RRepoGEO

REPOGEO REPORT · LITE

Cormanz/smartgpt

Default branch main · commit a259aa24 · scanned 5/22/2026, 9:08:11 PM

GitHub: 1,737 stars · 124 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 Cormanz/smartgpt, 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 opening to emphasize 'Rust-based LLM agent framework'

    Why:

    CURRENT
    SmartGPT is an experimental program meant to provide LLMs (particularly GPT-3.5 and GPT-4) with the ability to complete complex tasks without user input by breaking them down into smaller problems, and collecting information using the internet and other external sources.
    COPY-PASTE FIX
    SmartGPT is an experimental **Rust-based** program meant to provide LLMs (particularly GPT-3.5 and GPT-4) with the ability to complete complex tasks without user input by breaking them down into smaller problems, and collecting information using the internet and other external sources.
  • hightopics#2
    Add specific topics for LLM agents and Rust LLM development

    Why:

    CURRENT
    ai, gpt-3, gpt-4, llm, openai, rust
    COPY-PASTE FIX
    ai, gpt-3, gpt-4, llm, openai, rust, llm-agents, autonomous-agents, agent-framework, rust-llm
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Cormanz/smartgpt

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 Cormanz/smartgpt
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. LlamaIndex · recommended 1×
  3. Microsoft Guidance · recommended 1×
  4. OpenAI Function Calling · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    How can I enable an LLM to break down complex tasks and use external tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Guidance
    4. OpenAI Function Calling
    5. AutoGPT
    6. BabyAGI
    7. Hugging Face Transformers Agents
    8. Semantic Kernel

    AI recommended 8 alternatives but never named Cormanz/smartgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are modular frameworks for autonomous LLM agents in Rust?
    you: not recommended
    AI recommended (in order):
    1. llm-chain
    2. Tauri
    3. candle
    4. llama-cpp-rs
    5. Actix-web
    6. Axum
    7. Tokio
    8. async-openai
    9. reqwest

    AI recommended 9 alternatives but never named Cormanz/smartgpt. 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 Cormanz/smartgpt?
    pass
    AI named Cormanz/smartgpt explicitly

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

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

Subscribe to Pro for deep diagnoses

Cormanz/smartgpt — 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