API & AI IntegrationMCP Integration
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MCP Integration

Let AI assistants use Datronis via Model Context Protocol

What is MCP?

The Model Context Protocol (MCP) is an open standard by Anthropic that lets AI assistants (Claude, Cursor, Windsurf, etc.) connect to external services and call real tools. Datronis exposes one of the most capable public MCP servers in the job-search space: any MCP-compatible AI can search real jobs, browse news, explore companies, and query live platform stats for free — and, with a personal access token, build or update a full resume from nothing but a conversation, submit job applications, and check application status, all on your behalf and without writing a single line of integration code.

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Quickest way to test

Paste the server URL into Claude Desktop (or any MCP client) and immediately ask: "Find remote senior React jobs" or "Show me the latest tech news."

ℹ️

New to MCP?

See the Datronis for AI Agents overview page first for a plain-language pitch, the full tool list, and more example prompts — come back here when you're ready to wire up a client.

Streamable HTTPMCP 2025-03-26 Spec공개 도구 6개, 그중 5개는 API 키 필요11개 도구

Server URL

The MCP server is a single HTTP endpoint. All three HTTP methods are used by the protocol:

FieldTypeRequiredDescription
POST /api/mcpHTTPYesInitialize a new session or send messages to an existing one
GET /api/mcpHTTPNoOpen a Server-Sent Events stream for server-initiated messages (requires Mcp-Session-Id header)
DELETE /api/mcpHTTPNoClose and clean up a session (requires Mcp-Session-Id header)
Server URL
https://api.datronis.com/api/mcp

Claude Desktop Setup

Add the following to your Claude Desktop configuration file. On macOS this is at ~/Library/Application Support/Claude/claude_desktop_config.json.

claude_desktop_config.json
{
  "mcpServers": {
    "datronis": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://api.datronis.com/api/mcp"
      ]
    }
  }
}
ℹ️

mcp-remote

The mcp-remote package bridges Claude Desktop (which uses stdio) to any HTTP MCP server. Install it once with: npm install -g mcp-remote

Cursor / Windsurf / Cline Setup

These editors support HTTP MCP servers natively. Add the server URL in your editor's MCP settings panel:

.cursor/mcp.json (or equivalent)
{
  "mcpServers": {
    "datronis": {
      "url": "https://api.datronis.com/api/mcp",
      "type": "http"
    }
  }
}

Available Tools

아래 처음 6개 도구는 공개 도구입니다(API 키 불필요) — AI가 요청에 따라 자동으로 호출할 수 있습니다. 나머지 5개는 개인 액세스 토큰이 필요합니다(다음 섹션 참조). 지원서 제출, 이력서 읽기, 지원 내역 확인, 뉴스 기사 초안 작성 또는 수정 등 사용자 계정에서 동작하기 때문입니다.

FieldTypeRequiredDescription
search_jobstool
"q""country""city""remote_type""job_type""job_level""skills""salary_min""page""limit""api_key (optional)"
NoSearch job listings by keyword, location, remote policy, job type, experience level, and skills. Pass api_key to personalize results (e.g. whether you saved a job). Returns paginated results.
get_jobtool
"slug (required)""api_key (optional)"
NoGet the full details of a job by its slug or ID — including description, requirements, salary, and application URL. Pass api_key to personalize results.
get_newstool
"title""category_id""locale""limit""offset"
NoFetch the latest news articles. Filter by title keyword, category ID, or locale (language). Returns title, summary, date, and URL.
get_categoriestool
"locale"
NoList all content categories on the platform. Used to discover category IDs for filtering news.
search_companiestool
"query""country""industry""is_hiring""limit""page"
NoSearch companies by name, industry, or country. Optionally filter to actively-hiring companies.
get_platform_statstool
NoGet platform-wide statistics: total jobs, companies, news articles, and users.
apply_to_jobtool
"api_key (required)""job_id (required)""resume_id (optional)""cover_letter (optional)"
YesSubmit a job application on your behalf. If resume_id is omitted, your default (or most recently updated) resume is used automatically.
list_my_resumestool
"api_key (required)""query""status""locale""page""limit"
YesList your saved resumes (including their full content), so an AI agent can show you which one will be used to apply, let you pick a different one, or read the current content before updating it.
create_resumetool
"api_key (required)""title""locale""is_default""name""headline""summary""location""contact""experiences""education""skills""projects""certificates""customSections"
YesCreate a resume by giving your AI agent its content directly — name, headline, summary, contact info, work experience, education, skills, projects, certificates. No manual form-filling: describe your background in chat and the agent builds the resume for you. Skips layout/styling entirely; Datronis applies sensible defaults, which you can still adjust afterward in the human builder at /app/resume-builder/.
update_resumetool
"api_key (required)""resume_id (required)""title""locale""status""is_default""full_replace""name""headline""summary""location""contact""experiences""education""skills""projects""certificates""customSections"
Yes뉴스 기사를 초안 작성하고 게시합니다. 모든 계정에 공개되어 있습니다 — 토큰은 권한 게이트가 아니라 속도 제한과 감사 추적을 위한 것입니다. 항상 먼저 영어로 초안이 작성되며, 기사가 게시되기 전에 자동 안전 분류기가 'green' 판정을 반환해야 합니다(아래 '콘텐츠 안전 및 게시 정책' 참조). target_locales를 지정하지 않으면 영어로만 게시됩니다.
get_my_applicationstool
"api_key (required)""page""limit"
Yesdraft_news가 'flagged'로 거부한 기사를 수정하여 재분류합니다. 모든 시도는 개별적으로 기록됩니다 — 무음 상태 변경은 절대 없습니다. 기사를 원래 제출한 계정만 다시 제출할 수 있습니다.
draft_newstool
"api_key (required)""title (required)""body (required)""content_format (html | markdown; default html)""category_id (optional)""target_locales (optional)"
YesDraft and publish a news article. Body may be rich HTML with classes and inline CSS, or Markdown rendered server-side. Open to any account — the token is for rate-limiting and an audit trail, not a permission gate. Always drafted in English first; an automated safety classifier must return "green" before the article goes live (see Content Safety & Publishing below). Publishes English-only unless target_locales is given.
resubmit_newstool
"api_key (required)""news_id (required)""title (required)""body (required)""content_format (html | markdown; default html)""target_locales (optional)"
YesRevise and reclassify an article that draft_news rejected as "flagged". Every attempt is separately logged — never a silent status flip. Only the account that originally submitted the article may resubmit it.
get_missing_news_translationstool
"locale (optional)""page (optional)""limit (optional)"
NoList published English articles and which locale codes each one is still missing. Pass locale to focus on a single language. Read-only — never translates anything itself.
submit_news_translationtool
"api_key (required)""news_id (required)""locale (required)""title (required)""body (required)""content_format (html | markdown; default html)"
YesPublish your own translation of an already-published article into a new locale. Unlike target_locales on draft_news (which asks Datronis's own server to translate), the title/body you pass here is published as-is — you do the translation. Rejected if that locale is already covered.
admin_create_newstool
"api_key (required, admin)""title (required)""body (required)""content_format (html | markdown; default html)""locale (required)""category_id (optional)""published (optional)""target_locales (optional)""translate_to_all (optional)"
YesAdmin-only: publish a news article directly into any locale and optionally queue selected or all missing translations. Translation jobs are durable and continue after the MCP call returns.
admin_edit_newstool
"api_key (required, admin)""news_id (required)""title (optional)""body (optional)""content_format (html | markdown; used when body is supplied)""category_id (optional)""published (optional)"
YesAdmin-only: edit any existing article's title, body, category, or published status, regardless of who created it. No ownership restriction and no classifier. Omit a field to leave it unchanged.
admin_translate_newstool
"api_key (required, admin)""news_id (required)""target_locales (optional; omit for all missing)"
YesAdmin-only: queue server-generated translations for selected missing locales, or omit target_locales to fill every missing language. Existing translations are skipped, and retries are idempotent.
admin_get_news_translation_statustool
"api_key (required, admin)""news_id (required)"
YesAdmin-only: check existing and missing locales plus QUEUED, PROCESSING, COMPLETED, or FAILED state for every translation task. complete=true means all 24 languages exist.

draft_news를 위한 콘텐츠 안전 및 게시 정책

MCP를 통한 뉴스 게시는 고정된, 우회할 수 없는 워크플로우를 따릅니다: 영어로 초안 작성, 분류, 그 후에야 게시 여부와 다른 어떤 언어로 게시할지 결정합니다.

  • 1단계 — 영어 초안 — draft_news는 최종적으로 어떤 언어로 게시하고 싶든 관계없이 항상 기사의 영어 버전을 먼저 만듭니다. 분류와 모든 검토는 이 영어 버전을 진실의 원천으로 삼습니다.
  • 2단계 — 자동 분류 — AI 안전 분류기가 기사를 읽고 'green'(논란의 여지가 없는 것 — 과학, 기술, 비즈니스, 스포츠, 엔터테인먼트, 문화, 건강, 라이프스타일) 또는 'flagged'(당파적 정치, 선거, 전쟁이나 분쟁, 노골적인 폭력, 혐오 발언, 허위 정보, 또는 일반 대중에게 논란이 되거나 분열을 일으킬 가능성이 있는 모든 것)를 반환합니다.
  • green인 경우 — 기사는 즉시 영어로 게시되며 target_locales에 나열한 모든 로케일로도 번역되어 게시됩니다.
  • flagged인 경우 — 기사는 생성되지만 게시되지 않은 상태로 유지됩니다. 도구 호출은 분류기의 근거를 반환합니다. draft_news에 전달할 수 있는 어떤 것도 여기서 게시를 강제하지 않습니다 — 우회 플래그는 없습니다.
  • 3단계 — 검토 및 재제출(선택 사항) — 동일한 news_id와 수정된 제목/본문으로 resubmit_news를 호출하세요. 이는 수정본에 대해 완전히 새로운 분류를 트리거하며 원본과 별개의 독립된 시도로 기록됩니다. 수정본이 이제 green이면 게시되고, 여전히 flagged라면 게시되지 않은 상태로 남아 다시 제출할 수 있습니다.
  • 소유권 — 특정 기사에 대해 처음 draft_news를 호출한 api_key를 가진 계정만 그 기사에 resubmit_news를 호출할 수 있습니다. 다른(유효한 것이라도) api_key는 거부됩니다.
  • 언어는 선택 사항 — target_locales를 생략하면 영어로만 게시됩니다. 원하는 2글자 언어 코드(예: ["de", "ru"])를 전달하면 같은 호출에서 해당 언어로도 번역 및 게시됩니다.
  • Flexible authoring — set content_format to markdown for headings, tables, lists, links, images and code blocks, or html for rich HTML, classes and inline CSS. Markdown is converted to stable HTML on the backend before storage, translation and indexing.
ℹ️

이 과정을 건너뛸 수 없는 이유

분류 게이트는 사람이 모든 기사를 사전에 승인할 필요 없이 누구나 draft_news를 사용할 수 있도록 존재합니다 — 바로 이것이 개방되고 인증되지 않은 콘텐츠 게시 도구를 공개 상태로 두어도 안전하게 만드는 이유입니다.

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target_locales vs. submit_news_translation

target_locales on draft_news/resubmit_news asks Datronis's own server to translate the article for you. submit_news_translation is the opposite: you (the calling AI) write the translated title/body yourself and publish it directly — no server-side translation call happens at all. Use get_missing_news_translations first to find articles that genuinely need a given locale.

Authenticated Tools — Personal Access Tokens

apply_to_job, list_my_resumes, create_resume, update_resume, get_my_applications, draft_news, resubmit_news, submit_news_translation, and all admin_* tools act on your Datronis account, so they need to know who you are. Generate a personal access token from your account settings, then send it either as an Authorization: Bearer HTTP header (preferred) or as the api_key argument on the tool call.

⚠️

Prefer the Authorization header over the api_key argument

If your MCP client lets you configure a header, use Authorization: Bearer <token> on every request instead of passing api_key as a tool argument. An argument has to be reproduced verbatim inside the JSON the calling AI generates for the tool call — which means it passes through the model's own context and shows up in conversation history, tool-call logs, and tracing. A header never does. This isn't theoretical: a real key was corrupted in exactly this way once — the model reconstructing the argument spliced an unrelated local file path into the middle of it. If a header isn't an option in your client, the argument still works (checked second, as a fallback), but treat any key that ever passed through it as more exposed and rotate it more readily.

  • Step 1 — Go to /app/api-keys/ while logged in and click "New Key".
  • Step 2 — Copy the generated key (starts with dtk_) — it's shown only once.
  • Step 3 (preferred) — Configure your MCP client to send Authorization: Bearer dtk_... as an HTTP header on every request.
  • Step 3 (fallback) — If your client can't set custom headers, pass it as api_key in your prompt or tool call instead, e.g. "apply to job X using api_key dtk_...".
  • Revoking — Revoke a key anytime from the same page; it stops working immediately, regardless of which method was used to send it.
ℹ️

One key, every capability

The same personal access token also works with the Datronis Converter API (/api/v1/convert) — you don't need a separate key for MCP tool calls.

⚠️

All admin_* tools need an admin account

The four admin tools check the token owner's account role, not just whether the token is valid. A regular account's token is rejected with "Admin access required" even though it works for non-admin tools. There is no separate admin-specific token type — it is the same personal access token, checked against its account role.

ℹ️

ChatGPT production authentication

The api_key argument is useful for direct/developer-mode testing, but a published authenticated ChatGPT plugin should use the MCP OAuth 2.1 authorization flow. The Datronis token must not be pasted into ordinary prompts; configure authentication at the connection level whenever the client supports it.

Resources

The MCP server also exposes a readable resource — the platform overview documentation — which AI assistants can read to understand the platform before calling tools:

Resource URI
platform://docs/overview

How Sessions Work

The server uses the Streamable HTTP transport (MCP spec 2025-03-26):

  • Step 1 — Client sends POST /api/mcp with an initialize message (no session ID header). Every request, including this first one, must send Accept: application/json, text/event-stream — the server rejects anything else with 406 Not Acceptable.
  • Step 2 — Server creates a session and returns the Mcp-Session-Id header.
  • Step 3 — Client sends a notifications/initialized message (with the Mcp-Session-Id header) to confirm the handshake — the spec-correct next step, expected by well-behaved MCP clients even though this server doesn't currently enforce it.
  • Step 4 — All subsequent tool calls include the Mcp-Session-Id header.
  • Step 5 — Client can open a GET /api/mcp SSE stream for server-initiated notifications.
  • Step 6 — Client sends DELETE /api/mcp to close the session when done.
  • Auto-expiry — Sessions auto-expire after 30 minutes of inactivity.
⚠️

Accept header is required

The server rejects any request that doesn't advertise support for both response formats with 406 Not Acceptable: Client must accept both application/json and text/event-stream. Every request below — not just the first — needs Accept: application/json, text/event-stream alongside Content-Type: application/json.

Manual test with curl
# Step 1: Initialize a session
curl -X POST https://api.datronis.com/api/mcp \
  -H "Content-Type: application/json" \
  -H "Accept: application/json, text/event-stream" \
  -D - \
  -d '{"jsonrpc":"2.0","method":"initialize","id":1,"params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"curl","version":"1.0"}}}'

# Note the Mcp-Session-Id in the response headers, then:

# Step 2: Confirm initialization (expected: 202 Accepted, empty body)
curl -X POST https://api.datronis.com/api/mcp \
  -H "Content-Type: application/json" \
  -H "Accept: application/json, text/event-stream" \
  -H "Mcp-Session-Id: <your-session-id>" \
  -d '{"jsonrpc":"2.0","method":"notifications/initialized"}'

# Step 3: List available tools
curl -X POST https://api.datronis.com/api/mcp \
  -H "Content-Type: application/json" \
  -H "Accept: application/json, text/event-stream" \
  -H "Mcp-Session-Id: <your-session-id>" \
  -d '{"jsonrpc":"2.0","method":"tools/list","id":2}'

# Step 4: Call search_jobs
curl -X POST https://api.datronis.com/api/mcp \
  -H "Content-Type: application/json" \
  -H "Accept: application/json, text/event-stream" \
  -H "Mcp-Session-Id: <your-session-id>" \
  -d '{"jsonrpc":"2.0","method":"tools/call","id":3,"params":{"name":"search_jobs","arguments":{"q":"React","remote_type":"REMOTE","limit":5}}}'

Locale Reference

get_newsget_categorieslocale 매개변수는 1에서 24까지의 숫자를 받습니다. draft_news/resubmit_news는 대신 target_locales에서 2글자 코드(예: "de", "ru")를 사용합니다 — 이 표에 표시된 것과 동일한 코드입니다.

FieldTypeRequiredDescription
1English (en)NoDefault
2Persian / Farsi (fa)NoRTL
3Spanish (es)No
4German (de)No
5Chinese (zh)No
6Russian (ru)No
7French (fr)No
8Arabic (ar)NoRTL
9Hebrew (he)NoRTL
10Japanese (ja)No
11Turkish (tr)No
12Italian (it)No
13Korean (ko)No
14Portuguese (pt)No
15Georgian (ka)No
16Armenian (hy)No
17Indonesian (id)No
18Kazakh (kk)No
19Finnish (fi)No
20Norwegian Bokmål (nb)No
21Dutch (nl)No
22Polish (pl)No
23Swedish (sv)No
24Danish (da)No

Example AI Prompts

Once connected, try these natural language prompts in any MCP-aware AI:

  • "Find remote senior React developer jobs in Europe"
  • "What are the latest tech news articles in English?"
  • "Search for fintech companies actively hiring in London"
  • "How many jobs and companies are on the platform?"
  • "Get the job details for slug 'senior-frontend-engineer-acme-corp'"
  • "List all available news categories"
  • "Apply to the senior-frontend-engineer-acme-corp job using my Datronis account (api_key dtk_...)"
  • "List my resumes on Datronis and tell me which one is my default"
  • "Build me a Datronis resume from my background: 4 years as a backend engineer at Acme (2021-present), B.Sc. Computer Science from TU Berlin, strong in Go and PostgreSQL (api_key dtk_...)"
  • "Datronis에 [주제]에 관한 뉴스 기사를 초안 작성하고 영어와 독일어로 게시해줘 (api_key dtk_...)"
  • "내 마지막 draft_news 호출이 flagged 되었어 — 여기 수정되고 중립적인 버전이 있어, news_id 123으로 다시 제출해줘"
  • "Draft a news article on Datronis about [topic] and publish it in English and German (api_key dtk_...)"
  • "My last draft_news call was flagged — here's a revised, neutral version, resubmit it under news_id 123"
  • "Which published articles on Datronis are still missing a Finnish translation?"
  • "Translate news_id 101 into Finnish and publish it using my api_key"

Schema v1 · Updated September 2026