RRepoGEO

REPOGEO REPORT · LITE

shobcoder/shob

Default branch main · commit 7a8a1e1e · scanned 6/22/2026, 9:51:18 PM

GitHub: 570 stars · 35 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 shobcoder/shob, 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
    Reposition the README's opening paragraph to explicitly state its category and core function

    Why:

    CURRENT
    Shob is an AI agent workspace designed for developers who want to run multiple AI-powered workflows from a single environment.
    COPY-PASTE FIX
    Shob is an **AI agent workspace** for developers, designed to manage and run multiple **AI-powered coding agents** and **development workflows** from a single, controlled environment. It's your unified platform for **automating coding tasks** with strong **developer control** and **Git integration**.
  • hightopics#2
    Refine repository topics to remove irrelevant entries and add more specific AI agent keywords

    Why:

    CURRENT
    ai-agents, anthropic, antigravity, antrygravitry, claude-code, cli, codex, codex-cli, cursor-ai, mcp, opencode, shob, shob-ai, skills
    COPY-PASTE FIX
    ai-agents, ai-development, agentic-workflow, anthropic, claude-code, cli, code-automation, codex, codex-cli, cursor-ai, developer-tools, git-integration, llm-agents, multi-agent-system, shob, shob-ai, skills
  • mediumlicense#3
    Add a recognizable LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals.

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 shobcoder/shob
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. AutoGen · recommended 1×
  3. CrewAI · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Prefect · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple AI coding agents and development tasks concurrently?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. OpenAI Assistants API
    5. Prefect
    6. Apache Airflow
    7. Kubernetes

    AI recommended 7 alternatives but never named shobcoder/shob. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI tool to automate coding tasks with strong developer control and Git integration.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Cursor
    3. Codeium
    4. Tabnine
    5. JetBrains AI Assistant
    6. Cody by Sourcegraph

    AI recommended 6 alternatives but never named shobcoder/shob. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 shobcoder/shob?
    pass
    AI named shobcoder/shob explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts shobcoder/shob in production, what risks or prerequisites should they evaluate first?
    pass
    AI named shobcoder/shob 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 shobcoder/shob solve, and who is the primary audience?
    pass
    AI named shobcoder/shob explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
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