RRepoGEO

REPOGEO REPORT · LITE

Snailclimb/interview-guide

Default branch master · commit 8c80a195 · scanned 6/29/2026, 1:57:51 AM

GitHub: 2,563 stars · 579 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 Snailclimb/interview-guide, 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
    Add a concise English summary to the README's top section

    Why:

    COPY-PASTE FIX
    **An open-source, deployable AI Interviewer Platform for resume analysis, mock interviews, and RAG knowledge base, built with Spring Boot and Spring AI.**
  • highreadme#2
    Reposition the Chinese README introduction to emphasize 'platform' and 'deployable'

    Why:

    CURRENT
    ## 项目介绍
    InterviewGuide 是一个集成了简历分析、模拟面试(文字 + 语音)、面试安排、知识库管理和多模型配置的智能面试辅助平台。系统利用大语言模型(LLM)、向量数据库、Redis Stream 异步任务和实时语音技术,为求职者、HR 和培训机构提供智能化的简历评估、面试练习、知识库问答和面试日程管理能力。
    如果你想学习这个项目,或者希望把它作为个人项目经历 / 毕设选题,我也整理了一套相对细致的教程...
    COPY-PASTE FIX
    ## 项目介绍
    InterviewGuide 是一个**可部署的智能 AI 面试官平台**,集成了简历分析、AI模拟面试(文字 + 语音)、面试安排、知识库管理和多模型配置。它利用大语言模型(LLM)、向量数据库、Redis Stream 异步任务和实时语音技术,为求职者、HR 和培训机构提供智能化的简历评估、面试练习、知识库问答和面试日程管理能力。本项目也**非常适合作为学习和简历项目**,学习门槛低。
  • mediumtopics#3
    Expand repository topics to include functional use cases

    Why:

    CURRENT
    gradle, itext7, mapstruct, pgvector, postgresql, rag, redis, redisson, redisstreams, rustfs, springai, springboot, springboot4, tika
    COPY-PASTE FIX
    gradle, itext7, mapstruct, pgvector, postgresql, rag, redis, redisson, redisstreams, rustfs, springai, springboot, springboot4, tika, ai-interview, mock-interview, resume-analysis, knowledge-base, llm-application, ai-platform

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 Snailclimb/interview-guide
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenResume
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenResume · recommended 1×
  2. Rasa · recommended 1×
  3. spaCy · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. DeepSpeech · recommended 1×
  • CATEGORY QUERY
    What are open-source solutions for AI-driven mock interview practice and resume feedback?
    you: not recommended
    AI recommended (in order):
    1. OpenResume
    2. Rasa
    3. spaCy
    4. Hugging Face Transformers
    5. DeepSpeech
    6. Vosk

    AI recommended 6 alternatives but never named Snailclimb/interview-guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a RAG knowledge base using Spring AI, Java, and a PostgreSQL vector database?
    you: not recommended
    AI recommended (in order):
    1. Spring AI (spring-projects/spring-ai)
    2. PostgreSQL with pgvector extension (pgvector/pgvector)
    3. OpenAI API
    4. Azure OpenAI Service
    5. LangChain4j (langchain4j/langchain4j)
    6. Apache Tika (apache/tika)
    7. Spring Boot (spring-projects/spring-boot)
    8. Maven (apache/maven)
    9. Gradle (gradle/gradle)

    AI recommended 9 alternatives but never named Snailclimb/interview-guide. 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 Snailclimb/interview-guide?
    pass
    AI did not name Snailclimb/interview-guide — 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 Snailclimb/interview-guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Snailclimb/interview-guide 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 Snailclimb/interview-guide solve, and who is the primary audience?
    pass
    AI did not name Snailclimb/interview-guide — 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?

Embed your GEO score

Drop this badge into the README of Snailclimb/interview-guide. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Snailclimb/interview-guide.svg)](https://repogeo.com/en/r/Snailclimb/interview-guide)
HTML
<a href="https://repogeo.com/en/r/Snailclimb/interview-guide"><img src="https://repogeo.com/badge/Snailclimb/interview-guide.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

Snailclimb/interview-guide — 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