Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Local-first operational pulses, durable ticket memory, and governed connection discovery.
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": {
"operations-pulse": {
"command": "npx",
"args": [
"-y",
"@openly-useful/operations-pulse-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add operations-pulse -- npx -y @openly-useful/operations-pulse-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"operations-pulse": {
"command": "npx",
"args": [
"-y",
"@openly-useful/operations-pulse-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": {
"operations-pulse": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@openly-useful/operations-pulse-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7日
注册名称已通过域名 openlyuseful.org 验证(注册中心会核实域名所有权)
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(0.1.0)于2个月前进入注册中心。
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:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ 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
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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。
A local-first loop orchestrator for useful, explainable operations.
Operations Pulse turns recurring checks into evidence, evidence into durable tickets, and tickets into a reviewable operating memory. It runs without a paid service by default: Node.js, SQLite, Git, local files, and local logs are enough to get a useful pulse.
It is an Openly Useful project: useful things, openly made.
Use the live, credential-safe setup guide at operations-pulse-five.vercel.app.
operations-pulse skill for Codex and compatible agents.Requirements: Node.js 24 or newer. No API key is required for the default workflow.
npm install
npm run build node packages/core/dist/cli.js init node packages/core/dist/cli.js pulse run --root . node packages/core/dist/cli.js tickets list
Configure an optional read-only adapter without placing a credential in the repository, SQLite database, MCP argument, or chat transcript:
export OPERATIONS_PULSE_GITHUB_TOKEN='stored by your shell or secret manager'
node packages/core/dist/cli.js connections configure \ --id github --mode env-token \ --credential-env OPERATIONS_PULSE_GITHUB_TOKEN node packages/core/dist/cli.js connections test --id github node packages/core/dist/cli.js pulse run --root . --connections github
On a local machine already authenticated with the GitHub CLI, the zero-copy alternative uses that session only for the read-only check; its token is never stored or printed:
gh auth login
node packages/core/dist/cli.js connections configure --id github --mode github-cli node packages/core/dist/cli.js connections test --id github
The browser-based picker at apps/site generates these safe setup steps. It never collects credentials. Host OAuth remains in the host's own consent UI.
Run the MCP server over stdio:
npm run mcp
The database defaults to .operations-pulse/pulse.sqlite. Override it with OPERATIONS_PULSE_DB.
Operations Pulse is read-only unless a tool or command clearly says it writes. Pulse runs do not create tickets unless --create-tickets (or the equivalent MCP argument) is explicitly enabled. Connections are disabled until configured, credentials are never stored in the catalog, and externally visible or paid actions require a separate human approval boundary.
Connection records retain only an ID, non-secret settings, an endpoint, and an environment-variable reference. connections disconnect removes that reference from the local ledger. The initial adapters are read-only: IMAP unread-count metadata, GitHub identity, Linear viewer identity, Sentry project access, and PostHog project access. No remote mutation adapter ships in v0.1.
Run a bounded foreground heartbeat anywhere Node can run:
node packages/core/dist/cli.js heartbeat serve --interval-minutes 30 --root .
On macOS, inspect then explicitly install a user-level LaunchAgent:
node packages/core/dist/cli.js schedule plan --interval-minutes 30 --root .
node packages/core/dist/cli.js schedule install --confirm-install --interval-minutes 30 --root .
The scheduler is never installed by an MCP tool, a model response, or a page load. Removal requires schedule uninstall --confirm-uninstall.
packages/core — SQLite ledger and deterministic checks.packages/mcp — MCP stdio server.skill/operations-pulse — portable agent skill.plugins/openai/operations-pulse — generated Codex skill and MCP wrapper.plugins/claude/operations-pulse — generated Claude Code skill and MCP wrapper..agents/plugins/marketplace.json — repository-local Codex marketplace..claude-plugin/marketplace.json — repository-local Claude marketplace.mcp-registry/operations-pulse/server.json — staged official MCP Registry metadata.publisher/publisher.json — repository consumer mirror of the public publisher authority.agents — optional role definitions.catalog — tool and connection explanations shown at launch.docs — architecture, workflows, connection guide, and launch checklist.migrations — source inventory and sanitization decisions.vendor — attributed third-party skill packs, never silently merged.apps/site — dependency-free project site.This repository is being prepared for its first public release. The local-first core is the supported baseline. IMAP, GitHub, Linear, Sentry, and PostHog have read-only adapter tests; host OAuth requires a compatible host's native consent flow, and no remote write adapter is enabled by default.
Openly Useful is the publisher and developer brand. openlyuseful.org is the open-source, publisher, policy, security, and support surface; openlyuseful.com is the Studio/commercial surface. Openly Useful LLC is the planned legal entity and is not represented as formed or active. Openly Useful is currently operated by its founder as an individual, and the founder-owner has authorized external source and registry publication while formation proceeds.
The repository mirror at publisher/publisher.json consumes the published authority endpoint at https://openlyuseful.org/publisher/manifest.json. Provider manifests derive the public name, contact, namespaces, and policy URLs from that record. The repository URL in staged provider metadata is the planned public source at https://github.com/Openly-Useful/operations-pulse.
The canonical skill remains skill/operations-pulse. Provider wrapper copies are generated artifacts, not separately editable sources:
npm run registration:sync
npm run registration:check
The wrappers register the portable skill plus the immutable stdio command npx --yes @openly-useful/operations-pulse-mcp@0.1.0. They do not authenticate an account, install a scheduler, configure adapters, or collect credentials. The corresponding MCP Registry identity is org.openlyuseful/operations-pulse. After installing or upgrading the plugin, start a new Codex task or restart Claude Code so the host refreshes its MCP tools. By default the MCP database is .operations-pulse/pulse.sqlite under the host process working directory; set OPERATIONS_PULSE_DB in the host environment to choose an explicit path.
Local generation and validation are allowed. Public repository creation, package publication, MCP Registry submission, marketplace submission, installation, authentication, and deployment are separate external actions. Both publishable workspaces fail closed at prepublishOnly unless the exact founder-owner authorization, publisher identity, policy sources, namespace, package identity, and repository provenance match the public authority. LLC formation-pending is not itself an npm artifact blocker because Openly Useful is founder-operated and the authorization is explicitly effective during formation. Namespace verification, provider authentication, and provider review remain separate requirements for the relevant registry or provider workflow.