Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
FormaCV MCP server for AI-powered CV formatting, anonymization, tailoring, and ATS push-back.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
FORMACV_API_KEY, FORMACV_SERVER_URL标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"formacv": {
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add formacv --env FORMACV_API_KEY=your-value --env FORMACV_SERVER_URL=your-value -- npx -y @formacv/mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"formacv": {
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"formacv": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@formacv/mcp"
],
"env": {
"FORMACV_API_KEY": "your-value",
"FORMACV_SERVER_URL": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 Rocketech-Software-Development 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:FORMACV_API_KEY, FORMACV_SERVER_URL
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.1)于6个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, LickityClick
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间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.
Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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
只显示了开头部分;其余内容请在仓库中阅读