RRepoGEO

REPOGEO REPORT · LITE

sentient-engineering/agent-q

Default branch main · commit 6050777f · scanned 6/9/2026, 9:43:08 AM

GitHub: 505 stars · 108 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 sentient-engineering/agent-q, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, autonomous-agents, multi-agent-systems, web-automation, reinforcement-learning, large-language-models, llm-agents, agentic-ai
  • highreadme#2
    Reposition the README's opening paragraph to highlight problem-solving and audience

    Why:

    CURRENT
    # agentq - advanced reasoning and learning for autonomous AI agents

agentq utilises various kinds of agentic architectures to complete a task on the web reliably.
    COPY-PASTE FIX
    # agentq - advanced reasoning and learning for autonomous AI agents

agentq is an open-source framework designed to help developers build, deploy, and manage robust autonomous AI agents that reliably perform complex tasks on the web. It provides advanced reasoning and learning capabilities, making it ideal for creating agents that can navigate, interact, and complete goals across various online platforms.
  • mediumhomepage#3
    Set a homepage URL for the repository

    Why:

    COPY-PASTE FIX
    https://github.com/sentient-engineering/agent-q#readme

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 sentient-engineering/agent-q
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 2×
  2. run-llama/llama_index · recommended 2×
  3. Significant-Gravitas/AutoGPT · recommended 1×
  4. microsoft/playwright · recommended 1×
  5. puppeteer/puppeteer · recommended 1×
  • CATEGORY QUERY
    How can I create an autonomous AI agent to reliably perform complex tasks on the web?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Playwright (microsoft/playwright)
    5. Puppeteer (puppeteer/puppeteer)
    6. Selenium (SeleniumHQ/selenium)
    7. CrewAI (joaomdmoura/crewAI)

    AI recommended 7 alternatives but never named sentient-engineering/agent-q. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source frameworks provide advanced reasoning and learning capabilities for AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. AutoGen (microsoft/autogen)
    5. BabyAGI
    6. Auto-GPT
    7. Farama Foundation Gymnasium (Farama-Foundation/Gymnasium)

    AI recommended 7 alternatives but never named sentient-engineering/agent-q. 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 sentient-engineering/agent-q?
    pass
    AI named sentient-engineering/agent-q explicitly

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

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

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

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sentient-engineering/agent-q — 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