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)
Open roles from employers' own job boards: Greenhouse, Lever, Ashby, Workday and 12 more.
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。
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": {
"openroles": {
"command": "uvx",
"args": [
"openroles",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add openroles -- uvx openroles mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"openroles": {
"command": "uvx",
"args": [
"openroles",
"mcp"
]
}
}
}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": {
"openroles": {
"type": "stdio",
"command": "uvx",
"args": [
"openroles",
"mcp"
]
}
}
}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 aranculleton 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。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
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(0.4.0)于11天前进入注册中心。
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 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Apify MCP Server
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.
Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
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。
Every open role, straight from the employer's own careers system. Fifteen applicant tracking systems (Greenhouse, Lever, Ashby, Workday, Workable, Teamtailor, Personio, Recruitee, Rippling, JazzHR, Gem, Polymer, Manatal, Homerun and ClearCompany), plus any careers site that publishes its jobs for search engines, in one shape. Read from the feeds and APIs the employers' own careers pages use: no API key, no account, no scraping service, and nothing but the Python standard library.
$ pip install openroles
$ openroles figma --query data --limit 3 2026-09-23 Data Engineer Intern (2027) San Francisco, CA • New York, NY https://boards.greenhouse.io/figma/jobs/6178851004?gh_jid=6178851004 2026-09-21 Data Platform Engineer San Francisco, CA • New York, NY • Unite https://boards.greenhouse.io/figma/jobs/6201407004?gh_jid=6201407004 2026-09-21 PhD Intern, Data Science (2027) San Francisco, CA • New York, NY https://boards.greenhouse.io/figma/jobs/6200626004?gh_jid=6200626004
3 open role(s)
Give it a company name, a careers page, a board URL or ats:token. It finds the board, reads every open role, and gives you the same fields whichever system the employer uses.
Job sites miss roles, show them late, and repost them stale. The employer's own board is the source: it is complete, current, and carries the real apply link. Most applicant tracking systems publish that board as JSON, RSS or XML for the employer's own careers page. openroles reads it the same way, politely, and puts every system that allows it behind one function.
pip install openroles # or: uvx openroles <company>
Python 3.9 or newer. No dependencies.
openroles linear # every open role at Linear
openroles https://jobs.ashbyhq.com/linear # the same, from the board URL openroles lever:zoox --query "data" --since 14 # title words, posted in the last 14 days openroles figma --location "New York" # filter by place (--remote for remote only) openroles https://adobe.wd5.myworkdayjobs.com/external_experienced \ --query "data scientist" --details # Workday, with each posting's description openroles detect "Figma" # which ATS, and the board's token openroles hosts greenhouse:figma lever:zoox # the hosts to allow in a network policy openroles personio:acme # any system, as ats:token openroles careersite:careers.acme.example # a careers site with no job API openroles linear --json > roles.json # JSON (the default when piped), or --jsonl openroles linear --cache ~/.cache/openroles # an unchanged board sends nothing next run
import openroles
openroles.detect("Figma")
jobs = openroles.fetch("greenhouse:figma", query="data", location="New York") for job in jobs: print(job.posted, job.title, job.location, job.url)
job.to_dict() # plain JSON-ready dict
openroles.hosts("personio:acme")
openroles.job_id("https://www.acme.example/careers/?gh_jid=4012345")
job_id is for matching one posting found in two places, read from the employer's board and linked from a job site. It reads Greenhouse (any page with gh_jid too), Lever, Ashby, Rippling, Workable, Personio and Workday addresses, fetches nothing, and gives "" for an address that does not carry the system's own posting id. One Workday case is ambiguous: a listing that sends its path already percent-encoded ("M%C3%BCnchen") gives the same address as one that sends it plain ("München"), and job_id reads it as the plain one.
fetch() raises openroles.BoardError when a board cannot be read (a wrong token, no answer), and openroles.RobotsDisallowed when the host's robots.txt says no.
openroles is a library first: the CLI and the MCP server are thin layers over fetch and detect. An application that embeds it names itself once, at start-up:
openroles.configure(
user_agent="acme-jobs/1.0 (+https://acme.example/contact)", # sent with every request robots_agents=["acme-jobs"], # a Disallow for your agent stops a read too cache_dir="~/.cache/acme-jobs/openroles", # optional: keep answers between runs )
With cache_dir, each board's last answer is kept with the ETag or Last-Modified date the board sent, and the next run asks with them: a board that honours them and has not changed answers 304 Not Modified and sends nothing, and the kept copy is read instead. An answer that came with a Last-Modified date and no ETag is asked about that way for at most a day (MODIFIED_MAX_AGE in openroles._http, 24 hours) after it was last read in full, and then read in full once, so a host whose date does not move when its data does holds a board back a day at most; the same holds within one run, with or without a folder. Every read still asks the board. It is off by default. An answer is kept only when it is a GET, is not marked no-store, and shows that all of it arrived: all of its Content-Length, every chunk of a chunked answer, or a gzip stream to its end. One that gives no length and is neither chunked nor gzipped ends when the connection closes, cut short or not, so it is read in full every time. Kept answers are in owner-only files, for 30 days unused, and about 500 MB of them: each process keeps the folder to that, so two processes writing to one folder at once (a long-running application and a command-line run, say) can take it past that until one of them next looks at the whole folder: when it starts using it, at least once an hour while it does, and whenever what it has written itself passes the cap.
Everything a search decides for itself stays a parameter: query, location, remote, since_days, country, and details, which can be a function that says which postings are worth a request for their description. report={} comes back filled with what failed on each board. openroles.robots_allows(host, paths) answers the same robots.txt question openroles asks itself, for anything else your application fetches.
openroles mcp is a Model Context Protocol server over stdio, so Claude, Cursor and other agents can look up any employer's open roles themselves. Two tools: find_job_board and list_open_roles (descriptions left out unless asked for, to keep answers short).
Claude Code:
claude mcp add openroles -- uvx openroles mcp
Claude Desktop, Cursor and other clients (mcpServers in their config):
{
"mcpServers": { "openroles": { "command": "uvx", "args": ["openroles", "mcp"] } } }
There is also llms.txt, a short brief for a model that has to use the library or the CLI.
Every role, from every system, has the same fields:
| Field | |
|---|---|
id | stable across runs: a prefix for the system (gh-, lv-, ab-, wd-, ...) plus its own id |
ats, board | where it came from, e.g. greenhouse, figma |
title, url | the role and its apply page |
location, locations | every location the posting lists, joined and as a list |
workplace | remote, hybrid, onsite, or "" when the board does not say |
remote | True, False, or None when the board does not say (hybrid is None) |
posted | YYYY-MM-DD, first published (not last edited) where the system says; see below |
department, employment_type | where the board provides them |
compensation | the posted pay band, where the employer publishes one, as the board words it |
salary_min, salary_max, salary_currency, salary_period | the same band as numbers, its ISO currency code and hour, day, week, month, year or "" (a period such as every two weeks), only where the board publishes them as numbers (Lever, Ashby, Recruitee, Rippling, ClearCompany, careers sites); never read out of a description |
deadline | where the board provides one |
description | plain text: HTML removed, and with it what no page shows (comments, scripts, hidden elements) |
| System | Requests | Notes |
|---|---|---|
| Greenhouse | 1 per board | descriptions; every office a posting lists counts as one of its locations |
| Lever | 1 per board | descriptions with their requirement lists; EU boards found automatically |
| Ashby | 1 per board | descriptions and posted pay. Ashby publishes no first-posted date, so posted is when the posting was last published |
| Workday | 1 per 20 roles, plus 1 per description | --query searches the board, reading on while titles keep matching; --country narrows it by whatever facet the board files countries under; --details fetches descriptions, only for roles whose title passes --query |
| Workable | 1 per board | descriptions; no pay. Built from Workable's documentation and not yet run against a live board (its hosts were rate-limiting when it was written) |
| Teamtailor | 1 per 100 roles | descriptions; hybrid and remote; a careers site on the employer's own domain works too |
| Personio | 1 per board | descriptions in English where the employer wrote them; .de and .com accounts |
| Recruitee | 1 per board | descriptions, pay and closing dates. From 10 February 2027 Recruitee asks for each employer's own token, after which a board reads as needing it |
| Rippling | 1 per board, plus 1 per description | descriptions and dates come from each posting's own record, fetched only with --details or a --query, at most 80 a board (Rippling allows 100 requests in 10 minutes) |
| JazzHR | 1 per board | descriptions; no date or pay. The feed is regenerated once a day |
| Gem | 1 per board | descriptions; hybrid and remote |
| Polymer | 1 per 20 roles, plus 1 per description | pay; descriptions as for Rippling, at most 60 a board |
| Manatal | 1 per 100 roles | descriptions; no date |
| Homerun | 1 per board | descriptions and pay, from the feed every Homerun careers page links to |
| ClearCompany | 1 per board | descriptions and pay; the token is the site id the careers page prints. Only its first page is read, with a warning when there is more |
Any careers site (careersite) | 1 per sitemap, plus 1 per job page | reads the schema.org JobPosting each job page carries for search engines (iCIMS and Eightfold sites, among others), at most 40 pages a call, newest first |
A Workday posting listed as "3 Locations" reads as its primary location "and 2 more"; with --location on a place that is not its primary, its page is read to see whether the place is one of the others. Workday pages a board only to its first 2,000 roles: past that, a warning says to search with --query.
detect finds a board from a company name (every system but Workday and ClearCompany, by trying the names an employer is likely to use), from any board URL, and from a careers page that links to or embeds one, however the page writes it. A Workday board cannot be guessed from a name: give its URL (either tenant.wdN.myworkdayjobs.com or wdN.myworkdaysite.com/recruiting/tenant). A careers site is never
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