Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Manage your Celigo integrator.io account: integrations, flows, connections, errors, and jobs.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://api.integrator.io/celigo-mcpRun this in your terminal
claude mcp add --transport http celigo https://api.integrator.io/celigo-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"celigo": {
"url": "https://api.integrator.io/celigo-mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"celigo": {
"type": "http",
"url": "https://api.integrator.io/celigo-mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://api.integrator.io/celigo-mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified against the domain celigo.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (0.12.0) reached the registry 30 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Apify MCP Server
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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 ⚡
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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
Only the beginning is shown; read the rest in the repo