RRepoGEO

REPOGEO REPORT · LITE

BerriAI/litellm-agent-platform

Default branch main · commit b925e81d · scanned 6/17/2026, 10:33:01 AM

GitHub: 856 stars · 87 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 BerriAI/litellm-agent-platform, 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's opening to clarify agent management vs. building

    Why:

    CURRENT
    LiteLLM Agent Control Plane sits on top of any runtime. Pick a runtime, create an agent, give your team one UI.
    COPY-PASTE FIX
    LiteLLM Agent Control Plane sits on top of any runtime, providing a unified platform to manage, orchestrate, and deploy agents from various providers. It's designed to give your team one UI for controlling existing agents, rather than building them from scratch.
  • mediumtopics#2
    Refine topics to emphasize agent management and orchestration

    Why:

    CURRENT
    agent-builder, agent-builder-tools, agent-platform, agent-vault, ai-gateway, claude-code, codex, codex-cli, litellm, litellm-ai-gateway, sandbox
    COPY-PASTE FIX
    agent-platform, agent-management, agent-orchestration, multi-agent-system, unified-agent-api, agent-deployment, control-plane, litellm, litellm-ai-gateway, agent-vault
  • lowreadme#3
    Add descriptive text to the Discord community link

    Why:

    CURRENT
    [](https://discord.gg/Nkxw3rm3EE)
    COPY-PASTE FIX
    [Join our Discord Community](https://discord.gg/Nkxw3rm3EE)

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 BerriAI/litellm-agent-platform
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Vertex AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Vertex AI · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. run-llama/llama_index · recommended 1×
  4. Microsoft Azure AI Studio / Azure Machine Learning · recommended 1×
  5. Hugging Face Agents · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple AI agents from different providers in one place?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Microsoft Azure AI Studio / Azure Machine Learning
    4. Google Cloud Vertex AI
    5. Hugging Face Agents
    6. Custom Orchestration Layer
    7. Zapier / Make

    AI recommended 7 alternatives but never named BerriAI/litellm-agent-platform. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platform helps teams create and run various AI agents with shared memory?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Azure AI Studio
    3. Azure OpenAI Service
    4. Google Cloud Vertex AI
    5. AWS Bedrock
    6. AWS SageMaker
    7. OpenAI Assistants API
    8. Haystack
    9. AutoGPT
    10. BabyAGI

    AI recommended 10 alternatives but never named BerriAI/litellm-agent-platform. 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 BerriAI/litellm-agent-platform?
    pass
    AI named BerriAI/litellm-agent-platform explicitly

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

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

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

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MARKDOWN (README)
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