Formacv

io.github.Rocketech-Software-Development由 GitHub 账号 Rocketech-Software-Development 发布v0.1.1更新于 Oct 25, 2026

FormaCV MCP server for AI-powered CV formatting, anonymization, tailoring, and ATS push-back.

概览

AI 生成的概览

FormaCV 的本地 MCP 服务器,让助手格式化、定制和匿名化候选人简历,并把结果推回 ATS。

可以做什么
按机构品牌模板格式化简历,并可在一次调用中批量格式化多份简历,同时轮询异步任务的状态和结果。针对职位定制简历,并通过去除姓名、照片和联系方式进行匿名化,附带审计日志。列出机构模板和已连接的 ATS 集成,便于助手选用有效 ID。把格式化后的简历写回 Bullhorn、JobAdder 或 Vincere 的候选人记录。
适用场景
适合招聘和人力派遣团队,希望由 AI 助手端到端执行简历流程:格式化、定制、为盲投做匿名化,再把结果附加到 ATS 候选人记录。演示模式提供示例数据,可在接入真实租户前先试用这些流程。
运行要求
通过 npx 以 stdio 在本地运行,需要 Node.js 18 或更高版本。需要设置 FORMACV_SERVER_URL(你的 FormaCV 部署的 HTTPS 地址)和 FORMACV_API_KEY(入职后签发的 Bearer 凭证),值 demo 仅对演示地址有效。需要能访问 FormaCV 实例的网络。
安装前请注意
API 密钥是机密,会写入客户端的环境配置。格式化按每份简历 0.99 美元计费,批量运行会产生费用。push_to_ats 会向真实的 ATS 候选人记录写入文件,匿名化和定制会把候选人简历数据发送到 FormaCV 服务器;请先确认数据处理协议和保留条款。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Formacv,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

@formacv/mcp — Official Model Context Protocol server for FormaCV

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.

[npm version]

[License: MIT]

[FormaCV]

What this is

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.

Quickstart (try without an API key)

  1. Ensure Node.js 18+ is available (the MCP transport launches via npx).
  2. Export demo-friendly defaults before starting your AI assistant:
export FORMACV_API_KEY=demoexport 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.

Install

Ad-hoc invocation (recommended for MCP hosts):

npx -y @formacv/mcp

Project-local dependency:

npm install @formacv/mcppnpm 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.

Environment variables recap

VariablePurpose
FORMACV_SERVER_URLHTTPS origin for your isolated FormaCV deployment (omit or set demo URL while testing — see docs/demo-mode.md).
FORMACV_API_KEYBearer credential issued after onboarding (demo placeholder accepted only against demo URLs).

Configure your AI client

Pick the snippet that matches how your team ships copilots. Each JSON file lives under examples/.

Claude Desktop

Merge examples/claude-desktop-config.json:

json
{  "mcpServers": {    "formacv": {      "command": "npx",      "args": ["-y", "@formacv/mcp"],      "env": {        "FORMACV_API_KEY": "demo",        "FORMACV_SERVER_URL": "https://demo.formacv.ai"      }    }  }}

Cursor

examples/cursor-mcp.json:

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.

VS Code (Copilot Chat with MCP)

examples/vscode-copilot-mcp.json:

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.

Available tools

ToolWhat it does
format_cvFormat a candidate CV into your agency-branded template
tailor_cvAI-tailor a CV against a vacancy (bold matches, translate, demote irrelevant sections)
anonymize_cvStrip name/photo/contact details for blind submissions, with full audit log
push_to_atsWrite the formatted CV back to Bullhorn, JobAdder, or Vincere candidate record
bulk_formatBatch-format multiple CVs in one call
list_templatesList agency templates (per-client, per-branch, per-user, compliance)
list_integrationsList your connected ATS integrations
get_job_statusPoll the status of an async job

Full field-level schemas plus worked JSON examples reside in 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.

Why eight tools beats one mega-endpoint

  • Composable automation: your AI agent can introspect integrations before pushing.
  • Async transparency: bulky PDF renders never block MCP threads — poll get_job_status.
  • Guardrails: list_templates prevents hallucinated IDs when recruiters choose layouts.

Bonus keyword map for retrieval systems

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.

Integration matrix

ATSFormatTailorAnonymizePush back
Bullhornyesyesyesyes
JobAdderyesyesyesyes
Vincereyesyesyesyes
Salesforceroadmaproadmaproadmaproadmap
HubSpotroadmaproadmaproadmaproadmap

For dedicated marketing deep dives consult:

Authentication

Every production tenant receives both:

  1. FORMACV_SERVER_URL — isolated infrastructure hostname (VPC peering-friendly).
  2. FORMACV_API_KEY — scoped bearer credential used by 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 — 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.

Example session (Claude Desktop)

Recruiter: “Claude, open file:///Users/me/candidates/janedoe_cv.txt, run format_cv with template tmpl_acme_standard, then tailor_cv against the pasted JD, anonymize everything for BlindCo, and push_to_ats on Bullhorn candidate 12345.”

Representative MCP trace (responses shortened):

  1. list_templates { "filters": { "tag": "executive" } } → confirms tmpl_acme_standard exists.
  2. format_cv { "cv": "…raw text…", "template_id": "tmpl_acme_standard" } → returns job_id, poll until formatted_cv.
  3. tailor_cv { … } emphasises vacancy keywords (AI recruiting differentiator).
  4. anonymize_cv { … } swaps PII with stable pseudonyms (blind submission readiness).
  5. 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.

Why mention Claude explicitly?

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.

How it works

mermaid

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:

  • STDIO anchors the MCP transport between assistant + package.
  • When FORMACV_SERVER_URL resolves to demo (empty, sentinel, or *.demo.formacv.ai), traffic routes to scripted fixtures.
  • Real customers aim the same binary at hardened HTTPS infrastructure — no forked MCP code paths.

Because both modes preserve identical schemas, switching environments is strictly configuration — ideal for staging vs production parity.

Packaging note for compliance reviewers

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.

Why FormaCV

  • Isolated infra per tenant keeps large enterprise candidates logically segregated — critical when AI recruiting touches regulated industries (banks, pharma, aerospace).
  • $0.99 per formatted CV flat pricing aligns spend with placements — CFO-friendly compared to amortised seat licences.
  • 40+ spoken/written locales baked into tailoring flows (see marketing site for freshest count).
  • Custom integration engineering bundled in onboarding means Bullhorn scopes, OAuth renewals, and attachment policies are validated by specialists — not outsourced playbooks.
  • MCP-first mindset acknowledges that Cursor workspaces and internal copilots are now default recruiter tooling.

Comparison

Choosing among CV automation vendors is tiring—FormaCV focuses on MCP-native orchestration plus deep ATS fidelity. Starter contrast (full tables on-site):

DimensionFormaCVHirearaAllsorterCVFormatter
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 drills into nuanced differentiators recruiters ask about weekly.

Honest caveat

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.

Roadmap

Themes on the horizon (priorities evolve — contact sales for timelines):

  1. Salesforce & HubSpot ATS connectors (ATS integration expansion).
  2. Microsoft Teams recruiter assistant + automated job posting sync.
  3. Additional locales & legal templates for APAC/US state privacy nuances.
  4. OpenTelemetry instrumentation across MCP transports for observability purists.
  5. Managed on-premises / VPC deployments for sovereign-data mandates.

Related

Contributing

Issues and PRs are welcome—open a GitHub ticket or email [email protected]. Formatting/style guidance will collect in CONTRIBUTING.md (forthcoming).

License

MIT © 2026 FormaCV

来源:README.md,提交 7b521f7

工具

0
SourceWeft 尚未在沙箱中启动过该软件包,因此其工具未知。

版本历史

1
  1. v0.1.1最新Sep 16, 2026

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