Sprout AI Job Search data API

Sprout - AI Job Search is Magnifex's candidate Android app for people who want an agent to hunt and apply on their behalf rather than browse a board all day. Version 2.0.14 signs in with Apple, Google, or email/password so the same account works on the phone and the matching web client. After sign-in, a wizard captures job-search status, target titles and types, minimum salary, locations (city for on-site roles, country for country-wide search), experience level, and EEO fields such as citizenship, veteran and disability status; onboarding then asks for a resume upload plus toggles for AI resume, AI cover letter and AI outreach. The home tab is a swipe deck of personalized matches with new roles added daily; swipe-right cards land on the Applications tab, where the user reviews AI-written resumes and cover letters, answers resume-gap questions, and only then lets Sprout submit. Profile holds a professional blueprint (overview, skills, work experience, education, certifications, languages), saved searches, documents, workspace, Gmail connect so recruiter replies land in a tagged inbox (or a proxy email if Gmail is disconnected), and LinkedIn-outreach eligibility. Credits meter applications — one extra credit per application that needed a successful search — with in-app alerts and support. English copy and US-style EEO onboarding point at a white-collar US job-search niche rather than a high-volume public board.

Nested job_applications records carry the posting's jobTitle and companySize, a tailored resume keyed by source_resume_id, cover letters, job_fit_factors and resume-gap qa_items whose change_proposals write back onto workExperience. Eligibility patches supply citizenshipStatus and disabilityStatus before the row can leave review; a successful outbound apply stamps submittedAt and decrements remainingCredits, while an expired posting refunds the extra search credit. Saved searches hold a query string or up to five queries together with workLocations and jobTypes, scoped to the blueprint at active_professional_profile_id.

Coach dashboards, resume-gap inboxes and recruiter-reply CRMs read that pipeline — review through submitted, Gmail unread employer tags, LinkedIn-outreach eligible — and openData Studio turns it into callable open data.

Screenshots

API surface

The endpoints and request/response examples below are reconstructed from the app's interface — illustrative, not a live capture.

Sign in and session

POST /v1/candidate/session osint

Issues the session JWT used by later Sprout calls after email/password, Google, or Apple sign-in.

Auth: Email/password, Google or Apple identity token, or a refresh token. Later calls send Authorization: Bearer <access_token> plus an API-key header.

access_token
refresh_token
token_type
expires_in
user
id
email
app_metadata
provider

POST /v1/candidate/session HTTP/1.1
X-Api-Key: <api-key>
Content-Type: application/json

{
  "email": "[email protected]",
  "password": "<redacted>"
}

{
  "access_token": "<jwt>",
  "refresh_token": "<refresh>",
  "token_type": "bearer",
  "expires_in": 3600,
  "user": {
    "id": "usr_8c21",
    "email": "[email protected]",
    "app_metadata": {"provider": "google"}
  }
}

Swipe job matches

GET /v1/matches/deck opendata

Feeds the home swipe deck of personalized job matches (title, company-size band, saved-search id, location).

Auth: Authorization: Bearer <access_token> plus an API-key header.

items
id
jobTitle
companySize
search_id
locations
city
countryCode

GET /v1/matches/deck HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Accept: application/json

{
  "items": [{
    "id": "job_4412",
    "jobTitle": "Staff Backend Engineer",
    "companySize": "11-50 employees",
    "search_id": "ss_18",
    "locations": [{"city": "Austin", "countryCode": "US"}]
  }]
}

Record a swipe decision

POST /v1/matches/decisions opendata

Records a left skip or right-apply on a match card; a right swipe creates a job_applications row that then appears on the Applications tab.

Auth: Authorization: Bearer <access_token> plus an API-key header.

id
job_id
direction
search_id
job_application_id

POST /v1/matches/decisions HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_id": "job_4412",
  "direction": "right",
  "search_id": "ss_18"
}

{
  "id": "swipe_9021",
  "job_id": "job_4412",
  "direction": "right",
  "search_id": "ss_18",
  "job_application_id": "app_7731"
}

List job applications

GET /v1/agent/apply-pipeline opendata

Loads the Applications tab: each swipe-right row nested with the job, tailored resume, cover letter, timeline events, fit-factor analysis and resume-gap Q&A.

Auth: Authorization: Bearer <access_token> plus an API-key header.

id
status
job
jobTitle
locations
countryCode
resumes
source_resume_id
cover_letters
events
analyses
job_fit_factors
qa_items
change_proposals
workExperience

GET /v1/agent/apply-pipeline?include=job,resumes,coverLetters,events,analyses HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Accept: application/json

{
  "id": "app_7731",
  "status": "review",
  "job": {
    "id": "job_4412",
    "jobTitle": "Staff Backend Engineer",
    "locations": [{"city": "Austin", "countryCode": "US"}]
  },
  "resumes": [{"id": "res_19", "source_resume_id": "res_base_3"}],
  "cover_letters": [{"id": "cl_44"}],
  "events": [],
  "analyses": [{
    "id": "an_9",
    "job_fit_factors": [{"factor": "stack", "score": 0.86}],
    "qa_items": [{
      "question": "Gap in 2023?",
      "change_proposals": [{"field": "workExperience", "proposed": "Contract work at Northwind"}]
    }]
  }]
}

Submit application review
POST /v1/applications/approve opendata
Approves the AI-generated resume and cover letter on the review screen so Sprout can submit the application.
Auth: Authorization: Bearer <access_token> plus an API-key header.
- job_application_id
- source_resume_id
- selected_cover_letter_id
- id
- status
- remainingCredits
```
POST /v1/applications/approve HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_application_id": "app_7731",
  "source_resume_id": "res_base_3",
  "selected_cover_letter_id": "cl_44"
}
```
```
{
  "id": "app_7731",
  "status": "submitted",
  "remainingCredits": 41
}
```

Submit resume-gap answer

POST /v1/applications/gap-answers opendata

Posts the candidate's answer to a resume-gap question raised by job_application_analysis_qa before the application can leave review.

Auth: Authorization: Bearer <access_token> plus an API-key header.

job_application_id
qa_item_id
answer
status
change_proposals
field
proposed
workExperience

POST /v1/applications/gap-answers HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_application_id": "app_7731",
  "qa_item_id": "qa_12",
  "answer": "Contract frontend work at Northwind, Mar–Nov 2023"
}

{
  "qa_item_id": "qa_12",
  "status": "answered",
  "change_proposals": [{"field": "workExperience", "proposed": "Contract frontend, Northwind, 2023"}]
}

Provide missing application info

POST /v1/applications/eligibility opendata

Supplies missing eligibility fields the posting still needs — citizenship, veteran and disability answers collected on onboarding — so the application can leave review.

Auth: Authorization: Bearer <access_token> plus an API-key header.

job_application_id
id
status
citizenshipStatus
disabilityStatus

POST /v1/applications/eligibility HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_application_id": "app_7731",
  "citizenshipStatus": "us_citizen",
  "disabilityStatus": "prefer_not_to_say"
}

{
  "id": "app_7731",
  "status": "review",
  "citizenshipStatus": "us_citizen",
  "disabilityStatus": "prefer_not_to_say"
}

Mark application submitted

POST /v1/applications/complete opendata

Flips an approved application to submitted and appends a job_application_events row once the outbound apply succeeds; remainingCredits reflects the extra credit spent on a successful search.

Auth: Authorization: Bearer <access_token> plus an API-key header.

job_application_id
id
status
submittedAt
remainingCredits
events
type
at

POST /v1/applications/complete HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_application_id": "app_7731",
  "submittedAt": "2026-10-11T15:04:00Z"
}

{
  "id": "app_7731",
  "status": "submitted",
  "submittedAt": "2026-10-11T15:04:00Z",
  "remainingCredits": 41,
  "events": [{"type": "submitted", "at": "2026-10-11T15:04:00Z"}]
}

Release pending reviews
POST /v1/applications/release-queue opendata
Clears applications that were held for document or resume-gap review so they can leave the review queue.
Auth: Authorization: Bearer <access_token> plus an API-key header.
- job_application_ids
- released
- status
```
POST /v1/applications/release-queue HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_application_ids": ["app_7731", "app_7732"]
}
```
```
{
  "released": ["app_7731", "app_7732"],
  "status": "released"
}
```

Transfer profile onto application

POST /v1/applications/tailor-docs opendata

Re-runs AI resume and cover-letter generation against the professional profile for one application.

Auth: Authorization: Bearer <access_token> plus an API-key header.

job_application_id
source_resume_id
resume_id
cover_letter_id
status

POST /v1/applications/tailor-docs HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_application_id": "app_7731",
  "source_resume_id": "res_base_3"
}

{
  "resume_id": "res_20",
  "cover_letter_id": "cl_45",
  "source_resume_id": "res_base_3",
  "status": "ok"
}

Professional profile blueprint

GET /v1/profiles/blueprint osint

Returns the professional blueprint the agent tailors from: overview entries (work, education, skills) and profile URLs, scoped to the active profile.

Auth: Authorization: Bearer <access_token> plus an API-key header.

id
active_professional_profile_id
professionalTitle
statusText
entries
kind
details
companySize
title
urls
label
url
workExperience

GET /v1/profiles/blueprint?include=entries,urls HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Accept: application/json

{
  "id": "pp_4",
  "active_professional_profile_id": "pp_4",
  "professionalTitle": "Staff Engineer",
  "statusText": "open",
  "entries": [{
    "id": "ent_88",
    "kind": "workExperience",
    "details": [{"companySize": "11-50 employees", "title": "Staff Engineer"}]
  }],
  "urls": [{"label": "LinkedIn", "url": "https://www.linkedin.com/in/example"}]
}

Activate professional profile
POST /v1/profiles/activate osint
Switches the active professional blueprint so jobs, searches and resumes are scoped to the profile the candidate picks.
Auth: Authorization: Bearer <access_token> plus an API-key header.
- professional_profile_id
- active_professional_profile_id
- professionalProfileId
- statusText
```
POST /v1/profiles/activate HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "professional_profile_id": "pp_4"
}
```
```
{
  "active_professional_profile_id": "pp_4",
  "professionalProfileId": "pp_4",
  "statusText": "open"
}
```

Upload source resume

POST /v1/documents/upload-url opendata

Mints a signed upload URL for the candidate's source PDF; later tailored resumes point at this row via source_resume_id.

Auth: Authorization: Bearer <access_token> plus an API-key header.

filename
contentType
signedUrl
resume_id
source_resume_id
status

POST /v1/documents/upload-url HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "filename": "alex-resume.pdf",
  "contentType": "application/pdf"
}

{
  "signedUrl": "/v1/documents/put/res_base_3",
  "resume_id": "res_base_3",
  "source_resume_id": null,
  "status": "uploaded"
}

Saved searches
GET /v1/searches opendata
Lists the saved search filters (a query string or up to five query strings, locations, job types) that drive the swipe deck.
Auth: Authorization: Bearer <access_token> plus an API-key header.
- id
- queries
- workLocations
- city
- countryCode
- jobTypes
```
GET /v1/searches HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Accept: application/json
```
```
{
  "id": "ss_18",
  "queries": ["staff backend", "platform engineer"],
  "workLocations": [{"city": "Austin", "countryCode": "US"}],
  "jobTypes": ["full_time"]
}
```
Suggested work locations
GET /v1/geo/suggestions opendata
Autocomplete for the location wizard: city for on-site roles or country for country-wide search, written onto saved-search workLocations.
Auth: Authorization: Bearer <access_token> plus an API-key header.
- suggestions
- city
- countryCode
- label
```
GET /v1/geo/suggestions?q=Aus HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Accept: application/json
```
```
{
  "suggestions": [{
    "city": "Austin",
    "countryCode": "US",
    "label": "Austin, TX, United States"
  }]
}
```
Gmail accounts and inbox counts
GET /v1/inbox/counts opendata
Powers the Emails tab: Gmail connection state and unread counts for employer/recruiter threads tagged per application.
Auth: Authorization: Bearer <access_token> plus an API-key header.
- connected
- accounts
- email
- provider
- unread
```
GET /v1/inbox/counts HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Accept: application/json
```
```
{
  "connected": true,
  "accounts": [{"email": "[email protected]", "provider": "gmail"}],
  "unread": 3
}
```
LinkedIn outreach eligibility
GET /v1/outreach/eligibility osint
Tells the AI-outreach toggle whether this profile may send LinkedIn messages as part of an application.
Auth: Authorization: Bearer <access_token> plus an API-key header.
- eligible
- reason
```
GET /v1/outreach/eligibility HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Accept: application/json
```
```
{
  "eligible": true,
  "reason": null
}
```

Regenerate outreach message

POST /v1/outreach/drafts osint

Rewrites the LinkedIn outreach note attached to one application after the eligibility check passes.

Auth: Authorization: Bearer <access_token> plus an API-key header.

job_application_id
message
status

POST /v1/outreach/drafts HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_application_id": "app_7731"
}

{
  "job_application_id": "app_7731",
  "message": "Hi — I applied for Staff Backend Engineer and would welcome a chat.",
  "status": "ok"
}

Report a job posting

POST /v1/listings/flags opendata

Submits a candidate report on a swipe-deck posting (closed, spam, or other).

Auth: Authorization: Bearer <access_token> plus an API-key header.

id
job_id
reason
details
status

POST /v1/listings/flags HTTP/1.1
Authorization: Bearer <access_token>
X-Api-Key: <api-key>
Content-Type: application/json

{
  "job_id": "job_4412",
  "reason": "closed",
  "details": "Posting already filled"
}

{
  "id": "rpt_12",
  "job_id": "job_4412",
  "reason": "closed",
  "status": "submitted"
}

Data categories

job matches
applications
resumes and cover letters
professional profiles
saved searches
application credits
recruiter email

Where teams use this data

Agent apply-pipeline dashboard
A job-search ops tool pages job_applications with nested jobs, resumes, cover_letters, job_fit_factors and qa_items so a coach can see which swipe-right cards are still in review versus submitted.
Resume-gap coaching inbox
A career-coach product reads job_application_analysis_qa plus profile_change_proposals, posts answers, and writes the accepted workExperience back onto professional_profile_entries.
Credit and search telemetry
A billing bot watches remainingCredits against user_saved_searches runs, flagging when a multi-query search is about to spend the extra per-application credit and when an expired posting refunds it.
Recruiter-reply CRM
A lightweight CRM joins Emails-tab unread employer tags with mark-submitted events so follow-ups attach to the same job_application_id the swipe created.

Frequently asked questions

What does a Sprout job application record contain?

Each job_applications row nests the jobs posting and job_locations, tailored resumes (source_resume_id points at the uploaded PDF), cover_letters, job_application_events, and job_application_analyses with job_fit_factors plus qa_items and profile_change_proposals.

How does Sprout authenticate the candidate?

Sign-in accepts email/password, Google, or Apple. Later calls send Authorization: Bearer plus an API-key header; the same account also signs into the matching web client.

How are application credits charged?

remainingCredits meters swipe-right applies. Client copy states that a successful search uses one extra credit per application, and an expired posting issues the credit back.

Where do recruiter replies show up?

The Emails tab reads inbox counts after Connect Gmail. Replies are tagged per application in the candidate's Gmail; disconnecting Gmail switches new applies to a proxy (Sprout-given) email address.

Apps similar to Sprout - AI Job Search

LazyApply — LazyApply is an AI job-search tool that autofills applications and submits them on boards such as LinkedIn, Indeed, Greenhouse, Dice and ZipRecruiter in the USA and Canada.
Simplify — Simplify is an AI job-search platform that matches seekers to roles, tailors resumes, and can autofill and submit applications from a single profile.
LoopCV — LoopCV lets a job seeker upload a CV once and then auto-apply to matching openings on LinkedIn, Indeed, Glassdoor and other boards.
Huntr — Huntr is a job-search workspace that tracks applications, builds AI resumes and cover letters, and autofills application forms in one click.
Indeed Job Search — Indeed is an American multinational employment website for job listings, launched in 2004 and available in over 60 countries and 28 languages.
LinkedIn: Community & Network — LinkedIn is a business and employment-oriented social network where job seekers post CVs, employers post listings, and members manage a professional identity.
Job Search by ZipRecruiter — ZipRecruiter is an American employment marketplace, headquartered in Santa Monica, that lets job seekers search US openings and apply from the site.
Glassdoor | Jobs & Careers — Glassdoor is an American jobs and careers app, owned by Indeed, that publishes company ratings and reviews from current and former employees alongside listings.

More Jobs & Careers apps

Topics

Sprout AI Job Search API
Magnifex Sprout
job_applications
job_fit_factors
AI cover letter
saved searches
application credits
AI job agent

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Sprout AI Job Search data API

Screenshots

API surface

Sign in and session

Swipe job matches

Record a swipe decision

List job applications

Submit application review

Submit resume-gap answer

Provide missing application info

Mark application submitted

Release pending reviews

Transfer profile onto application

Professional profile blueprint

Activate professional profile

Upload source resume

Saved searches

Suggested work locations

Gmail accounts and inbox counts

LinkedIn outreach eligibility

Regenerate outreach message

Report a job posting

Data categories

Where teams use this data

Agent apply-pipeline dashboard

Resume-gap coaching inbox

Credit and search telemetry

Recruiter-reply CRM

Frequently asked questions

Apps similar to Sprout - AI Job Search

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apna - Search Job, Vacancy App

Bumeran

Captcha Entry: Typing Job work

Clickworker

Topics

Need this app's data API integrated?

Sprout AI Job Search data API

Screenshots

API surface

Sign in and session

Swipe job matches

Record a swipe decision

List job applications

Submit application review

Submit resume-gap answer

Provide missing application info

Mark application submitted

Release pending reviews

Transfer profile onto application

Professional profile blueprint

Activate professional profile

Upload source resume

Saved searches

Suggested work locations

Gmail accounts and inbox counts

LinkedIn outreach eligibility

Regenerate outreach message

Report a job posting

Data categories

Where teams use this data

Agent apply-pipeline dashboard

Resume-gap coaching inbox

Credit and search telemetry

Recruiter-reply CRM

Frequently asked questions

Related apps

Apps similar to Sprout - AI Job Search

More Jobs & Careers apps

apna - Search Job, Vacancy App

Bumeran

Captcha Entry: Typing Job work

Clickworker

Topics

Need this app's data API integrated?