
keen
io.github.imogenlabs由 GitHub 帳號 imogenlabs 發布v1.9.0更新於 Nov 4, 2026
Atlassian Cloud for AI apps: Jira, Confluence, Bitbucket, Service Management, Admin and more.
概覽
Keen 讓 AI 助理透過兩個工具搜尋並執行約 1,900 條指令,涵蓋 Jira、Confluence、Bitbucket、Service Desk、Admin 等 Atlassian Cloud 服務。
- 可以做什麼
- 用自然語言描述任務,找出對應指令並依名稱執行
- 處理 Jira 議題、狀態轉換、JQL 搜尋、欄位、工作流程與批次操作
- 管理敏捷看板、衝刺、待辦清單、史詩與排序
- 搜尋、讀取與寫入 Confluence 頁面、部落格、空間、標籤與附件
- 瀏覽 Bitbucket 儲存庫、拉取請求、流水線與提交,以及 Service Desk、Assets、Compass、Marketplace 和 Admin 介面
- 查詢本機 SQLite 全文快取,進行快速搜尋與分析
- 適用情境
- 適合讓助理直接讀取或修改 Jira 與 Confluence 的工作內容:分流議題、調整衝刺、草擬發布說明,或在大量 Atlassian 項目中查詢而不觸發速率限制。
- 執行需求
- 以本機程序執行(Go 二進位檔、Homebrew、deb/rpm、Docker 或 Claude Desktop 安裝包)。需要 Atlassian 站台網址、登入電子郵件與 API 權杖,透過 JIRA_CLOUD_PLATFORM_URL、JIRA_CLOUD_PLATFORM_USERNAME、JIRA_CLOUD_PLATFORM_PASSWORD 或本機驗證檔提供。需能連線 Atlassian;GitHub 關聯功能可選用 GitHub 權杖。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 keen,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
README
Keen
The complete Atlassian platform CLI and MCP Server.
[Release] [Apache 2.0 License] [Go Version] [CI] [Go Report Card]
1,843 API endpoints across Jira, Confluence, Agile, Marketplace, Service Desk, Assets, Compass, Bitbucket and Admin — in a single Go binary. SQLite-backed local sync with full-text search. MCP server for AI agents. Built for automation first, humans second.
What is Keen?
Every Atlassian workflow you automate is a wall of curl calls with hand-rolled JSON payloads and fragile jq parsing. Every AI agent that touches Jira hits rate limits after a few dozen operations.
Keen replaces all of that with typed commands, structured output, local SQLite caching with FTS5 full-text search, and an MCP server that gives AI agents fast, uncapped access to your entire Atlassian stack.
Free and open source. Apache-2.0 license. No account required. No telemetry.
API Coverage
Your First 5 Minutes
Generate an API token at id.atlassian.com/manage-profile/security/api-tokens.
Environment variables work too, and override the file:
Install
Homebrew (macOS and Linux)
This installs both keen and keen-mcp. brew upgrade keen picks up new releases; the formula follows each release within a day.
Debian, Ubuntu, Fedora, RHEL
Each release has .deb and .rpm packages for x86_64 (amd64) and arm64. They install keen and keen-mcp in /usr/bin.
On arm64, use keen_linux_arm64.deb or keen_linux_arm64.rpm. To upgrade, install the new release's package the same way.
Docker
The image is on GitHub's registry and Docker Hub, for amd64 and arm64: ghcr.io/imogenlabs/keen or smashingtags/keen. It runs keen-mcp by default. To run the CLI, put keen and its arguments after the image name:
Add -v keen-data:/home/nonroot to keep keen sync's local copy between runs. To use it as an MCP server, see Docker under MCP Server.
Binary download
Download from GitHub Releases:
Each release also publishes checksums.txt.
From source
Requires Go 1.26.10 or newer.
What changed in each release: CHANGELOG.md.
MCP Server
Keen includes an MCP server (keen-mcp) that gives AI agents every keen command (1,939 tools). Works with Claude Code, Cursor, Windsurf, and any MCP-compatible host.
It offers two tools: keen_search finds the tools for a task ("transition an issue", "list sprints on a board") and returns them with their parameters, and keen_run runs one by name. Listing all 1,939 tools one by one would take about half a million tokens, more than most models can hold, so an app connecting to keen would fill up before doing any work. To get the full list anyway, set KEEN_MCP_TOOLS=all in the server's environment.
Tool calls arrive as JSON-RPC over stdio. Finding a tool happens inside keen-mcp with no call to Atlassian. Running one goes to Atlassian, except that a read repeated within 5 minutes is answered from keen's cache, so a busy agent stays under Atlassian's rate limits. Any successful write clears the cache, so a read after a write is fresh. Set KEEN_MCP_CACHE=off to make every read live. If a tool's API has been switched off by Atlassian, the result says what to use instead.
Source: docs/diagrams/mcp-flow.drawio.
Claude Desktop, and the MCP registry
On a Mac, download keen-mcp.mcpb from the latest release and open it: Claude Desktop installs keen and asks for your Atlassian site, email and API token. keen is also listed in the official MCP registry as io.github.imogenlabs/keen, updated with every release.
keen-mcp finds credentials the same way the CLI does: environment variables first, then ~/.config/keen/auth.json or config.toml. If you already set up the CLI, claude mcp add --transport stdio keen -- keen-mcp is enough. To pass them explicitly instead:
Claude Code
Cursor
Add to .cursor/mcp.json:
Windsurf
Add to ~/.codeium/windsurf/mcp_config.json with the same structure.
Docker
Any MCP host can run keen-mcp from the image instead of installing it. The -e NAME flags pass the values from env into the container:
Local Sync & Offline Search
Keen syncs your Atlassian data to a local SQLite database with FTS5 full-text search. Queries run in under 100ms against the local cache instead of hitting the Jira Cloud API.
This is especially useful for AI agents that need to make many queries without hitting Atlassian's rate limits.
Agent Mode
Every command supports --agent which sets JSON output, no interactive prompts, compact format, and no color in one flag. Designed for AI agent consumption.
The everyday Jira calls have short forms:
To start work on an issue, one call gets everything around it, kept under a token budget:
It returns the issue, its parent, comments, linked issues, sub-tasks, GitHub pull requests and
commits (see GitHub Work for an Issue) and linked Confluence pages.
The issue comes first, then the parent, GitHub work, linked issues and sub-tasks, the newest
comments, Confluence pages and older comments. Whatever does not fit is listed under
budget.omitted with its size, never dropped silently.
Key Flags
Command Discovery
Common Workflows
Sprint Management
Release Tracking
Record git release tags as Jira versions and tag the issues they shipped:
A version is named as the tag, released on the tag's commit date and linked to its GitHub release. An issue gets the first release whose commits name its key as a Fix Version; existing Fix Versions are added to, never replaced.
GitHub Work for an Issue
Put the issue key in branch names, commit messages and PR titles, the way Atlassian
links them (fix/PROJ-42-retry-uploads, fix: PROJ-42 retry failed uploads). Then:
lists every pull request and commit for the issue once, with where it was found: Jira's
development panel (when the GitHub for Jira app is connected), GitHub search for the key, and
web links on the issue that point at a PR. GitHub search uses KEEN_GITHUB_TOKEN, GH_TOKEN,
GITHUB_TOKEN or your gh login. A source that is not set up is a warning, not a failure.
Issue Lifecycle
Confluence
Page bodies are Confluence storage format (XHTML); Markdown is not converted.
Marketplace
Comparison
More detail, and when to pick something else: Comparison.
Architecture
The keen CLI and the keen-mcp server share one set of commands over 1,843 REST endpoints and 18 GraphQL queries. Calls go to Atlassian, with repeat reads within 5 minutes answered from a short response cache that every write clears. keen sync copies data into a local SQLite + FTS5 store, which keen search and offline reads (--data-source local, or automatically when Atlassian cannot be reached) use.
Source: docs/diagrams/architecture.drawio (editable in draw.io).
Regeneration
keen is generated from 15 official Atlassian OpenAPI specs (in specs/) by CLI Printing Press, then carries its own changes on top. The list of specs lives in one place, SPECS in scripts/regen/config.sh. One script refreshes keen from Atlassian's current specs without losing those changes:
How it works: the generator's previous output (renamed to keen) is kept on GitHub as the hidden ref refs/regen/base (not a branch; regen.sh fetches it). regen.sh generates again from today's specs, renames that output the same way, and does a three-way git merge onto keen. Spec changes land, and keen's own edits stay. Files keen writes by hand (README, docs, changelog, the patch list) always keep keen's version. scripts/regen/postfix.py applies keen's standing rules to code the generator adds for the first time. scripts/regen/placeholders.py gives help examples a placeholder that fits each argument (the generator puts your-token-here in every *Key argument), and check.sh fails if one slips back.
If the merge stops on a conflict, the script lists the files. Resolve them in the work folder it prints (scripts/regen/resolve.py ours|theirs <file> takes one side for a whole file), then run scripts/regen/finish.sh. Both scripts remove the work folder they made once the merge is in your checkout (a folder you name with REGEN_WORK is kept), and check.sh removes its build folder however it ends. When the branch is merged to main, move the base forward as regen.sh says.
To see what Atlassian has changed since the last refresh, without changing anything, run scripts/regen/specdiff.py. It lists the operations added, removed or changed in each spec. A weekly GitHub workflow (.github/workflows/spec-check.yml) runs the same check, opens one issue when anything differs and closes it once keen is current again, so a change is never missed.
scripts/mcp-check.py <dir with keen and keen-mcp> tests the MCP server against a live site the way an AI app uses it: it asks keen_search for ten everyday tasks in plain words, runs the tool through keen_run and compares the answer with the CLI's. It fails when the right tool is not in the top three, or when a tool ranked above it is one Atlassian has switched off. With --claude it also hands Claude Code keen-mcp as its only tools and checks it answers real questions with no failed call. It picks its test data from the site, and check.sh runs it alongside the live smoke test.
To add an Atlassian API, add one name=URL line to the end of SPECS and run the two commands above. Nothing else needs editing.
The org chart and Teamwork Graph commands come from Atlassian's GraphQL schema instead of an OpenAPI spec. scripts/regen/graphql.py reads it (no login needed), keeps a snapshot in specs/graphql.json and writes the command table; the refresh runs it, and the weekly check compares the live schema with the snapshot.
If Atlassian retires an API, the generator stops producing its command. Add it to internal/compat/compat.go so the old command and MCP tool keep their name and tell people what replaced it. Every local change is listed in .printing-press-patches.json.
Atlassian also keeps deprecated APIs in its specs, sometimes after switching them off. scripts/regen/deprecated.py lists every operation the specs mark deprecated (the refresh runs it, and check.sh fails if the list is out of date); keen labels those commands and tools, and keen_search ranks them below the alternatives. When one starts answering 410 Gone, add it to RemovedEndpoints in internal/compat/deprecated.go with what to use instead: keen then hides it, its command and tool name the replacement, and keen sync skips it.
Security
See SECURITY.md for vulnerability reporting. Keen reads API credentials from environment variables or from ~/.config/keen/auth.json. If you use the file, keep it readable only by you (chmod 600). The local SQLite database contains cached API responses and should be treated as sensitive.
Contributing
See CONTRIBUTING.md. Bug fixes welcome. Open an issue before submitting PRs for new features.
License
Apache-2.0
Built by Imogen Labs
來源:README.md,提交 610e4f5
工具
0版本歷史
4- v1.9.0最新Nov 4, 2026
- v1.8.0Nov 4, 2026
- v1.7.0Nov 3, 2026
- v1.6.4Oct 31, 2026
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