
Dreamwork
io.github.ponder-surveysPublished by GitHub account ponder-surveysv1.4.4Updated Oct 7, 2026
AI job search agent — browse listings, generate packs, auto-apply
Overview
Lets an assistant search job listings, rank matches, tailor application materials, apply, and track outcomes through the Dreamwork job-search API.
- What you can do
- A thin stdio gateway to the Dreamwork API that exposes public read-only tools (browse_listings, get_listing, get_platform_context, get_upgrade_link) plus account tools for matches, pipeline, resumes, cover letters, outreach, interviews, and applying. Consequential actions such as apply, reply_to_recruiter, set_autopilot, update_autopilot_settings and start_checkout are held on first call and return a confirmationToken that must be sent back with identical arguments. It also ships five prompts, including morning_brief, find_and_prepare, apply_to_prepared, interview_prep and autopilot_setup.
- When to use it
- Use it when you want an assistant to run parts of a job search for one person: browsing and ranking roles, preparing tailored materials, submitting applications, and following replies and interviews over time. Guest mode is enough for read-only listing search; account tools need a key.
- Requirements
- Runs locally over stdio via npx -y @dreamworkhq/mcp (Node.js required); a hosted Streamable HTTP endpoint is also offered. No key is needed for guest mode; account tools need DREAMWORK_API_KEY (format sk_...), and DREAMWORK_API_URL can override the endpoint. Network access to the Dreamwork API is required.
Installation
In SourceWeft
- Open Dreamwork in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
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
Source: apps/mcp/README.md at commit 6a0bc6d
Tools
0Version history
6- v1.4.4LatestOct 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
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts