Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Create forms, share the link and read responses as JSON or CSV from your AI agent.
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.
Authorization비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
터미널에서 이 명령어를 실행하세요
claude mcp add --transport http aiformapi https://aiformapi.com/mcp --header 'Authorization: your-value'실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"aiformapi": {
"url": "https://aiformapi.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"aiformapi": {
"type": "http",
"url": "https://aiformapi.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
Authorization 비밀 필수 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
서버가 도구 목록을 보여 주기 전에 로그인을 요구해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 sum-eet 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
840ms 만에 응답(HTTP 401)
OAuth 로그인을 지원한다고 밝혀서, AI 앱이 로그인 화면으로 안내해 줘요
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 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: Authorization
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.1.0)은 7일 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, FlyDocs
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.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
AI Form API is a forms API and MCP server. Your AI agent creates a form, you share the link, people answer, and the agent reads the answers as JSON or CSV.
This repo holds the connection docs, the server.json files for the official MCP Registry and code examples. The service runs at https://aiformapi.com. This repo has no server code.
Both servers use the Streamable HTTP transport.
| Server | URL | Auth | Who uses it |
|---|---|---|---|
| Creator | https://aiformapi.com/mcp | Authorization: Bearer afk_... | You, the form owner. Create forms and read responses. |
| Fill | https://aiformapi.com/mcp/fill | None. The fill code is an argument. | A person who hands a form to their own AI agent. |
Get an API key for the creator server from the dashboard at https://aiformapi.com. See Authentication. The key starts with afk_. Keep it out of files you commit.
The fill server needs no login. A visitor presses "Want your AI agent to fill this?" on a public form page and copies a prompt with a one-time fill code. The agent reads the form, asks the person for anything missing, shows all answers, and submits only after the person says yes.
| App | Creator server | Fill server |
|---|---|---|
| Claude Code | Yes, with a header | Yes |
| Cursor | Yes, with a header | Yes |
| VS Code | Yes, with a header | Yes |
| Claude Desktop | Yes, through mcp-remote with a header | Yes, as a custom connector |
| n8n | Yes, with a header | Yes |
| Claude.ai | Not yet. It needs OAuth, which is planned. | Yes, as a custom connector |
| ChatGPT | Not yet. It needs OAuth, which is planned. | Yes, as a custom connector |
Set your key in your shell first. Use your own key.
export AIFORMAPI_KEY="afk_paste_your_key_here"
claude mcp add --transport http aiformapi https://aiformapi.com/mcp \
--header "Authorization: Bearer $AIFORMAPI_KEY"
This stores the key in your local Claude Code config. To keep the key out of a shared file, use a project .mcp.json that reads the environment variable (example):
{
"mcpServers": { "aiformapi": { "type": "http", "url": "https://aiformapi.com/mcp", "headers": { "Authorization": "Bearer ${AIFORMAPI_KEY}" } } } }
Run /mcp in Claude Code to see the connection. Claude Code docs: https://code.claude.com/docs/en/mcp
Put this in .cursor/mcp.json for one project, or in ~/.cursor/mcp.json for all projects (example). Set AIFORMAPI_KEY in your shell profile first.
{
"mcpServers": { "aiformapi": { "url": "https://aiformapi.com/mcp", "headers": { "Authorization": "Bearer ${env:AIFORMAPI_KEY}" } } } }
Cursor docs: https://cursor.com/docs/context/mcp
Put this in .vscode/mcp.json, or run MCP: Open User Configuration for a profile-wide file (example). VS Code uses the top-level key servers, not mcpServers. It asks for the key when the server starts for the first time.
{
"inputs": [ { "type": "promptString", "id": "aiformapi-key", "description": "AI Form API key", "password": true } ], "servers": { "aiformapi": { "type": "http", "url": "https://aiformapi.com/mcp", "headers": { "Authorization": "Bearer ${input:aiformapi-key}" } } } }
VS Code docs: https://code.visualstudio.com/docs/agents/reference/mcp-configuration
Claude Desktop reads local servers from claude_desktop_config.json. The mcp-remote package turns a remote server with a header into a local one. You need Node.js.
~/Library/Application Support/Claude/claude_desktop_config.json. On Windows it is %APPDATA%\Claude\claude_desktop_config.json. You can also open it from Settings, Developer, Edit Config.Bearer lives in the environment variable, not in args, so the entry also works on Windows.{
"mcpServers": { "aiformapi": { "command": "npx", "args": [ "-y", "mcp-remote", "https://aiformapi.com/mcp", "--header", "Authorization:${AIFORMAPI_AUTH}" ], "env": { "AIFORMAPI_AUTH": "Bearer afk_your_key_here" } } } }
This file holds your key in plain text. Do not share it or commit it.
Use the MCP Client Tool node and connect it to an AI Agent node. Set the endpoint to https://aiformapi.com/mcp, the transport to HTTP Streamable, and the authentication to Bearer with your key. Field names change between n8n versions, so check yours. n8n docs: https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.toolmcp/
The fill server has no login, so it needs no header.
Add it as a custom connector.
AI Form API fill.https://aiformapi.com/mcp/fill.Anthropic says custom connectors are available on Free, Pro, Max, Team and Enterprise plans, and that Free plans have a limit of 1 custom connector. See https://support.claude.com/en/articles/11175166-get-started-with-custom-connectors-using-remote-mcp
ChatGPT adds remote servers as connectors in developer mode. Create a connector, enter the URL https://aiformapi.com/mcp/fill, and choose no authentication. Menu names and plan availability change often. Check OpenAI's current help page for the exact steps.
Add it the same way as the creator server, without the header.
claude mcp add --transport http aiformapi-fill https://aiformapi.com/mcp/fill
{
"mcpServers": { "aiformapi-fill": { "url": "https://aiformapi.com/mcp/fill" } } }
/mcp)The tools return rows and form definitions. They do not summarise. Your own model reads the rows and writes the summary.
| Tool | Arguments | Same as |
|---|---|---|
create_form | title, description (optional), fields, settings (optional) | POST /v1/forms |
list_forms | limit (optional), cursor (optional) | GET /v1/forms |
get_form | form_id | GET /v1/forms/{id} |
update_form | form_id, and any of title, description, fields, settings | PATCH /v1/forms/{id} |
close_form | form_id | POST /v1/forms/{id}/close |
reopen_form | form_id | POST /v1/forms/{id}/reopen |
get_responses | form_id, and any of format, since, limit, cursor, order | GET /v1/forms/{id}/responses |
add_webhook | form_id, url | POST /v1/forms/{id}/webhooks |
get_usage | none | GET /v1/usage |
The arguments match the body or query of the REST call. The form id is the argument form_id, not a path part. format is json (default) or csv. order is asc or desc. In update_form, fields replaces the whole list and settings merges key by key. There is no tool to delete a form. Use the REST API or the dashboard.
A failed call returns a tool error with the same JSON error body as the REST API. See API error codes.
/mcp/fill)| Tool | Arguments | Does |
|---|---|---|
get_fill_form | fill_token | Returns the form and instructions. Does not use up the code. |
submit_fill | fill_token, answers | Stores the answers. answers maps field ids to values. |
fill_token is the code from the prompt. It starts with fil_. A successful submit_fill returns response_id, receipt and submitted_at.
| Scope | Free plan |
|---|---|
| API key (REST and creator MCP together) | 30 requests per minute, 1,000 per day |
| Open forms per account | 3 |
| Responses per account per calendar month (UTC), all sources | 100 |
| Fill MCP calls, per IP | 20 per minute |
| One fill code | 1 successful use, 60 minutes lifetime, 5 POST attempts |
POST /v1/fill/{token}, per IP | 10 per minute |
| Webhooks per form | 3 |
| Request body size | 64 KB |
Creator MCP calls count against the same limit as REST calls for the key. The API, MCP, agent fill and CSV export are included in the free plan. A 429 response has a Retry-After header. The full table, with the RateLimit-* headers, is at https://aiformapi.com/docs/rate-limits
The examples/ folder has copy-paste code from the quickstart. Each example creates a small RSVP form and reads the responses back.
examples/curl/create-and-read.shexamples/javascript/create-and-read.mjs (Node 18 or newer, fetch)examples/python/create_and_read.py (requests)examples/mcp/: the client config files from this READMEThe two servers are listed in the official MCP Registry with the server.json files in this repo:
server.json: creator server, io.github.sum-eet/aiformapiserver-fill.json: fill server, io.github.sum-eet/aiformapi-fillThe docs and examples in this repo use the MIT license. AI Form API is a hosted service. This license does not cover the service.