
HasData Indeed
com.hasdata由 hasdata.com 發布官方發布者v1.0.8更新於 Oct 24, 2026
Indeed job listings by keyword and location, and full postings, as structured JSON.
發布方自己的服務:HasData Airbnb
概覽
由 HasData 託管的 Indeed 伺服器,讓助理依關鍵字與地點搜尋職缺列表,並以結構化 JSON 讀取完整職缺內容。
- 可以做什麼
- 依關鍵字、地點、排序方式、國家站點與分頁位移搜尋職缺列表
- 透過職缺網址讀取單筆職缺的完整內容,包含描述、要求、薪資與應徵連結
- 不需消耗額度即可讀取排序、站點、刊登日期與遠端類型等固定選項清單
- 提供現成的招聘地圖提示詞,顯示某職務在哪些地點招募及薪資水準
- 適用情境
- 適合需要取得 Indeed 公開職缺資料的情境,例如比較不同城市的薪資、為某個職務蒐集職缺,或從職缺連結取得完整職缺描述。此伺服器為唯讀,且不需要 Indeed 合作夥伴帳號。
- 執行需求
- 需要 HasData 儀表板建立的 API 金鑰:遠端端點以 x-api-key 標頭傳送,npm 或 PyPI 的 stdio 啟動器則透過 HASDATA_API_KEY 環境變數提供。使用 npx 需 Node.js,使用 Python 啟動器需 uv/uvx。需要可連線至託管端點的網路。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 HasData Indeed,將其新增到工作區。
- 連接 x-api-key 憑證。它們會被私密儲存,絕不會在公開頁面上展示。
- 為需要使用其工具的對話啟用該服務。
Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。
交給代理程式安裝
把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。
閱讀 https://sourceweft.com/mcp/com.hasdata%2Findeed/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。其他 MCP 客戶端
把它新增到你客戶端的 mcpServers 設定中。
{
"mcpServers": {
"hasdata-indeed": {
"type": "http",
"url": "https://mcp.hasdata.com/mcp?apis=indeed",
"headers": {
"x-api-key": "<YOUR_API_KEY>"
}
}
}
}README
Indeed MCP Server
A hosted Indeed MCP server that gives Claude, Cursor, Windsurf and any other MCP client two read-only Indeed tools. Search job listings by keyword and location, and read a single posting in full, all as structured JSON, with no Indeed developer account and no partner approval.
It reads public job postings that a signed-out visitor can see.
1,000 free credits every month, no card required, which is 100 Indeed calls.
[Glama score] [tool contract] [MCP] [Tools]
Contents
- What you need
- Quick start
- Example prompts
- Tools
- Errors and failure paths
- Pricing, free tier and limits
- Tool selection
- How it compares
- FAQ
- HasData links
- Development
- Contributing
- License
What you need
An MCP client and a HasData API key from the dashboard, free to create with no card, and the free tier covers about 100 calls a month at the 10-credit rate. This is a remote server, so the simplest path is a URL and an x-api-key header, with no container to run and no Indeed developer account anywhere in the flow. A client that only speaks stdio reaches it through a thin launcher, published as @hasdata/indeed-mcp on npm and hasdata-indeed-mcp on PyPI, shown below.
Quick start
The server URL is the same for every client. We run it hands-on in Claude Code and Claude Desktop. The other blocks follow each client's own documented format for a remote server.
Clients with OAuth support can add the same URL as a connector and sign in without putting a key in a config file.
Claude Code
Claude Desktop
Settings, then Connectors, then Add custom connector, then paste https://mcp.hasdata.com/mcp?apis=indeed and sign in.
For the config-file route, Claude Desktop loads only local (stdio) servers, so it reaches a remote server through a stdio launcher. The @hasdata/indeed-mcp package is that launcher, and it reads the key from the environment. Add this to claude_desktop_config.json:
For Python instead of Node, swap the launcher for the PyPI package, which uvx runs without a manual install:
Cursor
~/.cursor/mcp.json for every project, or .cursor/mcp.json for one:
Windsurf
~/.codeium/windsurf/mcp_config.json. Windsurf calls the field serverUrl, not url:
VS Code
.vscode/mcp.json in the workspace:
Example prompts
Prompts, not code. Paste one in and the agent picks the tool itself. Each is annotated with the calls it takes, because every successful call costs 10 credits.
Search Indeed for "python developer" jobs in New York sorted by date, and give me the ten most recent with company and salary.
One call, 10 credits. A listing page carries company, salary and posted date already.
Take the top posting from that search and pull its full description and requirements.
One call, 10 credits. The listing carries a job URL, which the details tool takes directly.
Find "data analyst" jobs in Austin, then pull full details on the three that list a salary.
Four calls, 40 credits. One listing, then one details call for each of the three.
Compare the salaries posted for "registered nurse" in Chicago against Houston.
Two calls, 20 credits, one listing per city.
Salary is on a listing only when the posting states one, so a "jobs with salary" prompt filters on the field rather than assuming it. Paging costs a call each time, through the start offset.
Tools
Two tools, read-only. Samples below are trimmed from real calls, and the numbers move as Indeed updates. Read them as shapes. Each tool name links to its endpoint reference, which carries the full field list.
The samples are the payload, not the whole response. A tools/call result carries one text block, and that text is itself JSON holding url, status, text and json, with the scraped data under json. From a raw JSON-RPC response the path is result.content[0].text, parsed, then .json. A chat client unwraps that for you and code talking to the endpoint directly does not.
Get Indeed job listings
hasdata_indeed_listing_getJobListings
A page of search results by keyword and location.
Returns searchInformation, a jobs array, peopleAlsoSearchFor, and pagination whose nextPage is the URL of the following page. Each job carries title, company, location, url, a short description, sponsored, the relative date and the absolute isoDate, a details array of labels like Full-time and Hybrid work, a benefits array, and a salary object when the posting states one.
A listing carries
detailsas an array of plain strings. The job-details tool below returnsdetailsas an object withjobTypeandworkSettingarrays. Same name, different shape, so read each per its own tool.
Get Indeed job details
hasdata_indeed_job_getJobDetails
One posting in full, by its job URL.
Returns title, company, location, sponsored, a details object with jobType and workSetting arrays, a salary object when present, and the posting body in both description (plain text) and descriptionHtml (the same content with its list and paragraph markup kept). Use descriptionHtml when you want the structure and description when you want to feed clean text to a model.
Prompts and resources
The server ships one prompt, a ready-made workflow a client can offer instead of making the user compose a tool call.
Alongside them the server exposes 4 resources, one per parameter whose accepted values are a fixed list. Reading one is cheaper than learning the vocabulary from a rejected call, and it costs no credits. Each URI is hasdata://indeed/<parameter>.
Both lists are served without an API key, so a client can read them before a user has signed up.
Errors and failure paths
Your client almost never sees an HTTP error code from a tool call. The MCP layer answers 200 and puts the failure inside the result, with isError set to true and the reason as text. The agent reads a message where you might expect a status line.
A wrong key surfaces as tool output, not as a failed connection. tools/list accepts any non-empty key and returns both tools, so the client completes its handshake and shows green. The first tool call then comes back with isError: true and the text HasData API error: 401 Unauthorized. Watch for that string, because nothing earlier in the flow reports the problem.
A missing key is the one real HTTP error. Authorization runs before any tool, and the connection itself fails with 401. CORS headers are present, and a browser client reads the status and not an opaque network failure.
An argument that breaks a tool's schema is rejected before it becomes a scrape. The server answers with isError: true and the text MCP error -32602: Input validation error, naming the offending field. Nothing is fetched and nothing is charged.
A search that matches nothing returns a successful result with an empty jobs array, not an error. A keyword and location combination with no openings still comes back with requestMetadata.status set to ok. Test for the array length before you iterate.
A posting that has been taken down returns 400 with requestMetadata.status set to error. Indeed expires listings quickly, so a URL from an old search can be gone.
Results that carry data also carry a requestMetadata.id worth quoting in support.
Pricing, free tier and limits
Each Indeed tool costs 10 credits per successful call. Response size does not change the price. A listing page with fifty jobs costs the same as one with two.
The free tier is 1,000 credits every month with no card, which is 100 Indeed calls. It renews with the billing cycle, so a low-volume agent runs on the free tier indefinitely.
Paid plans start at $59 a month for 200,000 credits, which is 20,000 calls. The unit price falls with volume, from $1.48 per 1,000 calls on the entry plan to $0.60 on Basic and $0.41 across the Growth tiers. Current figures live on the pricing page.
Your plan also sets concurrency. The free tier allows 5 requests at a time, Startup 5, Basic 15, and the Growth tiers run from 50 to 500. Handle the overflow case defensively in anything unattended.
A request that comes back non-200 is not billed. A successful call that finds nothing is still a call.
Tool selection
The apis query parameter decides which tools your agent sees. Fewer tools means less context spent on tool definitions, and fewer chances for the model to reach for the wrong one.
The parameter takes provider names like indeed and individual API names like indeed_listing. Misspelled names are ignored. If every name is wrong the request fails with 400, and the body lists both what it did not recognise and every valid value. Drop the parameter and the same endpoint exposes all 57 HasData tools.
How it compares
Indeed retired its public Publisher and Job Search APIs, and programmatic access now runs through approved partnerships and ATS integrations rather than a self-serve key. For reading public listings and postings across arbitrary searches, there is no open official route.
What this server does not do. No application submission, no employer dashboard, no candidate data, no private postings. It reads what a signed-out visitor can see.
FAQ
Is there an official Indeed MCP server?
Indeed does not publish one. This one is maintained by HasData and reads public pages, which is why it needs no Indeed developer account.
What is an Indeed MCP server?
A server that exposes Indeed job data as tools an AI client can call. The client sends a tool call over the Model Context Protocol, the server fetches the data and returns structured JSON, and the model works with the result. This one exposes two tools and runs remotely.
Do I need an Indeed API key or partner account?
No. The only credential is your HasData key. There is no Publisher account to apply for, because the tools read public Indeed pages.
How do I page through more than one screen of results?
Pass the start offset to the listing tool as a number, not a URL. The response returns pagination.nextPage, whose own start value is the offset for the next page, so read that number and pass it back rather than feeding the URL in.
Why is a salary sometimes missing?
Because the posting does not state one. The salary object is present only when Indeed shows a figure. Read it defensively.
Can I use this together with other HasData APIs?
Yes. The apis parameter takes a list, and ?apis=indeed,glassdoor gives your agent Indeed plus Glassdoor. Drop the parameter and you get everything.
Compliance and personal data
HasData accesses publicly available data only. A platform's terms may restrict automated access, and you are responsible for your own compliance. Where the data you collect includes personal information, make sure you have a lawful basis for it under GDPR, CCPA or the equivalent rules in your jurisdiction.
HasData links
Development
This repository is configuration and documentation for a remote server. There is no build step and nothing to containerize.
The tests in test/ assert the tool contract, the part that can break without a commit here. They check that ?apis=indeed returns exactly two tools, that every tool still declares its required parameters, that no name changed, and that the key in use is actually accepted. That last check calls a tool for real and costs 10 credits, which is the price of a canary that can fail for the right reason.
The same suite runs in CI on every push and once a week on a schedule, because the upstream tool list can change without anyone touching this repository. A failure means the tool list moved, the key stopped working, or the endpoint was unreachable, and the assertion message says which.
Contributing
Corrections to the tool tables and the response samples are the most useful contribution, because those are the parts that drift. Include the call you made and the response you got. Pull requests from forks run the suite without a key, and the live checks skip instead of going red.
License
MIT. See LICENSE.
來源:README.md,提交 7882cfd
工具
0版本歷史
3- v1.0.8最新Sep 24, 2026
- v1.0.7Sep 22, 2026
- v1.0.6Sep 16, 2026
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請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。
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