Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Manage your Celigo integrator.io account: integrations, flows, connections, errors, and jobs.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://api.integrator.io/celigo-mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http celigo https://api.integrator.io/celigo-mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"celigo": {
"url": "https://api.integrator.io/celigo-mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"celigo": {
"type": "http",
"url": "https://api.integrator.io/celigo-mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://api.integrator.io/celigo-mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 도메인 celigo.com 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.12.0)은 30일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, LickityClick
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
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