GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
作者提供的说明(英文原文)
Git-history memory for coding agents: reverts, weakened tests, hot spots, and unreviewed notes.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"logbook": {
"command": "npx",
"args": [
"-y",
"@promptwheel/logbook-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add logbook -- npx -y @promptwheel/logbook-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"logbook": {
"command": "npx",
"args": [
"-y",
"@promptwheel/logbook-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"logbook": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@promptwheel/logbook-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日
注册名称已通过 GitHub 账户 promptwheel-ai 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.8.0)于3天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:GitHub, Desktop Commander, Cloudflare MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Git history is large. When coding agents do not inspect it, they can re-propose approaches a repository already rejected.
Logbook turns a repository's Git history into memory an agent can use: a deterministic recall layer (hotspots, reverted approaches, suppressions, assertion weakening, and bounded history queries) plus durable notes an agent writes down after it investigates why a change happened.
Everything runs locally. The CLI has zero npm dependencies, reads raw Git objects for evidence checks, and never sends repository data anywhere. Node.js 18 or newer is required.
npx -y @promptwheel/logbook@latest init
init analyzes the repo, writes the history artifacts, and installs a compact workflow in AGENTS.md, CLAUDE.md, or .cursorrules so the agent reads history before it plans: read LOGBOOK.md, page each task path with context --file, verify leads with git show, refresh, audit, and annotate what it verified. The same workflow ships as an agent skill in plugin/skills/logbook/SKILL.md.
Its output, shortened:
1,326 commits · 322 files · 7.3 years · 354 authors
✓ wrote LOGBOOK.md hotspots · do-not-retry · suppression ledger ✓ wrote events.jsonl 1,326 structured events
The examples below use logbook as the binary name. Run them through the exact package above, or install @promptwheel/logbook@latest locally or globally.
logbook # refresh the history artifacts
logbook context --file src/cache.ts --revert # bounded history for a path logbook audit # what is still suppressed, and since when logbook query --json --file src/cache.ts # the same events as JSONL logbook doctor # read-only artifact and wiring health
context returns history in pages of at most 20 events and 8 KiB; repeat the identical filters with each NEXT cursor until END complete.
When an agent investigates why a prior change happened during real work, it can preserve the result immediately, with no prompt or human gate:
logbook annotate <commit> "why this approach was rejected" --by codex
The note is durably appended to annotations.jsonl and appears in LOGBOOK.md before the command exits. It is always labeled machine-authored and unreviewed and is bounded in the startup digest. An optional exact quote can be attached with --span, --side, and (for diff evidence) --evidence-file; a quote that does not ground in raw Git objects is rejected rather than guessed.
| Path | Purpose |
|---|---|
LOGBOOK.md | Bounded history brief for agents: hotspots, do-not-retry reverts, suppressions, weakened assertions, and fragile areas |
events.jsonl | Structured deterministic history events for tools and queries |
annotations.jsonl | Durable machine-authored notes, shown in the digest as explicitly unreviewed leads |
Commit annotations.jsonl to share the notes with the team, or add it to .gitignore to keep them local to one checkout.
context preserves filtered query order but emits pages of at most 20 events and 8 KiB. A cursor is bound to the repository HEAD, filters, analysis window, and ordered event set, so a stale or edited cursor is rejected instead of silently drifting.
The history scan is cached in bounded windows. On a history of tens of thousands of commits a cold run takes tens of seconds, a warm run that reuses the ledger on disk is well under a second, and a repeat call with an unchanged HEAD in an MCP session is milliseconds. LOGBOOK_NO_CACHE=1 forces a rebuild; LOGBOOK_WINDOW=N tunes the window.
In a random 400-repo sample of the top 2,500 GitHub repositories, the median LOGBOOK.md was about 1,000 estimated tokens while the median full git log was 82× larger. See context economics and the bounded context format.
Three surfaces over the same deterministic history layer:
logbook query --json (filtered, 200 rows unless you pass --limit) and logbook --json (the full ledger) emit JSONL you can shell from any language. logbook audit --json returns the live suppressions as one array. The JSON is cache-invariant (byte-identical with and without LOGBOOK_NO_CACHE=1), so it is safe to parse in CI.@promptwheel/logbook-mcp (bin logbook-mcp) serves the history to an agent over the Model Context Protocol: a Claude Code or other MCP client reads hotspots, do-not-retry reverts, and suppression signals without shelling anything.queryEvents, analyze, auditHead, and hotspots are exported for advanced in-process use; the scan and cache entry points take explicit options, so the CLI and MCP are the first-class surfaces for most integrations.The paired check engine, promptwheel, has the matching surface. Both are described in its INTEGRATE.md.
An internal six-task planning experiment on history-dense repos found that agents without history re-proposed already-tried or already-finished work in 4 of 6 repos and 0 of 6 with LOGBOOK.md in context, at about 4.7k extra plan tokens. A later sealed held-out screen on ten new tasks found no advantage over a strong raw-Git instruction, and traced the gap to retrieval rather than the index. The calibrated claim is: valuable on sufficiently difficult, history-dense tasks; not universally better. Details and limits are in wrong-work-benchmark.md and does-it-change-agent-behavior.md.
logbook init [path]
logbook [path] [--json] logbook audit [path] [--json [--file P ...] [--ref REF]] logbook doctor [path] logbook query [path] [filters] [--json] logbook context [path] [filters] [--cursor TOKEN] logbook annotate SHA "WHY" [optional evidence] [--by WHO]
logbook --help lists every filter and option.
0.11.0 removes logbook refine, logbook journey, and --out. Both commands now fail with not a git repository, and --out is an unknown option. Artifacts always go to the repository root. The analyze result no longer carries first, last, threshold, mentor, abyss, winter, or trials, and renderJourneyAnsi, journeyBeats, almanacStats, GATE_PAT, and MENTOR_PAT are no longer exported. The event and --json shapes, the five MCP tools, and doctor did not change. MCP server 0.8.0 requires this core.
0.10.0 removed the experimental reviewed-decision layer and the OKF export: annotate-draft, pending, accept/accept-draft, accept-lead, reject-lead, check, publish, outcomes, and export. Files that layer left behind (.logbook/, decision-cards.jsonl, annotation-reviews.jsonl) are ignored and can be deleted by hand.
From any release, a normal refresh rewrites a ## Repo memory block that an earlier release generated, so doctor passes after an upgrade. User-edited blocks are never touched. Existing annotations.jsonl rows stay unreviewed digest notes. A JOURNEY.md left by a release before 0.9.7 is ignored and can be deleted. If 0.8 wrote annotations to a custom directory, move that annotations.jsonl to the repository root. Earlier notes are in the git history of this file.
Logbook tells you what history says. promptwheel is the check that verifies whether today's claimed improvement came from the code rather than moving the goalposts.
Apache 2.0.