Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
FormaCV MCP server for AI-powered CV formatting, anonymization, tailoring, and ATS push-back.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
FORMACV_API_KEY, FORMACV_SERVER_URL「秘密」と表示された値は、あなたのアカウントの鍵です。絶対に人に教えたり、チャットに貼り付けたりしないでください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"formacv": {
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}ターミナルでこれを実行します
claude mcp add formacv --env FORMACV_API_KEY=your-value --env FORMACV_SERVER_URL=your-value -- npx -y @formacv/mcp動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"formacv": {
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"formacv": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月6日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント Rocketech-Software-Development で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
入力が必要なもの:FORMACV_API_KEY, FORMACV_SERVER_URL
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.1.1)がレジストリに届いたのは6 か月前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Dechonet MCP
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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.
30 security tools for AI agents: phishing links, exposure maps, DNS, SSL, PQC, history, pivots.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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
冒頭だけを表示しています。続きはリポジトリで読めます