RRepoGEO

REPOGEO REPORT · LITE

SalesforceAIResearch/AgentLite

Default branch main · commit b173239a · scanned 6/5/2026, 7:11:16 PM

GitHub: 644 stars · 79 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 SalesforceAIResearch/AgentLite, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise description to the repository's About section

    Why:

    COPY-PASTE FIX
    A lightweight, research-oriented framework for building, evaluating, and advancing LLM-based task-oriented agent systems and multi-agent architectures.
  • mediumreadme#2
    Refine the README's opening sentence for clearer positioning

    Why:

    CURRENT
    AgentLite is a research-oriented library designed for building and advancing LLM-based task-oriented agent systems. It simplifies the implementation of new agent/multi-agent architectures, enabling easy orchestration of multiple agents through a manager agent.
    COPY-PASTE FIX
    AgentLite is a lightweight, research-oriented framework for building, evaluating, and advancing LLM-based task-oriented agent systems and multi-agent architectures. It simplifies the implementation of new agent designs and enables easy orchestration of multiple agents through a manager.

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 SalesforceAIResearch/AgentLite
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. Haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    What are the best frameworks for developing and deploying LLM-powered AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. CrewAI
    6. Microsoft Semantic Kernel

    AI recommended 6 alternatives but never named SalesforceAIResearch/AgentLite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a research toolkit to evaluate and compare different AI agent designs.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Farama Foundation Gymnasium
    3. PettingZoo
    4. RLlib
    5. DeepMind Lab
    6. Unity ML-Agents
    7. MetaWorld

    AI recommended 7 alternatives but never named SalesforceAIResearch/AgentLite. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 SalesforceAIResearch/AgentLite?
    pass
    AI named SalesforceAIResearch/AgentLite explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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SalesforceAIResearch/AgentLite — 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