.2K · 1 PR (1O/0M/0C)
sktime/sktime
🌟 10.0K · 1 PR (0O/1M/0C)
🛠️ Python 工程工具链
4 项目 · 4 PR
pandas-dev/pandas
🌟 49.5K · 1 PR (0O/0M/1C)
astral-sh/ruff
🌟 49.3K · 1 PR (1O/0M/0C)
python-poetry/poetry
🌟 34.3K · 1 PR (1O/0M/0C)
facebook/pyrefly
🌟 6.9K · 1 PR (1O/0M/0C)
- - - - - - - - -
📚 工程知识与生态
5 项目 · 5 PR
donnemartin/system-design-primer
🌟 365.3K · 1 PR (1O/0M/0C)
goldbergyoni/nodebestpractices
🌟 105.6K · 1 PR (1O/0M/0C)
tailwindlabs/tailwindcss
🌟 97.3K · 1 PR (1O/0M/0C)
DuGuQiuBai/Java
🌟 14.5K · 1 PR (0O/0M/1C)
baomidou/mybatis-plus-doc
🌟 753 · 1 PR (0O/0M/1C)
- - - - - - - -

📋 切换为文本列表视图 / Switch to Text List View
  • 🤖 智能体运行时与编码终端 · AGENT RUNTIMES & CODING INTERFACES (11 项目 / 33 PR)

    • openclaw/openclaw 🌟 387.1K · 9 PR (3 Open / 2 Merged / 4 Closed)
      • PR #127690 OPEN · fix(discord): require whitespace-only suffix for closing code fence lines
      • PR #127109 OPEN · fix(node-host): duplicate skill-bin refreshes on concurrent commands (#127095)
      • PR #121494 CLOSED · fix(cli-session): preserve heartbeat context across policy gaps [AI-assisted]
      • PR #114840 CLOSED · fix(gateway): make busyStaleThresholdMs configurable in channel health policy
      • PR #114596 OPEN · fix(gateway): respect configured tools.media.image.maxBytes for image attachments
      • PR #114449 MERGED · fix(cli-compaction): treat no_compactable_entries as a benign compaction skip (#114385)
      • PR #112478 MERGED · fix(infra): preserve large inode identity in session migrations
      • PR #111779 CLOSED · fix: keep streaming OpenAI-compatible requests admitted
      • PR #111352 CLOSED · docs: link macOS onboarding to app download
    • affaan-m/ECC 🌟 241.8K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #2836 OPEN · fix(skills): support symlinked directories in skill and rule scan scripts
      • PR #2833 OPEN · docs(rules): add naming conventions to TypeScript/JavaScript coding style
    • NousResearch/hermes-agent 🌟 234.0K · 8 PR (5 Open / 0 Merged / 3 Closed)
      • PR #91407 CLOSED · fix(desktop): strip routing @mention token before remote DM delivery (#91397)
      • PR #91376 OPEN · fix(stream): do not misclassify stream with final usage chunk as mid-stream drop — closes #91373
      • PR #91367 OPEN · fix(update): check and apply config migrations on current checkout / retry paths — closes #91360
      • PR #89605 OPEN · fix(plugins): add isatty guard to _resolve_tool_override_grant — closes #89600
      • PR #82992 OPEN · fix(desktop): show approvals for protected file writes
      • PR #82114 OPEN · fix(gateway): honor approval scope capabilities
      • PR #73059 CLOSED · fix(agent): log warning when client abort shuts down 0 active sockets (#72975)
      • PR #71997 CLOSED · fix(gateway): release rejected native clarifies before steering
    • anomalyco/opencode 🌟 200.0K · 5 PR (1 Open / 0 Merged / 4 Closed)
      • PR #39298 CLOSED · fix(core): bound ripgrep search execution with default wall-clock deadline (#39208)
      • PR #39225 CLOSED · fix(core): bound ripgrep search execution with default wall-clock deadline (#39208)
      • PR #38763 OPEN · fix(core): preserve reasoning metadata on errored assistant turns
      • PR #38711 CLOSED · fix(core): preserve reasoning metadata on errored assistant turns
      • PR #37726 CLOSED · fix(cli): package parcel watcher binding
    • ultraworkers/claw-code 🌟 195.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #3294 OPEN · ci: pin third-party GitHub Actions to immutable commit SHAs
    • Significant-Gravitas/AutoGPT 🌟 186.7K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #14109 OPEN · fix(copilot): record parent session provenance for sub-sessions
      • PR #14108 OPEN · feat(compose): make redis cluster image selectable via REDIS_IMAGE (#14012)
    • ollama/ollama 🌟 179.1K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #17920 OPEN · envconfig: support OLLAMA_NUM_THREAD for operator thread count configuration
      • PR #17917 OPEN · anthropic: preserve xhigh reasoning effort in FromMessagesRequest (#17906)
    • ggml-org/llama.cpp 🌟 125.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #27522 OPEN · server: observe resumable stream cancellation during first result wait (#27481)
    • browser-use/browser-use 🌟 110.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #5508 OPEN · fix(browser): catch corrupt EOCD seek errors during CRX extraction
    • google-gemini/gemini-cli 🌟 106.6K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #28546 CLOSED · fix(core): strip Authorization header when using GEMINI_API_KEY auth (#28538)
    • camel-ai/camel 🌟 17.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #4281 OPEN · fix(toolkits): remove unsafe retry on send_message in WhatsAppToolkit
  • ⚡ AI 工作流与体验平台 · AI WORKFLOW & EXPERIENCE PLATFORMS (9 项目 / 33 PR)

    • n8n-io/n8n 🌟 201.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #36857 OPEN · fix(Snowflake Node): Route query errors when continueOnFail is enabled
    • langflow-ai/langflow 🌟 153.5K · 4 PR (3 Open / 0 Merged / 1 Closed)
      • PR #14690 OPEN · refactor(auth): drop unmaintained passlib and unpin bcrypt (#14685)
      • PR #14177 OPEN · fix(mcp): reap cancelled session transports
      • PR #14153 OPEN · fix: preserve secret values for connected components
      • PR #14144 CLOSED · fix(lfx): isolate component tool message suppression
    • langgenius/dify 🌟 153.2K · 9 PR (6 Open / 2 Merged / 1 Closed)
      • PR #40933 CLOSED · fix(web): widen browserslist iOS floor from 16.4 to 15 to restore -webkit-mask-* prefixes
      • PR #40908 OPEN · fix(structured-output): fall back to prompt injection when native handler does not set response_format
      • PR #40412 OPEN · fix(knowledge): stop treating HTTP 404 as invalid endpoint in external API validation
      • PR #40410 OPEN · fix(auth): resolve relative OAuth redirect_url against CONSOLE_WEB_URL
      • PR #40407 OPEN · fix(dify-agent): filter blank SystemPromptParts and use name fallback for empty tool descriptions
      • PR #40405 OPEN · fix(web): use SERVER_CONSOLE_API_URL for system-features in auth-group layouts
      • PR #40400 MERGED · fix(vdb): add document_id keyword mapping and fix VectorType in elasticsearch-ja adapter
      • PR #39754 MERGED · fix(workflow): provide default values for AgentNodeData fields (#39743)
      • PR #39636 OPEN · fix(app): respect WORKFLOW_MAX_EXECUTION_TIME in workflow queue managers
    • open-webui/open-webui 🌟 149.5K · 10 PR (0 Open / 0 Merged / 10 Closed)
      • PR #28914 CLOSED · fix(webhook): recognize modern Teams Power Automate and PowerPlatform workflow URLs
      • PR #28888 CLOSED · fix(retrieval): ignore in-flight route errors and unroute on Playwright loader teardown (#28869)
      • PR #28712 CLOSED · fix(retrieval): prevent BM25 full-collection OOM when native hybrid search fails
      • PR #28569 CLOSED · fix(playground): prefix generated image URLs with WEBUI_BASE_URL
      • PR #28218 CLOSED · fix: avoid duplicate base model removal
      • PR #27990 CLOSED · fix(oauth): normalize OAuth sub claim to str to prevent PostgreSQL type mismatch
      • PR #27989 CLOSED · fix: normalize OAuth sub claim to str to prevent PostgreSQL type mismatch
      • PR #27727 CLOSED · fix: keep calendar search end within bigint range
      • PR #27585 CLOSED · fix(retrieval): JSON-serialize complex & boolean params in DoclingLoader
      • PR #27584 CLOSED · fix(retrieval): JSON-serialize complex & boolean params in DoclingLoader
    • langchain-ai/langchain 🌟 144.7K · 3 PR (0 Open / 0 Merged / 3 Closed)
      • PR #39837 CLOSED · core: await prompt.aformat for DictPromptTemplate in async multimodal formatting
      • PR #39836 CLOSED · fix(core): await aformat on DictPromptTemplate in multimodal chat prompt (#39835)
      • PR #39215 CLOSED · fix(core): allow unsized iterables (generators) in ContextThreadPoolExecutor.map
    • Comfy-Org/ComfyUI 🌟 128.9K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #15795 OPEN · fix(comfy_api): robust PyAV ColorPrimaries, ColorRange, and ColorTrc imports
      • PR #15794 OPEN · fix(api): provide fallback for PyAV color enums in comfy_api (#15784)
    • shadcn-ui/ui 🌟 121.8K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #11593 OPEN · fix(ui): expose aria-expanded on SidebarTrigger
      • PR #11580 OPEN · fix(registry): fix message-scroller scrollbar strobing during autoscroll on classic scrollbar platforms (#11576)
    • Comfy-Org/ComfyUI_frontend 🌟 2.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #13776 OPEN · fix: avoid large option lists in node previews
    • langgenius/graphon 🌟 76 · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #258 OPEN · fix(response-stream): treat GraphEdgeSkippedEvent as cleared for paths_map (dify#40865)
  • 🔌 数据、检索与工具接入 · DATA, RETRIEVAL & TOOL CONNECTIVITY (8 项目 / 8 PR)

    • microsoft/markitdown 🌟 175.3K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #2330 OPEN · feat(cli): support MARKITDOWN_CU_ENDPOINT and MARKITDOWN_DOCINTEL_ENDPOINT env vars
    • firecrawl/firecrawl 🌟 170.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #4061 OPEN · docs: document FoundationDB client prerequisite
    • f/prompts.chat 🌟 167.7K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #1245 OPEN · fix(kids): align MagicWords sentence blanks order in zh and ja level 2-1 (#1231)
    • diegosouzapw/OmniRoute 🌟 52.7K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #7540 MERGED · fix(sse): preserve custom tool output images
    • qdrant/qdrant 🌟 34.1K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #10061 CLOSED · fix: add maximum: 65536 to VectorParams.size OpenAPI schema
    • teng-lin/notebooklm-py 🌟 18.9K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #1974 MERGED · fix(chat): classify empty conversations as fresh
    • googleapis/mcp-toolbox 🌟 16.2K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #3650 CLOSED · fix(config): reject duplicate flat primitive names
    • OpenAtomFoundation/pikiwidb 🌟 6.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #3289 OPEN · fix(cache): fix unsigned loop underflow and avoid excess allocations in ZPopMax/ZPopMin (#3269)
  • 🧠 模型训练与机器学习系统 · MODEL TRAINING & ML SYSTEMS (13 项目 / 18 PR)

    • AUTOMATIC1111/stable-diffusion-webui 🌟 164.6K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #17474 OPEN · fix(launch): robust fallback in git_fix_workspace and format checkout error
      • PR #17473 OPEN · fix(api): mask sensitive gradio_auth and api_auth flags in /sdapi/v1/cmd-flags (#17411)
    • huggingface/transformers 🌟 164.3K · 3 PR (2 Open / 0 Merged / 1 Closed)
      • PR #48203 OPEN · fix(glm): validate num_attention_heads is divisible by num_key_value_heads in GlmConfig
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04 / SYSTEMS THESIS & OPERATING PRINCIPLES · 系统主张与工程原则

ZH  连接自有系统与上游基础设施,把可复现的问题转化为可审查、可维护、可持续演进的公共工程
EN  Connecting original systems with upstream infrastructure—turning reproducible failures into reviewable, maintainable, and evolvable public engineering

Java Python TypeScript Rust Shell GitHub Actions

01  THINK IN SYSTEMS / 系统思考    02  GROUND IN EVIDENCE / 证据驱动    03  DESIGN FOR REVIEW / 面向审查    04  MAINTAIN FOR LONGEVITY / 长期维护

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数据每日自动更新 · Updated 2026-08-22 UTC via automated telemetry.

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