REPOGEO REPORT · LITE

vanshb03/New-Grad-2027

Default branch dev · commit df6bd92b · scanned 5/20/2026, 3:07:58 PM

GitHub: 2,337 stars · 67 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

27 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

1 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface vanshb03/New-Grad-2027, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Clarify the target year discrepancy in the README

Why:

COPY-PASTE FIX

Add this sentence prominently in the README's introductory section: `Please note: While the repository name includes "2027", this resource is specifically curated for 2025 and 2026 new graduates seeking entry-level software, tech, CS, PM, and quant jobs.`

highreadme#2

Reposition README H1 and opening paragraph for immediate clarity and active status

Why:

CURRENT

# New Grad Positions by V
Use this repo to share and keep track of entry-level software, tech, CS, PM, quant jobs for 2025 & 2026 new graduates.

COPY-PASTE FIX

# 2025 & 2026 New Grad Job Tracker: SWE, Quant, PM Roles (US/CA/Remote)
This actively maintained repository provides a comprehensive, collaborative list of entry-level Software Engineering (SWE), Quant, and Product Manager (PM) full-time roles for 2025 and 2026 new graduates, specifically for positions in the United States, Canada, or Remote.

mediumtopics#3

Expand topics to include specific resource types and job categories

Why:

CURRENT

college, fulltime, jobs, newgrad, newgrad-roles, university

COPY-PASTE FIX

college, fulltime, jobs, newgrad, newgrad-roles, university, job-list, job-tracker, career-resources, entry-level-jobs, software-engineering-jobs, quant-jobs, product-manager-jobs

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface vanshb03/New-Grad-2027

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LinkedIn Jobs

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LinkedIn Jobs · recommended 2×
Handshake · recommended 2×
Levels.fyi New Grad & Internship Tracker · recommended 1×
Built In [City Name] · recommended 1×
Google Careers · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive list of 2025 and 2026 new grad tech roles?
you: not recommended
AI recommended (in order):
1. Levels.fyi New Grad & Internship Tracker
2. LinkedIn Jobs
3. Handshake
4. Built In [City Name]
5. Google Careers
6. Microsoft Careers
7. Meta Careers
8. Amazon Jobs
9. Apple Careers
10. Netflix Jobs
11. NVIDIA Careers
12. Reddit
13. Simplify.jobs
AI recommended 13 alternatives but never named vanshb03/New-Grad-2027. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are good resources for discovering and tracking entry-level software engineering jobs?
you: not recommended
AI recommended (in order):
1. LinkedIn Jobs
2. Indeed
3. Handshake
4. Built In
5. Glassdoor
6. Otta
AI recommended 6 alternatives but never named vanshb03/New-Grad-2027. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of vanshb03/New-Grad-2027?
pass
AI did not name vanshb03/New-Grad-2027 — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts vanshb03/New-Grad-2027 in production, what risks or prerequisites should they evaluate first?
pass
AI named vanshb03/New-Grad-2027 explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo vanshb03/New-Grad-2027 solve, and who is the primary audience?
pass
AI did not name vanshb03/New-Grad-2027 — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/vanshb03/New-Grad-2027.svg)](https://repogeo.com/en/r/vanshb03/New-Grad-2027)

HTML

<a href="https://repogeo.com/en/r/vanshb03/New-Grad-2027"><img src="https://repogeo.com/badge/vanshb03/New-Grad-2027.svg" alt="RepoGEO" /></a>

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vanshb03/New-Grad-2027 — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite