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tsumon/README.md
tsumon:写能跑的东西。给开源修能合的洞。

tsumon

Build useful systems. Leave clean diffs.
写能跑的东西,给开源修能合的洞。

AI engineering agent systems MCP and RAG open source

What I work on
Agent workflows, developer tools, local-first utilities and the awkward edges between a model and a real product.
How I contribute
Small, reviewable changes that fix an actual problem and can survive CI, code review and daily use.

Featured work

把大模型讲到能看懂,也讲到能动手。
工程铺地,数学捡石,模型走路。

看得见的大模型

进入图解书 →


GitHub contribution snake

Selected projects

These are the things I keep close: small enough to understand, useful enough to keep improving.

Project What it does Stars
循环提醒
iOS · Android
到期确认才进下一周期;没确认就 1h→4h→12h→24h 再响。 reminder-app-ios stars
Suite Windows 托盘:F1 截图、任务栏网速、透明和深浅色。 suite stars
StreamDock 单二进制 Emby 反代面板。明文导入导出,独立流量页。 StreamDock stars
skill-mcp 本地 stdio MCP。最多绑 3 个 SKILL.md,token 预算加不了名额。 skill-mcp stars
汽车售后客服 Qwen2.5-7B 的 SFT + DPO。真正能上线的是推理期约束层。 auto-cs-agent-sft-dpo stars
AgentFlow Plan → Execute → Review。三个 agent 按序办事。 agentflow stars
看得见的大模型 图解书。工程铺地,数学捡石,模型走路。 tsumon.github.io stars

Open-source contribution log

Real issues, real review queues, real CI. Sorted by outcome: merged → in review → closed. Status badges are synced from GitHub every day.

Repository Contribution Status
MERGED landed upstream
CowAgent 控制台侧栏版本号一键源码更新,修 #3148 merged 3154
Open WebUI 简体中文 i18n 翻译改进。 merged 30043
IN REVIEW awaiting maintainer review
CowAgent Web / 桌面配置 MCP 和 skills,修 #3114 review 3155
CowAgent 钉钉收文件,交给 agent。 review 3161
CowAgent 钉钉流式 markdown 卡片。 review 3162
openai-agents-python tracing 导出认 OPENAI_TRACING_INGEST_ENDPOINT review 5013
orca Dashboard 别把还活着的 structured chat 当成死终端。 review 20594
BettaFish PDF 导出文件名防路径穿越。 review 718
p5.js 修复 p5.strands 单参数箭头函数解析,解决 #9180 review 9188

Current direction

Agent harness 让 Plan → Execute → Review 变成可以观察、可以重试、可以交付的流程。
RAG / MCP 把上下文、工具和 token 预算放回工程约束,而不是只停留在 demo。
Product edges 智能客服、舆情分析、桌面工具,以及模型真正接触用户之后暴露出来的问题。

repositories · 看得见的大模型 · say hello

Pinned Loading

  1. CowAgent CowAgent Public

    Forked from zhayujie/CowAgent

    Open-source super AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-model, multi-channel. Lightweight, extensible, one-lin…

    Python

  2. openai-agents-python openai-agents-python Public

    Forked from openai/openai-agents-python

    A lightweight, powerful framework for multi-agent workflows

    Python

  3. OpenHands OpenHands Public

    Forked from OpenHands/OpenHands

    🙌 OpenHands: AI-Driven Development

    TypeScript

  4. orca orca Public

    Forked from stablyai/orca

    Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and remote runtime.

    TypeScript

  5. reminder-app-android reminder-app-android Public

    循环提醒器 Android 版 — Kotlin + Jetpack Compose + Room + WorkManager,支持周期提醒、新历/农历生日、节假日提醒

    Kotlin

  6. tsumon.github.io tsumon.github.io Public

    HTML 1