RRepoGEO

REPOGEO REPORT · LITE

hesamsheikh/octogent

Default branch main · commit 07cfc4e3 · scanned 5/23/2026, 9:47:52 PM

GitHub: 1,083 stars · 185 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
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 hesamsheikh/octogent, 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 README's opening to clearly state its identity and purpose

    Why:

    CURRENT
    # Octogent

It's really not fun to have **ten Claude Code sessions open at once**...
    COPY-PASTE FIX
    # Octogent: An Orchestration Dashboard for Multi-Agent Claude Code Workflows

Octogent is a thin orchestration dashboard designed to manage context, automation, and developer headspace across multiple Claude Code AI agents. It solves the chaos of juggling many AI coding sessions by giving each agent its own scoped context, notes, and task list, and enabling agents to spawn, assign work to, and communicate with other Claude Code agents.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://hesamsheikh.github.io/octogent
  • lowcomparison#3
    Add a 'Comparison' or 'Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## Why Octogent? (Compared to X, Y, Z)' or '## Alternatives & Differentiators', explaining how Octogent specifically addresses the multi-agent Claude Code orchestration problem differently from general IDEs or broader agent frameworks.

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 hesamsheikh/octogent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jupyter Notebooks
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Jupyter Notebooks · recommended 1×
  2. JupyterLab · recommended 1×
  3. VS Code · recommended 1×
  4. Obsidian · recommended 1×
  5. Google Colaboratory · recommended 1×
  • CATEGORY QUERY
    How can I better manage multiple AI assistant coding sessions without chaos?
    you: not recommended
    AI recommended (in order):
    1. Jupyter Notebooks
    2. JupyterLab
    3. VS Code
    4. Obsidian
    5. Google Colaboratory
    6. GitHub Gist
    7. GitLab Snippets
    8. tmux
    9. GNU Screen

    AI recommended 9 alternatives but never named hesamsheikh/octogent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for orchestrating multiple AI coding agents with scoped contexts and tasks?
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. LangChain Agents
    3. AutoGen
    4. Open Interpreter
    5. Haystack
    6. LlamaIndex

    AI recommended 6 alternatives but never named hesamsheikh/octogent. 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 hesamsheikh/octogent?
    pass
    AI named hesamsheikh/octogent explicitly

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

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

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

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hesamsheikh/octogent — 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