AI-powered desktop tool orchestration CLI

Project description

aicorkit

面向 AI Agent（Kiro / Claude 等）的 Windows 桌面自动化 CLI。通过 pywin32 直接驱动 Outlook COM，并提供本地知识库（Graph / Memory Tree）、会议语音管道等能力。

环境要求

Python 3.11+
Windows（Outlook COM、会议音频依赖 Windows 主机）
Outlook 桌面客户端已安装并登录（使用邮件/日历时）
可选：DASHSCOPE_API_KEY（会议 STT/TTS、Graph 向量 embedding）

安装

从源码安装

cd D:\CODE\aicorkit
pip install -e .

可选依赖

包	用途	命令
`[graph]`	知识库向量检索（numpy、dashscope、openai）	`pip install -e ".[graph]"`
`[meeting]`	会议 STT → LLM → TTS 管道	`pip install -e ".[meeting]"`
`[dev]`	开发测试	`pip install -e ".[dev]"`
`[all]`	graph + meeting	`pip install -e ".[all]"`

Windows 运行方式

若 aicorkit 不在 PATH，可用模块方式调用（推荐）：

python -m aicorkit --help
python -m aicorkit graph status

pip 脚本目录常见位置：%AppData%\Roaming\Python\Python313\Scripts（可按需加入 PATH）。

配置

配置分两层，项目级覆盖全局：

层级	路径
全局	`~/.aicorkit/config.yaml`
项目	`<项目根>/.aicorkit/config.yaml`（从当前目录向上查找最近一份）

python -m aicorkit config init
python -m aicorkit config show
python -m aicorkit config paths
python -m aicorkit config set backend kiro
python -m aicorkit config set graph.embed.provider dashscope
python -m aicorkit config set atlassian.jira_url https://jira.example.com
python -m aicorkit config set atlassian.confluence_url https://wiki.example.com

凭据写入 ~/.aicorkit/secrets.env（勿提交 git）：

ATLASSIAN_USERNAME=your_user
ATLASSIAN_PASSWORD=your_password

项目级示例（仓库根目录 .aicorkit/config.yaml）：

graph:
  workspace: .aicorkit/memory    # 项目独立知识库目录

graph_sources:
  - id: repo-docs
    kind: folder
    label: 项目文档
    enabled: true
    path: ./docs
    glob: "**/*.md"

列表字段（如 graph_sources）会被项目 config 整段替换，不会与全局逐项合并。

使用说明

Outlook

# 只读
python -m aicorkit outlook list-emails -f Inbox -c 10
python -m aicorkit outlook read-email -q "季度报告"
python -m aicorkit outlook list-calendar -d 7
python -m aicorkit outlook shared-calendar --email boss@company.com -d 7
python -m aicorkit outlook free-busy --email colleague@company.com -d 3
python -m aicorkit outlook list-rooms

# 写入（Agent 执行前需用户确认）
python -m aicorkit outlook send-email --to "a@b.com" --subject "Hi" --body "Hello"
python -m aicorkit outlook create-meeting `
  --subject "Sprint Review" `
  --start "2026-06-08 14:00" `
  --duration 60 `
  --attendees "team@company.com"

命令	说明
`outlook list-emails`	列出收件箱/已发送邮件
`outlook read-email`	按主题关键词搜索并读取
`outlook send-email`	发送邮件
`outlook list-calendar`	查看近期日程
`outlook create-meeting`	创建会议邀请
`outlook shared-calendar`	查看他人共享日历
`outlook free-busy`	查看他人忙闲
`outlook list-rooms`	常用会议室

Meeting（会议语音）

需 pip install -e ".[meeting]" 和 DASHSCOPE_API_KEY。会议 LLM 默认使用 cursor-agent（meeting.backend: cursor），与顶层 backend 独立。

python -m aicorkit meeting listen          # STT → LLM → TTS
python -m aicorkit meeting auto-answer
python -m aicorkit meeting start           # listen + auto-answer

python -m aicorkit config set meeting.backend cursor   # 默认已是 cursor
python -m aicorkit config set meeting.backend kiro     # 改回 kiro-cli
python -m aicorkit config set meeting.graph_archive true

Jira / Confluence

需配置 atlassian.jira_url、atlassian.confluence_url 与 secrets.env 凭据。

# 连接测试
python -m aicorkit atlassian test

# Jira 只读
python -m aicorkit jira search --jql "assignee = currentUser() AND status != Done"
python -m aicorkit jira get-issue CMS-123
python -m aicorkit jira list-boards --project CMS
python -m aicorkit jira list-sprints --board-id 945 --state active

# Confluence 只读
python -m aicorkit confluence search --space AESCESS -q "API"
python -m aicorkit confluence list-pages --space AESCESS
python -m aicorkit confluence get-page --id 13069892

# 写入（需 --yes，Agent 须先征得用户确认）
python -m aicorkit jira add-comment CMS-123 --body "..." --yes
python -m aicorkit jira transition CMS-123 --to "In Progress" --yes
python -m aicorkit confluence update-page --id 123 --version 5 --body "..." --yes

命令组	只读	写入（需 `--yes`）
`jira`	search, list-issues, get-issue, list-comments, list-projects, list-boards, list-sprints, list-board-issues	create-issue, add-comment, transition, update-issue
`confluence`	search, list-spaces, list-pages, get-page	update-page, add-comment

Graph 知识库

本地 SQLite + Obsidian 兼容 wiki/，支持入库、检索、摘要树、实体图。

数据位置

项	默认路径
全局 workspace	`~/.aicorkit/memory/`
项目 workspace	`<项目>/.aicorkit/memory/`
数据库	`chunks.db`
Vault	`wiki/`
精编记忆	`~/.aicorkit/MEMORY.md`（可配置）

一键 setup（推荐）

# 最小：init + notes 源 + INDEX + dashboard
python -m aicorkit graph setup --yes

# 完整：项目 config + 文档 + Outlook + 同步 + skill
python -m aicorkit graph setup --yes --project --docs ./docs --outlook --sync --skill-platform cursor

初始化与状态

python -m aicorkit graph init
python -m aicorkit graph status

入库（写入操作需 --yes）

python -m aicorkit graph ingest document `
  --source-id "proj:design" --title "设计" --body-file ./design.md --yes

python -m aicorkit graph ingest file --path ./note.md --source-id "notes:manual" --yes

python -m aicorkit graph ingest email --from outlook --folder Inbox -c 20 --yes

python -m aicorkit graph ingest chat --source-id "chat:s1" --file turns.json --yes
Get-Content turns.json -Raw | python -m aicorkit graph ingest chat --source-id "chat:s1" --stdin --yes

python -m aicorkit graph ingest meeting --file meeting.json --yes

数据源同步

python -m aicorkit graph source list
python -m aicorkit graph source add --kind folder --label "文档" --path D:/docs --yes
python -m aicorkit graph source add --kind outlook --label "收件箱" --folder Inbox --yes
python -m aicorkit graph source sync --all --yes

支持 folder / outlook / web / notes。

检索（只读，Agent 可直接调用）

python -m aicorkit graph search "知识库架构"
python -m aicorkit graph search "设计" --mode hybrid -n 10
python -m aicorkit graph search --entity "项目"
python -m aicorkit graph fetch --chunk-ids "chunk_id1,chunk_id2"

python -m aicorkit graph query source --id docs:design -d 7
python -m aicorkit graph query global -d 1
python -m aicorkit graph query topic --entity "知识库"
python -m aicorkit graph drill --node-id <node_id> --depth 2
python -m aicorkit graph walk "上周会议结论" -n 5

向量检索需配置 embedding：

python -m aicorkit config set graph.embed.provider dashscope   # DASHSCOPE_API_KEY
python -m aicorkit config set graph.embed.provider ollama       # 本地 Ollama
python -m aicorkit config set graph.embed.provider openai        # OpenAI-compatible

Worker 与摘要树

入库后异步处理：打分 → 实体抽取 → embedding → buffer → seal（L1/L2 摘要，Source / Topic / Global 三棵树）。

python -m aicorkit graph worker run-once
python -m aicorkit graph worker start
python -m aicorkit graph worker status
python -m aicorkit graph tree list --kind topic
python -m aicorkit graph tree digest --yes
python -m aicorkit graph entity list --hot
python -m aicorkit graph export -o graph.json

Vault 与运维

python -m aicorkit graph vault open
python -m aicorkit graph vault index --yes
python -m aicorkit graph dashboard --yes
python -m aicorkit graph memory show
python -m aicorkit graph archivist file ./session.json --yes
python -m aicorkit graph daemon start --once

Obsidian 打开 vault 目录（graph vault path 输出路径），浏览 INDEX.md 与双链。

Skill 生成

为 Agent 生成技能文件（默认 一次生成三个）：

# 默认：aicorkit-outlook + aicorkit-graph + aicorkit-atlassian
python -m aicorkit skill -p cursor
python -m aicorkit skill -p kiro
python -m aicorkit skill -p claude

# 仅 Jira / Confluence
python -m aicorkit skill -p cursor --atlassian

# 仅 Outlook / meeting
python -m aicorkit skill -p cursor --outlook

# 仅知识库 Graph
python -m aicorkit skill -p cursor --graph

平台	aicorkit-outlook	aicorkit-graph	aicorkit-atlassian
Claude	`.claude/skills/aicorkit-outlook/`	`.claude/skills/aicorkit-graph/`	`.claude/skills/aicorkit-atlassian/`
Kiro	`.kiro/skills/aicorkit-outlook/`	`.kiro/skills/aicorkit-graph/`	`.kiro/skills/aicorkit-atlassian/`
Cursor	`.cursor/skills/aicorkit-outlook/`	`.cursor/skills/aicorkit-graph/`	`.cursor/skills/aicorkit-atlassian/`

Agent 确认规则

类型	示例	需要用户确认
只读	`graph search` / `jira get-issue` / `confluence get-page`	否
写入	`graph ingest` / `jira add-comment` / `confluence update-page` / `outlook send-email`	是（Jira/Confluence/Graph 用 `--yes`）

调试

常见问题

python 或 aicorkit 找不到

使用 python -m aicorkit ... 代替直接调用 aicorkit
确认 Python 3.11+：python --version
开发安装：pip install -e .

Outlook 报错 / 无响应

确认 Outlook 桌面版已启动并登录
首次 COM 调用可能弹出授权对话框，需允许
在 PowerShell 中单独测试：python -m aicorkit outlook list-emails -c 3

Graph worker run-once 返回 processed: 0

正常：sync 内部已跑过 worker，队列已空
新 ingest 后若 job 堆积：python -m aicorkit graph worker run-once

向量检索无结果

检查 graph.embed.provider 是否为 none
DashScope 需设置 DASHSCOPE_API_KEY
切换 provider 后需重新 ingest 以生成向量

项目 config 未生效

确认在项目目录下执行命令
python -m aicorkit config paths 查看是否识别到 project_config

查看配置与路径

python -m aicorkit config paths
python -m aicorkit config show
python -m aicorkit graph status
python -m aicorkit graph vault path
python -m aicorkit graph worker status

开发调试

pip install -e ".[dev]"
pytest

Graph 设计细节见 docs/design-graph-knowledge-base.md。

项目结构

aicorkit/
├── pyproject.toml
├── README.md
├── docs/
│   └── design-graph-knowledge-base.md
└── aicorkit/
    ├── cli.py              # 主 CLI（outlook / meeting / config / skill）
    ├── config.py           # 全局 + 项目 config 合并
    ├── outlook.py          # Outlook COM
    ├── skill.py            # SKILL.md 生成
    ├── meeting/            # 会议 STT/LLM/TTS
    ├── llm/                # ACP 后端
    └── graph/              # 本地知识库
        ├── ingest.py       # 入库
        ├── retrieval/      # search / query / walk
        ├── pipeline/       # worker / jobs
        ├── tree/           # 摘要树 seal
        ├── sources/        # folder / outlook / web / notes
        ├── store/          # SQLite + vectors
        └── vault/          # Obsidian hub / INDEX

工作原理（Outlook）

python -m aicorkit outlook list-emails
  → aicorkit/outlook.py
    → pywin32 → Outlook.Application COM
      → MAPI → Inbox → JSON 输出

Python 通过 pywin32 直接与 Outlook COM 通信，无需 MCP 服务器或 HTTP 中间层。

扩展新工具

在 aicorkit/ 下新增模块（如 foo.py）
在 aicorkit/cli.py 注册 Click 子命令
更新 aicorkit/skill.py 并运行 python -m aicorkit skill -p kiro

Project details

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0.1.6

Jun 17, 2026

This version

0.1.5

Jun 17, 2026

0.1.4

Jun 16, 2026

0.1.3

Jun 14, 2026

0.1.2

Jun 13, 2026

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aicorkit 0.1.5

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Project description

aicorkit

环境要求

安装

从源码安装

可选依赖

Windows 运行方式

配置

使用说明

Outlook

Meeting（会议语音）

Jira / Confluence

Graph 知识库

Skill 生成

Agent 确认规则

调试

常见问题

查看配置与路径

开发调试

项目结构

工作原理（Outlook）

扩展新工具

Project details

Verified details

Maintainers

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Meta

Release history Release notifications | RSS feed

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Source Distribution

Built Distribution

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