
Dreamwork
io.github.ponder-surveys由 GitHub 帳號 ponder-surveys 發布v1.4.4更新於 Oct 7, 2026
AI job search agent — browse listings, generate packs, auto-apply
概覽
讓助理透過 Dreamwork 求職 API 搜尋職缺、排序媒合、客製申請文件、投遞並追蹤結果。
- 可以做什麼
- 這是連接 Dreamwork API 的輕量 stdio 閘道,提供公開唯讀工具(browse_listings、get_listing、get_platform_context、get_upgrade_link),以及用於媒合、流程看板、履歷、求職信、外聯、面試與投遞的帳戶工具。apply、reply_to_recruiter、set_autopilot、update_autopilot_settings 和 start_checkout 等有後果的操作首次呼叫會被保留,回傳 confirmationToken,需以相同參數送回才會執行。另提供五個提示詞,包括 morning_brief、find_and_prepare、apply_to_prepared、interview_prep 和 autopilot_setup。
- 適用情境
- 適合讓助理為一個人執行求職流程的部分工作:瀏覽與排序職缺、準備客製文件、送出申請,並持續追蹤回覆與面試。只做唯讀職缺搜尋時訪客模式即可;帳戶工具需要金鑰。
- 執行需求
- 透過 npx -y @dreamworkhq/mcp 以 stdio 在本機執行(需要 Node.js);也提供託管的 Streamable HTTP 端點。訪客模式不需金鑰;帳戶工具需要 DREAMWORK_API_KEY(格式 sk_...),可用 DREAMWORK_API_URL 覆寫端點。需要能連線 Dreamwork API 的網路。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Dreamwork,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
README
@dreamworkhq/mcp
MCP server for Dreamwork: job-search tools for AI agents. Any MCP client (Claude Desktop, Cursor, the MCP Inspector) can use it to find roles, rank them, tailor applications, apply, and track outcomes for one person over time.
This server is a thin gateway: it calls the Dreamwork API over HTTPS and holds no database access of its own. Transport is stdio, and stdout carries only JSON-RPC frames.
Install
There is no install step. MCP clients run it on demand with npx. The examples below use npx -y @dreamworkhq/mcp.
No key or account is needed to start. Without DREAMWORK_API_KEY the server
runs in free guest mode, where your agent can search and read every listing.
The env blocks below are optional; add a key when you want the account
tools (see Guest mode and API keys).
Configure
Claude Desktop
Add an entry to your claude_desktop_config.json
(~/Library/Application Support/Claude/claude_desktop_config.json on macOS):
Restart Claude Desktop after editing. Put credentials in the env block. Do not
wrap command in a shell or an env-loader such as dotenvx run -- …: on a stdio
server, any banner the wrapper prints to stdout corrupts the JSON-RPC stream and
hangs tool calls.
Cursor and other clients
Any stdio MCP client works. Cursor uses the same config shown above: point the
command at npx -y @dreamworkhq/mcp and pass DREAMWORK_API_KEY in the
environment. To check the setup with the Inspector:
Hosted endpoint
Dreamwork also serves these tools over Streamable HTTP at
https://mcp.dreamworkhq.com/mcp. In claude.ai, Claude Desktop, or ChatGPT,
add that URL as a custom connector and sign in to Dreamwork. There is nothing
to install and no key to paste. The consent screen asks which scopes the
connector gets.
Clients that set request headers can send an API key to the same URL instead. In Claude Code:
Guest mode and API keys
Guest mode is free and needs no account. With no key set, the server starts in
guest mode and exposes the public, read-only tools: browse_listings,
get_listing, get_platform_context, and get_upgrade_link. The server tells
the agent it is in guest mode, so the agent can say what works now. Account
tools answer with a short "No API key" message that lists the steps to get one.
The hosted endpoint does the same for its handshake. initialize and
tools/list succeed with no sign-in, and those four tools run. Every account
tool, and any other method, answers 401 with WWW-Authenticate so a
connector can sign in with OAuth. A bearer the API rejects is that same 401.
An API key needs a free account. Matches ranked against your resume, saved jobs,
tailored materials, the pipeline, recruiter mail, and applying need an API key.
Any Dreamwork account can generate one, including the free plan. Your plan sets
the key's rate limit and usage allowances. Sign in at
dreamworkhq.com, open Profile, then MCP (or use
the Get a key button on the Agents page), then set the key as
DREAMWORK_API_KEY (format sk_...) and restart your MCP client.
When you generate a key you choose what it may do: read, write, apply, send mail. The profile page starts with all four selected; uncheck anything your agent should not do. A key can do less than you can, never more.
Environment variables
JOBLESS_API_TOKEN and JOBLESS_API_URL are still accepted as backward-compatible
aliases for DREAMWORK_API_KEY and DREAMWORK_API_URL; prefer the DREAMWORK_
names for new configs.
Telemetry
To measure usage, the server generates an anonymous random install id (a
UUID) on first run and stores it under your OS state directory
($XDG_STATE_HOME/dreamwork/install-id, ~/.local/state/dreamwork/install-id on
Linux/macOS, or %LOCALAPPDATA%\dreamwork\install-id on Windows). It is a random
value, never derived from your hostname, username, or any machine attribute. It
counts unique installs of guest (unauthenticated) usage. It is written at
runtime on your machine, never at build or publish time.
Opt out by setting either environment variable:
DREAMWORK_TELEMETRY=0(alsofalse/no/off)DO_NOT_TRACK=1(the standard opt-out; alsotrue/yes/on)
With telemetry disabled, no install id is generated, read, or sent.
Tools
The typical flow: browse the public index, save roles to the pipeline, tailor
materials, apply, then track replies and interviews. Call
get_platform_context first. It describes what Dreamwork can do, so the agent
picks the right workflow.
Public (no key):
browse_listings, get_listing, get_market_pulse, get_platform_context, get_top_hiring_companies, get_upgrade_link
Assistant actions: one tool per capability in Dreamwork's assistant registry, each running through the same authorization ladder and receipt ledger the on-site assistant uses. A consequential one holds on its first call, answering with a summary and a confirmationToken; send that token back with identical arguments to go ahead.
apply, cancel_apply, confirm_hypothesis, dismiss_match, edit_answer, edit_cover_letter, edit_resume, forget_hypothesis, format_resume, generate_pack, get_application_documents, get_application_readiness, get_application_status, get_autopilot_settings, get_autopilot_status, get_career_record, get_communication_preferences, get_inbox, get_job, get_pack_status, get_pipeline, get_preferences, get_resume_download_link, get_resume_work_history, get_task, get_unread_reminders, get_updates_since, get_usage, import_job, list_dismissed_matches, list_matches, list_tasks, mark_applied_offsite, mark_messages_read, move_pipeline, parse_preferences_text, prepare_applications, remember_hypothesis, replace_application_document, reply_to_recruiter, restore_match, restore_material, save_application_answers, save_job, set_autopilot, start_checkout, strengthen_application, undo_last, update_autopilot_settings, update_communication_preferences, update_preferences
Direct product tools: routes with no registry action behind them.
add_contact, add_jobs, generate_outreach, generate_resume, get_application_materials, get_generated_resumes, get_profile, get_stats, list_contacts, list_interviews, reopen_application_materials, update_application_materials, update_profile, upload_resume
The server also offers five prompts, which hosts such as Claude Desktop and
Claude Code show as commands: morning_brief (what changed since you last
checked), find_and_prepare (search, pick, prepare materials),
apply_to_prepared (fill any missing answers, review, apply with
confirmation), interview_prep, and autopilot_setup.
Notes on a few tools:
- No tool sends mail or submits an application on its first call.
apply,reply_to_recruiter,set_autopilot,update_autopilot_settingsandstart_checkoutreturnheldwith a summary and aconfirmationToken, and act only when you send that token back with identical arguments. - 1.3.0 removed the 1.2.0 tools a registry action replaced:
search_jobsandlist_applications(useget_pipeline;browse_listingssearches the index),apply_to_job(apply),add_listing_to_pipeline(save_job),skip_job(dismiss_match), andsend_outreach. Replies and resubmissions go throughreply_to_recruiterandapply. - Releases after 1.5.1 no longer include
list_escalationsandresolve_escalation, and the hosted server no longer offers them. Dreamwork no longer hands an application back to you as an escalation, so there is nothing for them to list or resolve. update_application_materialsandreopen_application_materialsare open to the Applications rollout cohort the API admits; outside it they return the API's own refusal.get_statsaggregates the signed-in candidate's own pipeline, so it needs a key like the rest.
Key scopes
An API key carries scopes, chosen when you generate it:
A scope gates every path to the act, direct routes included.
write is the floor for changing anything: a key without it is refused on any
request that is not a GET, HEAD, or OPTIONS, so a read key cannot rewrite
a profile or move the board by calling the route directly. A key without
apply is refused at apply, and also at
POST /jobs/:id/apply, the turbo-apply routes and the escalation routes. A key
without send is refused at reply_to_recruiter, at
POST /outreach/send and at POST /conversations/:id/reply. A direct call
answers 403 with
api_key_scope_required, the scope it wants, and a message saying what to do;
an assistant action answers action_not_authorized with the same next step.
A key can never manage keys, rotate the session token, or delete the account.
Those answer 403 session_required whatever it holds.
The profile page preselects all four scopes, and a key request that names no scopes gets read and write. A key created before scopes existed keeps everything it could already do.
Troubleshooting
- Tool calls hang / time out, but the handshake succeeds. Something is
writing non-JSON-RPC bytes to stdout. Make sure
commandisn't wrapped in an env-loader or shell that prints a banner, and update to the latest version (npx -y @dreamworkhq/mcp@latest; clear the npx cache withrm -rf ~/.npm/_npxif an old build is cached). stdout must carry only protocol frames. All server logging goes to stderr. - Every account tool says "No API key".
DREAMWORK_API_KEYisn't reaching the process. Confirm it's in theenvblock of your client config. - Every account tool says "API key rejected". The key reached the server,
but it has expired or been revoked. Create a new one under Profile, then MCP,
replace
DREAMWORK_API_KEYwith it, and restart your MCP client. - Apply returns
missing_onboarding_fieldsormissing_profile_fields. The tool reports the missing fields and the Dreamwork path that fixes each one. Complete those details in Dreamwork before retrying; the failed request has not started an application.
Development
The stdio entrypoint is src/stdio.ts; tool definitions live in
src/mcp.ts; the HTTP API client is src/client.ts.
The server reads configuration from the process environment only. It does not
load a .env file. For local development export the vars in your shell (e.g.
DREAMWORK_API_URL=http://127.0.0.1:3000 pnpm --filter @dreamworkhq/mcp stdio).
Package-boundary decisions, tool-registration conventions
(registerDreamworkTool), error/versioning rules, and deferred review triggers
are recorded in ARCHITECTURE.md. The tool catalog above is
drift-checked against the registered tools by test/tool-catalog.test.ts.
License
MIT
來源:apps/mcp/README.md,提交 6a0bc6d
工具
0版本歷史
6- v1.4.4最新Oct 6, 2026
- v1.4.3Oct 1, 2026
- v1.4.2Oct 1, 2026
- v1.4.1Sep 30, 2026
- v1.3.0Sep 29, 2026
- v1.2.0Sep 16, 2026
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