Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Manage your Celigo integrator.io account: integrations, flows, connections, errors, and jobs.
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 …”。
适用于网页版、桌面版和手机版 Claude:
https://api.integrator.io/celigo-mcp在终端中运行这条命令
claude mcp add --transport http celigo https://api.integrator.io/celigo-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"celigo": {
"url": "https://api.integrator.io/celigo-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": {
"celigo": {
"type": "http",
"url": "https://api.integrator.io/celigo-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。
ChatGPT 只能连接互联网上的服务器:
https://api.integrator.io/celigo-mcp菜单名称可能因套餐和版本不同而略有差异。
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。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
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6日
注册名称已通过域名 celigo.com 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
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
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。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(0.12.0)于30天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Apify MCP Server
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
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。
One-stop shop for building integrations on the Celigo platform with AI.
This repo contains:
npx skills add celigo/ai
# List available skills
npx skills add celigo/ai --list
npx skills add celigo/ai --skill getting-started
npx skills add celigo/ai --skill configuring-exports -a claude-code
This repo is also a native plugin for Claude Code, Cursor, Codex, and Grok Build, bundling all of the skills below plus the Celigo Platform MCP server.
[Claude Code](https://code.claude.com) -- in the app, or with the claude CLI:
/plugin marketplace add celigo/ai
/plugin install celigo@celigo
[Cursor](https://cursor.com) -- team admins can add this repo directly under Team Marketplaces. To add only the MCP server, use the one-click Add to Cursor link in Connect the Celigo MCP server.
[Codex](https://developers.openai.com/codex) -- run codex plugin marketplace add celigo/ai, then install celigo from the Plugins Directory in the ChatGPT desktop app.
[Grok Build](https://x.ai/cli) -- install it straight from this repo. --trust lets the plugin's MCP server run:
grok plugin install celigo/ai --trust
For 50+ other agents, use the skills install above.
Installing the plugin also configures the Celigo Platform MCP server. It authenticates via OAuth -- the first time an agent uses it, you'll be prompted to sign in to Celigo, so no API token is required.
Each region runs its own identity provider, so the sign-in only completes against the region that hosts your account. The plugin connects to the US endpoint (https://api.integrator.io/celigo-mcp) unless you pick another region:
/plugin configure celigo@celigo. From the CLI, pass it at install: claude plugin install celigo@celigo --config api_host=api.eu.integrator.io. The region picker needs Claude Code 2.1.271 or later.CELIGO_API_HOST) under Plugins -> Configure in the Cursor dashboard, or set a CELIGO_API_HOST environment variable (for example api.eu.integrator.io), which takes precedence./mcps, select Celigo (it shows *setup required*), and pick your region. The server doesn't start until you do, even for US. To switch regions later, set a CELIGO_API_HOST environment variable (for example api.eu.integrator.io), which takes precedence.The plugin connects to one region at a time. To work in accounts in more than one region, add each extra region as its own server under a different name, such as Celigo-EU. See Regions for every region's endpoint.
Using Claude (claude.ai, Desktop, or mobile)? Celigo is in Claude's connectors directory for every region: [Add to Claude](https://claude.ai/directory/connectors/celigo), then select Connect and pick your region's URL.
Using a different client -- VS Code, Windsurf, Gemini CLI, Codex CLI, or Claude Desktop's config file? See [Connect the Celigo MCP server](docs/connect-mcp.md) for one-click *Add to Claude*, *Add to Cursor*, and *Install in VS Code* links and copy-paste config.
Skill how-tos show celigo CLI commands, but most operations map directly to the bundled Celigo Platform MCP server's tools (list_* / upsert_* / delete_resource / run_flow / install_template), so agents connected over MCP follow the same skills and translate the command blocks. A few admin surfaces (the local account index, stacks, on-premise agents) remain CLI/REST/UI-only, and API tokens are managed only in the UI.
| Skill | Description |
|---|---|
| getting-started | Core concepts, build order, account discovery, and which skill to use |
| configuring-connections | Credentials, auth methods, OAuth, iClients |
| configuring-exports | Data source steps -- REST, SOAP, database, file, webhook, delta (incremental) exports |
| configuring-imports | Data destination steps -- mappings, lookups, upsert logic |
| building-flows | Pipelines wiring exports to imports -- scheduling, chaining, error management |
| building-syncs | Data Ingestion syncs -- replicating application tables into a data warehouse, with backfill and schema drift |
| building-apis | Custom HTTP endpoints for synchronous external access |
| building-tools | Reusable operations callable from flows, APIs, agents, and MCP servers |
| building-mcp-servers | MCP endpoints exposing tools to external AI agents |
| building-b2b | EDI integrations -- trading partners, X12/EDIFACT, file definitions |
| configuring-ai-agents | LLM-powered import steps on any supported model provider |
| configuring-filters | Expression and script filters on exports, imports, and branches |
| configuring-guardrails | PII detection, content moderation, AI-based validation |
| configuring-lookup-caches | In-memory key-value stores for fast lookups and dedup |
| configuring-topics | Event Streams topics -- publish once, consume in several flows; retention, messages, listener positions |
| managing-users | Workspace users -- invitations, permissions, MFA/SSO, access levels |
| managing-end-users | MCP end users, groups, roles, and capability grants |
| managing-integrations | Integration containers, cloning, and lifecycle management (ILM) across environments |
| managing-file-storage | Celigo Storage files and folders, Storage Query, and the hosted SFTP server for partners |
| managing-api-tokens | Inbound API tokens -- scoping, rotation, revoke/delete lifecycle |
| managing-network-policies | IP allow and deny lists for API tokens, MCP servers, and sign-in |
| managing-stacks | Bring-your-own compute for hooks and connector wrappers (server or AWS Lambda) |
| managing-on-premise-agents | Secure connectivity to private systems behind a firewall |
| using-marketplace-templates | Install Templates and Integration Apps; copy prebuilt flows |
| troubleshooting-flows | Diagnosing failures, partial errors, stuck jobs, empty runs |
| writing-mappings | Mapper 2.0, Transformation 2.0, lookups, response mapping |
| writing-handlebars | Dynamic template expressions for mappings, URIs, SQL, filters |
| writing-settings-forms | Settings forms that collect settings on integrations, flow groups, flows, exports, imports, connections, and iClients |
| writing-scripts | JavaScript hooks -- preSavePage, preMap, postMap, postSubmit |
| writing-sql | SQL for RDBMS exports/imports across Snowflake, Postgres, MySQL, and more |
Both reach the same integrator.io account, and most skills work on either:
celigo pull, diff, push, promote, lint), the account index (celigo account snapshot|search|dependencies|lint), and every domain the deployed MCP server has no tools for.The deployed MCP server has no tools today for syncs, Event Streams topics, network policies, end users and their groups and roles, Storage Query and the hosted SFTP file server, stacks, on-premise agents, test runs of flows, tools and APIs, integration and flow clones, integration revisions and snapshots, connection pings and debug logs, export and import invokes, processor runs (Handlebars, filters, file parsers), notifications, long-runtime alerts, event reports, and recycle-bin restores and purges other than Celigo Storage files. For those, use the CLI, the integrator.io REST API, or the UI; API tokens are managed only in the UI. Where a skill has a references/mcp.md, it says what the server can and can't do for that skill.
The plugin bundles slash commands for Cursor and Claude Code -- skills-backed helpers. The authoring ones work without a connected account; /celigo-troubleshoot reads the account through the CLI or the MCP server when either is connected:
| Command | Description |
|---|---|
/celigo-plan-integration | Plan a new integration from requirements (design + build order) |
/celigo-handlebars | Author or debug a Handlebars expression |
/celigo-sql | Write SQL for an RDBMS export/import |
/celigo-mapping | Build a field mapping (Mapper 2.0) |
/celigo-review-config | Review a pasted resource config against best practices |
/celigo-troubleshoot | Diagnose a failing, partial, empty, or stuck flow and say what to fix (read-only until you ask) |
The mcp/ directory contains prompts and resources served by the Celigo MCP server via the MCP protocol's prompts/list, prompts/get, resources/list, and resources/read endpoints, and the server's instructions. Newer server builds also serve the skills themselves, at skill://celigo/ / and through a get_skill tool; the deployed server serves the prompts and resources only — see mcp/README.md.
| Prompt | Description |
|---|---|
| getting-started | Orientation for the Celigo MCP server -- core concepts, build order, tool inventory |
| plan-new-integration | Plan a new integration from requirements |
| review-flow-config | Review an existing flow configuration |
| troubleshoot-flow | Diagnose a failing or misbehaving flow |
| diagnose-connection | Troubleshoot connection issues |
| audit-account-health | Audit account health and find issues |
| writing-handlebars | Write Handlebars template expressions |
| writing-sql
只显示了开头部分;其余内容请在仓库中阅读