RRepoGEO

REPOGEO REPORT · LITE

sigoden/aichat

Default branch main · commit 82976d34 · scanned 6/17/2026, 3:47:11 PM

GitHub: 10,148 stars · 701 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 sigoden/aichat, 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
    Emphasize AIChat's role as a user-facing, interactive CLI application in the README

    Why:

    CURRENT
    AIChat is an all-in-one LLM CLI tool featuring Shell Assistant, CMD & REPL Mode, RAG, AI Tools & Agents, and More.
    COPY-PASTE FIX
    AIChat is the ultimate all-in-one LLM CLI *application* for power users and developers, offering a rich, interactive terminal experience with Shell Assistant, Chat-REPL, RAG, AI Tools & Agents, and seamless integration with over 20 LLM providers.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://[your-project-homepage-url]
  • lowtopics#3
    Add more specific topics to highlight the 'toolkit' and 'interactive' aspects

    Why:

    CURRENT
    ai, ai-agents, chatbot, claude, cli, function-calling, gemini, llm, ollama, openai, rag, rust, shell, webui
    COPY-PASTE FIX
    ai, ai-agents, chatbot, claude, cli, function-calling, gemini, interactive-cli, llm, llm-toolkit, ollama, openai, rag, rust, shell, webui

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 sigoden/aichat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
simonw/llm
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. simonw/llm · recommended 1×
  2. BerriAI/litellm · recommended 1×
  3. ollama/ollama · recommended 1×
  4. OpenAI CLI · recommended 1×
  5. Anthropic CLI · recommended 1×
  • CATEGORY QUERY
    What is a good command-line interface tool for interacting with various LLM providers?
    you: not recommended
    AI recommended (in order):
    1. llm (simonw/llm)
    2. LiteLLM (BerriAI/litellm)
    3. OLLAMA (ollama/ollama)
    4. OpenAI CLI
    5. Anthropic CLI
    6. Google Cloud SDK (gcloud)

    AI recommended 6 alternatives but never named sigoden/aichat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an integrated CLI solution for LLM tasks like shell assistance, RAG, and AI agents.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter (KillianLucas/open-interpreter)
    2. Continue.dev (Continue-team/continue)
    3. GPT-Engineer (gpt-engineer-org/gpt-engineer)
    4. Marvin (PrefectHQ/marvin)
    5. LangChain CLI / LangServe (langchain-ai/langchain)
    6. LlamaIndex CLI (run-llama/llama_index)
    7. Auto-GPT (Significant-Gravitas/Auto-GPT)

    AI recommended 7 alternatives but never named sigoden/aichat. 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 sigoden/aichat?
    pass
    AI named sigoden/aichat explicitly

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

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