Stop guessing. Know your signal, find the room, meet who hires.

Rolemate turns your GitHub into verified proof of skill, surfaces the events where the right people are, tells you who to meet before you arrive, and drafts the warm message that opens doors. You handle the human part. We handle everything else.

One person, both sides, liveBuild once, no applying
Claude CodeRolemate MCP connected
North star, distributed ML infrastructure
distributed-rate-limitervector-search-apirealtime-collab-crdtinference-cache-layer

Sliding-window limiter, Redis Lua, backpressure

changes staged
Every thread, real work verified into signal
Acme AIHiring desklive
Senior Backend Engineer
Ranked by verified competence
Threshold 90
K
K. Okonkwo
infra, 6y
96
S
S. Reyes
backend, 4y
92
Interview threshold 90
A
A. Haidar
platform, 5y
89
M
M. Duarte
systems, 3y
85
T
T. Cole
backend, 2y
80
You
You
building now
78
You, rank 6 of 6, climbing

CANDIDATES

applicantsstopoptimizing
foranoutdated
resume-centeredhiringsystem
CANDIDATES
BUSINESSES

The hiring market is broken for people who actually build things.

Cold applications, unread résumés, and zero follow-through at events. The numbers below show exactly how broken. Rolemate flips every one of them.

more likely to be hired via a warm intro than through a job board application

Pinpoint, 4.5M applications analyzed
4.77%

average LinkedIn InMail response rate for engineers, the lowest of any profession

Belkins, 20M+ outreach study
1,000+

résumés hit a single tech role, real work buried before a human looks

Averity 2024
61%

of candidates are ghosted after a job interview, up 9 points year over year

Glassdoor, 2024
56 days

average time to fill an engineering role in the US, costing $60K in vacancy

DockYard, 2024
70–80%

of the best roles are filled through networking or before a public posting goes live

ERIN, Jobvite Recruiter Nation Report

From GitHub to the room. End to end.

01

Your GitHub already shows what you can build.

One verified Signal Score a hiring manager trusts in 30 seconds. It reads like proof because it is: built from the work itself, not from résumé keywords.

Signal score, github.com/you47 repos
Code quality
Architecture
Real-world impact
Collaboration
Reliability
Signal score
86/100
Strong, top 12%
02

Know which room to walk into.

Rolemate centralizes every event platform and ranks them by founder density, hiring intent, and your Signal profile. You see which room has the right people before you leave the house.

Events, this week19 ranked
Cerebral Valley AI Night
AI/ML
Thu
YC Founders Mixer
Startup
Fri
AI Engineer Summit
Infra
Sat
Best match
Cerebral Valley, 14 founders in your exact field attending Thursday
03

Know exactly who to find when you get there.

Before every event, Rolemate surfaces the three people most worth meeting, ranked by shared code, mutual connections, and hiring intent. Show up knowing who to find.

Top people to meetCerebral Valley, Thu
AC
Alex Chen
ML Eng, OpenAI
91
PK
Priya K.
Founder, stealth
88
MK
Marcus Kim
Partner, a16z
84
Ranked by shared code, mutual connections, and hiring intent
04

Outreach worth opening.

Rolemate drafts outreach from real shared context, a repo you both touched, a mutual connection, a talk you both attended. Warm intros convert 8.6× better than cold messages. Rolemate makes every intro warm.

Drafted for youAlex Chen, OpenAI
Subject: Cerebral Valley Thursday, quick connect?

Hi Alex, we both contributed to transformer scaling research and I noticed you’re speaking Thursday at Cerebral Valley.

I’m building distributed ML infra and would love 5 minutes before your session.

Based on 3 shared projects, 2 mutual connections
EditSend →

Every step of the job search, rebuilt.

Event discovery
Traditional
Scroll Luma + Eventbrite manually, no signal ranking
Rolemate
Centralized + ranked by founder density + your GitHub signal
Who to meet
Traditional
No idea. Maybe browse the attendee list
Rolemate
Top 3 people, pre-ranked by shared work + hiring intent
Outreach
Traditional
Cold LinkedIn InMail, 4.77% reply rate for engineers
Rolemate
Warm message with real context, 8.6× higher conversion
Job proof
Traditional
Résumé keywords, buried under 1,000+ per role
Rolemate
Signal Score on real code, reviewed in 30 seconds
Time to signal
Traditional
44–56 days to fill a role, months from candidate side
Rolemate
Minutes, scored the moment they connect GitHub
The shift
7 mo.

AI task-completion ability doubles every 7 months

2019tasks AI completes at 50%~2 sec
2024tasks AI completes at 50%~50 min
2026tasks AI completes at 50%12 hrs+

METR, 2025

Every application, cover letter, and interview answer can now be AI-polished in minutes. That is the floor. There is no going back. Any hiring signal built on how well someone presents is broken.

The signal that survives: verified history. AI can generate any output in an afternoon. Verified history is different. Genuine commit patterns across months of real projects, real collaborations, actual decisions in actual code: that record cannot be manufactured at scale. Rolemate reads it.

Most platforms get noisier as they scale. Rolemate inverts this: more candidates spending time building means fewer optimizing résumés, and every profile a hiring manager reviews is verified.

The signal collapse

$270M raised into AI talking to AI.

AI résumé coaches. Mass-application tools. Automated screeners. Every dollar widened the proof gap. No verified work. Just AI reviewing AI.

Both sides of the hire.

Score your GitHub →