RRepoGEO

REPOGEO REPORT · LITE

semanser/codel

Default branch main · commit fe1e846c · scanned 5/10/2026, 1:22:11 AM

GitHub: 2,447 stars · 203 forks

AI VISIBILITY SCORE
40 /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
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 semanser/codel, 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 core project description as the README's H1

    Why:

    CURRENT
    <div align="center">Fully autonomous AI Agent that can perform complicated tasks and projects using terminal, browser, and editor.</div>
</br>

**Discord: https://discord.gg/uMaGSHNjzc**

# Features
    COPY-PASTE FIX
    # Codel: Fully Autonomous AI Agent for Software Development

Codel is an advanced AI agent designed to autonomously perform complex software development tasks and projects using a sandboxed terminal, browser, and editor.

**Discord: https://discord.gg/uMaGSHNjzc**

# Features
  • mediumreadme#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with other AI Agents

Codel differentiates itself from projects like Auto-GPT, Devin, or OpenDevin by [briefly describe Codel's unique focus, e.g., its sandboxed environment, specific UI, or self-hosting capabilities].
  • lowtopics#3
    Refine repository topics to emphasize software development domain

    Why:

    CURRENT
    agent, ai, autonomous-agents, bot, devin, llama2, llms, ollama, openai
    COPY-PASTE FIX
    agent, ai, autonomous-agents, bot, devin, llama2, llms, ollama, openai, software-development, code-agent, dev-agent

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 semanser/codel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Auto-GPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Auto-GPT · recommended 2×
  2. AgentGPT · recommended 2×
  3. LangChain · recommended 2×
  4. Cursor.sh · recommended 1×
  5. OpenDevin · recommended 1×
  • CATEGORY QUERY
    How to automate software development projects using an AI agent with terminal access?
    you: not recommended
    AI recommended (in order):
    1. Cursor.sh
    2. OpenDevin
    3. Auto-GPT
    4. AgentGPT
    5. SuperAGI
    6. LangChain
    7. LlamaIndex
    8. GitHub Copilot Workspace
    9. OpenAI's API
    10. Anthropic's Claude
    11. Google's Gemini

    AI recommended 11 alternatives but never named semanser/codel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an autonomous AI agent for development tasks, running code in a secure sandboxed environment.
    you: not recommended
    AI recommended (in order):
    1. Devin
    2. GPT-Engineer
    3. Auto-GPT
    4. AgentGPT
    5. CrewAI
    6. LangChain

    AI recommended 6 alternatives but never named semanser/codel. 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 semanser/codel?
    pass
    AI named semanser/codel explicitly

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

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

    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 semanser/codel. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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semanser/codel — 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