Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
FormaCV MCP server for AI-powered CV formatting, anonymization, tailoring, and ATS push-back.
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.
FORMACV_API_KEY, FORMACV_SERVER_URL비밀로 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.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"formacv": {
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add formacv --env FORMACV_API_KEY=your-value --env FORMACV_SERVER_URL=your-value -- npx -y @formacv/mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"formacv": {
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "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": {
"formacv": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 Rocketech-Software-Development 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
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.
입력해야 할 값: FORMACV_API_KEY, FORMACV_SERVER_URL
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.1.1)은 6개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Dechonet MCP
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.
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제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Drive AI-powered CV formatting, anonymization, AI tailoring, and ATS push-back from Claude Desktop, Cursor, and your own AI agents — using the Model Context Protocol.
FormaCV gives staffing teams AI CV formatting and polished resume formatting without bouncing files through manual Word cleanup. Agencies connect their ATS, upload unlimited branded CV templates, and deliver client-ready collateral in roughly a minute. The `@formacv/mcp` MCP server extends that workflow to whichever AI agent stack you prefer: recruiters can orchestrate tailor → anonymize → push-back sequences straight from conversational tools rather than juggling separate tabs.
Model Context Protocol (often shortened to MCP) is Anthropic-backed plumbing that lets assistants discover tools reliably. Installing this MCP server means Claude, Cursor Copilots, or bespoke automation can call eight well-documented primitives — format_cv, tailor_cv, anonymize_cv, push_to_ats, plus batching, introspection helpers, and asynchronous job polling — with JSON contracts identical to FormaCV’s HTTPS API.
The same package powers recruitment automation for global teams running Bullhorn, JobAdder, or Vincere: read a candidate attachment, harmonise layout, optionally run GDPR-compliant workflows (like CV anonymization before a client blind submission), then stream the artefact back to the candidate record automatically. Keywords your compliance team cares about map to product reality: deterministic audit logs on anonymization flows, configurable retention, AES-256 at rest / TLS in motion, isolated infrastructure per tenant, optional on-premises deployment — all surfaced on [FormaCV Security](https://formacv.ai/security).
npx).export FORMACV_API_KEY=demo
export FORMACV_SERVER_URL=https://demo.formacv.ai
No sales call is required for this step — the MCP server answers with deterministic sample payloads that mirror production JSON envelopes. Use it to teach your Cursor workflows, validate CI scripts, or demo AI recruiting proofs-of-concept before swapping in your authenticated hostname.
Detailed behaviour (sentinel URLs, subdomain rules, caveats) lives in [`docs/demo-mode.md`](docs/demo-mode.md).
Ad-hoc invocation (recommended for MCP hosts):
npx -y @formacv/mcp
Project-local dependency:
npm install @formacv/mcp
pnpm add @formacv/mcp
Bins resolve to the same STDIO executable your AI client shells out to. Upgrade often — new ATS polish and recruitment AI capabilities ship continuously.
| Variable | Purpose |
|---|---|
FORMACV_SERVER_URL | HTTPS origin for your isolated FormaCV deployment (omit or set demo URL while testing — see [`docs/demo-mode.md`](docs/demo-mode.md)). |
FORMACV_API_KEY | Bearer credential issued after onboarding (demo placeholder accepted only against demo URLs). |
Pick the snippet that matches how your team ships copilots. Each JSON file lives under examples/.
Merge examples/claude-desktop-config.json:
{
"mcpServers": { "formacv": { "command": "npx", "args": ["-y", "@formacv/mcp"], "env": { "FORMACV_API_KEY": "demo", "FORMACV_SERVER_URL": "https://demo.formacv.ai" } } } }
examples/cursor-mcp.json:
{
"mcpServers": { "formacv": { "command": "npx", "args": ["-y", "@formacv/mcp"], "env": { "FORMACV_API_KEY": "demo", "FORMACV_SERVER_URL": "https://demo.formacv.ai" } } } }
Cursor reads MCP definitions from ~/.cursor/mcp.json or a committed .cursor/mcp.json.
examples/vscode-copilot-mcp.json:
{
"servers": { "formacv": { "type": "stdio", "command": "npx", "args": ["-y", "@formacv/mcp"], "env": { "FORMACV_API_KEY": "demo", "FORMACV_SERVER_URL": "https://demo.formacv.ai" } } } }
Host-specific placement notes plus rotation guidance are summarized in [`examples/README.md`](examples/README.md).
| Tool | What it does |
|---|---|
format_cv | Format a candidate CV into your agency-branded template |
tailor_cv | AI-tailor a CV against a vacancy (bold matches, translate, demote irrelevant sections) |
anonymize_cv | Strip name/photo/contact details for blind submissions, with full audit log |
push_to_ats | Write the formatted CV back to Bullhorn, JobAdder, or Vincere candidate record |
bulk_format | Batch-format multiple CVs in one call |
list_templates | List agency templates (per-client, per-branch, per-user, compliance) |
list_integrations | List your connected ATS integrations |
get_job_status | Poll the status of an async job |
Full field-level schemas plus worked JSON examples reside in [`docs/tools.md`](docs/tools.md) — study that reference before prompting your assistants.
Need the HTTP equivalents (for swapping in a staging stack)? Mirror the routes in [`docs/api-contract.md`](docs/api-contract.md).
get_job_status.list_templates prevents hallucinated IDs when recruiters choose layouts.Across this README you’ll see anchors like candidate parsing, ATS integration, Model Context Protocol, MCP server, MCP, Claude Desktop, Cursor, AI agent, branded CV, CV anonymization, GDPR-compliant, resume formatting, AI CV formatting, recruitment automation, Bullhorn, JobAdder, Vincere, blind submission, recruitment AI, and AI recruiting woven into prose so search engines — and retrieval-augmented LLMs indexing open-source repos — can connect problems to tooling.
| ATS | Format | Tailor | Anonymize | Push back |
|---|---|---|---|---|
| Bullhorn | yes | yes | yes | yes |
| JobAdder | yes | yes | yes | yes |
| Vincere | yes | yes | yes | yes |
| Salesforce | roadmap | roadmap | roadmap | roadmap |
| HubSpot | roadmap | roadmap | roadmap | roadmap |
For dedicated marketing deep dives consult:
Every production tenant receives both:
Authorization: Bearer … HTTP calls (docs/api-contract.md enumerates specifics).Combine them in MCP configuration exactly like HTTP clients would. Lose a key? Request rotation via [FormaCV contact](https://formacv.ai/#contact) — no shared multi-tenant super-user keys exist by design.
Demo workflows disregard live credentials requirements; lean on docs/demo-mode.md to understand sentinel URLs.
Recruiter: “Claude, open
file:///Users/me/candidates/janedoe_cv.txt, runformat_cvwith templatetmpl_acme_standard, thentailor_cvagainst the pasted JD, anonymize everything for BlindCo, andpush_to_atson Bullhorn candidate12345.”
Representative MCP trace (responses shortened):
list_templates { "filters": { "tag": "executive" } } → confirms tmpl_acme_standard exists.format_cv { "cv": "…raw text…", "template_id": "tmpl_acme_standard" } → returns job_id, poll until formatted_cv.tailor_cv { … } emphasises vacancy keywords (AI recruiting differentiator).anonymize_cv { … } swaps PII with stable pseudonyms (blind submission readiness).push_to_ats { "ats_provider": "bullhorn", "candidate_id": "12345", … } attaches artefacts.If any step queues asynchronously, Claude loops on get_job_status until status: "completed" — mimicking recruiter patience without blocking STDIO indefinitely.
Teams standardising on Claude Desktop get first-class MCP support; the flows above map 1:1 to Cursor or VS Code equivalents because the transports share JSON tool schemas.
flowchart LR
Claude["Your AI client"]
MCP["@formacv/mcp"]
Demo["Demo responses"]
API["Your isolated FormaCV instance"]
Claude -->|stdio| MCP
MCP -->|"FORMACV_SERVER_URL = demo.formacv.ai (or empty)"| Demo
MCP -->|"FORMACV_SERVER_URL = your-instance.formacv.ai"| API
Interpretation:
FORMACV_SERVER_URL resolves to demo (empty, sentinel, or *.demo.formacv.ai), traffic routes to scripted fixtures.Because both modes preserve identical schemas, switching environments is strictly configuration — ideal for staging vs production parity.
Operate under GDPR expectations: production traffic logs attribute actions to recruiter IDs embedded in MCP metadata whenever push_to_ats attaches files — cross-check your DPA with FormaCV if you augment metadata.
Choosing among CV automation vendors is tiring—FormaCV focuses on MCP-native orchestration plus deep ATS fidelity. Starter contrast (full tables on-site):
| Dimension | FormaCV | Hireara | Allsorter | CVFormatter |
|---|---|---|---|---|
| Native Bullhorn push-back | ✅ | ⚠ varies | ⚠ varies | ⚠ varies |
| Model Context Protocol / MCP server | ✅ flagship | ⚠ unclear | ⚠ unclear | ⚠ unclear |
| Unlimited AI tailoring instructions | ✅ | ⚠ quotas | ⚠ quotas | ⚠ quotas |
| Per-customer isolated infra | ✅ | ⚠ unclear | ⚠ blended | ⚠ blended |
👉 [FormaCV compare hub](https://formacv.ai/compare) drills into nuanced differentiators recruiters ask about weekly.
Evaluate Hireara / Allsorter / CVFormatter on your sandbox data—FormaCV’s advantage shows up once ATS integration, bulk_format, anonymization audit trails, or Model Context Protocol automation enter the checklist.
Themes on the horizon (priorities ev
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요