RRepoGEO

REPOGEO REPORT · LITE

agentforce314/clawcodex

Default branch main · commit c7e79f36 · scanned 6/17/2026, 4:53:08 AM

GitHub: 628 stars · 82 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 agentforce314/clawcodex, 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 H1 and subtitle to explicitly state 'AI Coding Agent'

    Why:

    CURRENT
    # ClawCodex

A production-oriented Python rebuild of Claude Code — real architecture, reliable CLI agentPorted from the TypeScript reference implementation and extended with a Python-native runtime
    COPY-PASTE FIX
    # ClawCodex: Production-Ready AI Coding Agent

A robust, CLI-driven AI assistant for software development, ported from the TypeScript reference implementation of Claude Code and extended with a Python-native runtime.
  • mediumreadme#2
    Add a 'Key Features' section to highlight advanced LLM support

    Why:

    COPY-PASTE FIX
    ## ✨ Key Features

- **Production-Oriented Python Rebuild:** A robust, Python-native implementation of the Claude Code architecture.
- **Reliable CLI Agent:** Interact with your AI coding assistant directly from the command line.
- **Advanced LLM Support:** Integrates with Z.ai GLM-5.2 (comparable to Claude Opus 4.7) and other OpenAI-compatible GLM Coding Plans.
  • lowreadme#3
    Add a 'What is ClawCodex?' section to clarify purpose and audience

    Why:

    COPY-PASTE FIX
    ## 🎯 What is ClawCodex?

ClawCodex is a powerful, production-ready AI coding agent designed for software developers and teams. It provides a reliable command-line interface to generate, manage, and refactor code, streamlining your development workflow with advanced large language models.

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 agentforce314/clawcodex
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 2×
  2. OpenAI API · recommended 2×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    What are robust Python-based AI coding agents suitable for production-level software development?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. OpenAI API
    3. LangChain
    4. LlamaIndex
    5. AutoGPT
    6. MetaGPT
    7. CrewAI
    8. SMART (Self-Reflective Agents with Tool Use)

    AI recommended 8 alternatives but never named agentforce314/clawcodex. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a powerful AI coding agent with a command-line interface for rapid code generation.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue (continue-ui/continue)
    3. GitHub Copilot CLI
    4. OpenAI API
    5. Code Llama
    6. Ollama (ollama/ollama)

    AI recommended 6 alternatives but never named agentforce314/clawcodex. 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 agentforce314/clawcodex?
    pass
    AI named agentforce314/clawcodex explicitly

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

  • If a team adopts agentforce314/clawcodex in production, what risks or prerequisites should they evaluate first?
    pass
    AI named agentforce314/clawcodex 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 agentforce314/clawcodex solve, and who is the primary audience?
    pass
    AI named agentforce314/clawcodex 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 agentforce314/clawcodex. 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/agentforce314/clawcodex.svg)](https://repogeo.com/en/r/agentforce314/clawcodex)
HTML
<a href="https://repogeo.com/en/r/agentforce314/clawcodex"><img src="https://repogeo.com/badge/agentforce314/clawcodex.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

agentforce314/clawcodex — 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