MCP App Store
by KeenEthics
Lil Sally icon

Lil Sally

By Elegy Labs

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Overview

Lil Sally is a job-hunting agent from Elegy Labs. Tell her what you're after ("software engineering internships in the Bay Area, apply to 20") and she searches company job boards on Greenhouse and Workday, picks the openings that fit, and fills out and submits each application for you, answering the usual questions from your resume and profile. - Watch her work live: a tile for every application she's filling out - See exactly what was sent, with a screenshot of each form and what she entered - Run a search once, or every night while you sleep - Hear about interviews, recruiter messages and offers as soon as they come in Who it's for: students, new grads and anyone applying to lots of roles. How it works: sign in with your Lil Sally account (or make one in a minute). Your resume and profile are the same here as on elegylabs.com. Turn on dry run to have her fill out forms without sending them, so you can check her work first. Limitations: Lil Sally applies on Greenhouse and Workday job sites only. She skips postings she can't complete, such as ones protected by a CAPTCHA, so a search can send fewer applications than requested when there aren't enough suitable openings. Your street address and optional self-identification answers are managed on elegylabs.com.

Tools

add_job

ChatGPT
Queue one specific posting by URL (Greenhouse or Workday link), optionally in a campaign.

answer_question

ChatGPT
Save the user's answer to a pending application question (reused on future forms).

applications

ChatGPT
What Sally sent: each application with company, role, when, and (on the board) the screenshot of the filled form and what she entered. Default: the latest run that sent anything. Pass query (company/title words) or job_ids to pull up specific applications, or run_id for an older run (ids in runs). Skipped postings stay hidden unless include_skipped.

billing

ChatGPT
How many applications (credits) the user has left and recent credit activity. Credits are managed on elegylabs.com.

campaign_results

ChatGPT
One campaign's jobs with their status (sent, filled in dry run, queued, waiting, stopped) and its progress toward the goal.

complete_onboarding

ChatGPT
Mark first-time setup as finished (only while get_status shows first_time_setup).

find_jobs

ChatGPT
Find jobs already in the user's list by company and/or title words (all must match), to get the job_id for send_jobs. Empty query = most recent.

forget

ChatGPT
Delete a saved memory by id (ids are in get_status 'remembered').

get_profile

ChatGPT
The user's profile that application forms read: contact, links, schools, jobs, work eligibility and logistics. Change fields with update_profile. Street address and voluntary self-ID answers (gender, race/ethnicity, veteran, disability, sexual orientation, transgender, pronouns) are only set on the site's Profile page (https://elegylabs.com/sally/app); forms use the answers saved there.

get_resume

ChatGPT
The active resume's text, its versions, and experience the user mentioned that isn't on the resume yet. Use before drafting resume bullets or answering questions about it.

get_status

ChatGPT
Everything at a glance: setup still missing, dry run on/off, applications (credits) left, every campaign with progress, what's running or queued, nightly schedule, and what Sally remembers about the user. Use it before acting on the account. If it includes first_time_setup, the account is new: follow that checklist, ask the user to attach their resume here for upload_resume, then call complete_onboarding.

live

ChatGPT
What Sally is doing this second: each running campaign's progress, every application in flight and its stage, and her thought bubble. The board polls this by itself while she works.

next_steps

ChatGPT
Employers moving the user forward: interviews, phone screens, assessments, offers, recruiters reaching out (from emails to their application address). Newest first. Rejections aren't tracked; employer replies also reach the user's own inbox.

pending_questions

ChatGPT
Application-form questions only the user can answer. Only bring these up if they ask.

remember

ChatGPT
Save one durable fact or preference about the user (things that help applications or the search). Categories: personal: Facts about the candidate (licenses, availability, location, eligibility, contact details); experience: Work, projects, skills, awards or education not on the current resume file; job_search: What they want or don't want in a job (roles, companies, pay, location, schedule); preference: How they want LilSally to behave (tone, how often to report, what to ask first)

run_campaign

ChatGPT
Run an existing campaign now (search + apply). Pass more_applications whenever the user gives a number ('do 20 more' = 20); if it already hit its goal the goal is raised automatically.

search_report

ChatGPT
Why a campaign found few, no, or odd postings: what each recent search returned and why postings were skipped (other places, other titles, closed, unsupported sites). Use before explaining or suggesting a change. Omit campaign_id for the newest campaign.

send_jobs

ChatGPT
Send REAL applications to 1-25 specific jobs (job_ids from find_jobs or campaign_results) right now. No search. Can't be taken back.

send_test

ChatGPT
While dry run is on: send 1-5 real applications once from a campaign's already-found jobs, leaving dry run on for everything else.

set_boards

ChatGPT
Change the DEFAULT boards for every campaign (only when they want it everywhere). For one search, set boards on that campaign instead.

set_dry_run

ChatGPT
Dry run on (forms filled and screenshotted, not sent) or off (real applications go out).

set_schedule

ChatGPT
When the user wakes up (HH:MM 24h), their IANA time zone, and whether overnight employer confirmations wait for wake-up time (morning_delivery, default true).

site_accounts

ChatGPT
Accounts Sally created for the user on job sites (Workday): which site, the email, and whether it's verified. Passwords are only shown on the site (Settings).

skip_jobs

ChatGPT
Skip jobs so Sally never applies to them (skip=true), or put skipped ones back in her queue (skip=false). job_ids from find_jobs or campaign_results.

start_campaign

ChatGPT
Create a campaign and (by default) run it now: Sally finds matching postings and applies to them for real (1 credit each) for the signed-in user, with their own resume and profile; never for anyone else. Pass the user's own words as request; turn them into short title and location keywords (no place named = anywhere). Default 20 applications, or fewer if applications_left is lower. The board then shows each application live; don't poll.

stop

ChatGPT
Stop the run in progress and clear queued sends (stop, pause, cancel, 'that's enough').

update_campaign

ChatGPT
Pause/resume a campaign, change its roles, places, boards or goal, or make it nightly (nightly=true, per_night) or one-time again (nightly=false). target_applications = how many NEW applications from now.

update_memory

ChatGPT
Replace the text of a saved memory.

update_profile

ChatGPT
Save facts the user told you to their profile (what application forms read). education/experience are whole lists. Keys: first_name, last_name, email, phone, city, state, country, linkedin, github, website, school, degree, major, grad_date, gpa, current_company, current_title, skills, education, experience, work_authorized_us, needs_sponsorship, citizenship, willing_to_relocate, earliest_start, salary_expectation, how_heard, over_18, postal_code, work_setting. Street address and voluntary self-ID answers (gender, race/ethnicity, veteran, disability, sexual orientation, transgender, pronouns) are only set on the site's Profile page (https://elegylabs.com/sally/app); forms use the answers saved there.

upload_resume

ChatGPT
Save the resume the user attached in this chat (PDF, Word or text) as their active resume, exactly like uploading it on the site: it's parsed into their profile and kept as a new version. Pass the attached file as resume.

use_resume_version

ChatGPT
Make an earlier resume version the active one (versions are in get_resume). The profile isn't re-read, so their edits there stay.

Capabilities

WritesInteractive

Example Prompts

Click any prompt to copy it.

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