RRepoGEO

REPOGEO REPORT · LITE

Haohao-end/openagent

Default branch main · commit 7eb57fde · scanned 6/8/2026, 5:27:15 AM

GitHub: 818 stars · 82 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 Haohao-end/openagent, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, or GPL-3.0) that aligns with the project's goals.
  • highreadme#2
    Reposition README to clarify 'AI application development platform' vs. 'infrastructure'

    Why:

    CURRENT
    An end-to-end AI agent platform for building, orchestrating, publishing, and operating AI applications.
    COPY-PASTE FIX
    OpenAgent is a comprehensive, full-stack **AI application development platform**, not just a cloud infrastructure service. It provides an integrated environment for building, orchestrating, publishing, and operating secure, production-ready AI agents and applications.
  • mediumtopics#3
    Refine and expand topics for better categorization

    Why:

    CURRENT
    agent, ai, celery, deepagents, deepresearch, deepseek, docker, faiss-vector-database, flask, harness-engineering, langchain, langgraph, llmops, mcp, nginx, postgresql, skills, tailwindcss, vue, weaviate
    COPY-PASTE FIX
    ai-agent-platform, ai-application-development, visual-workflow, llm-orchestration, enterprise-ai, full-stack, flask, vue, langchain, langgraph, docker, llmops, knowledge-base, deepseek, openai, wenxin, tongyi, postgresql, weaviate, faiss, celery, nginx, tailwindcss

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 Haohao-end/openagent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure Machine Learning
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure Machine Learning · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. langchain-ai/langflow · recommended 1×
  4. FlowiseAI/Flowise · recommended 1×
  5. Microsoft Azure AI Studio · recommended 1×
  • CATEGORY QUERY
    How can I build and deploy AI agents with visual workflows and multiple LLM integrations?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LangFlow (langchain-ai/langflow)
    3. Flowise (FlowiseAI/Flowise)
    4. Microsoft Azure AI Studio
    5. Azure Machine Learning
    6. Azure OpenAI Service
    7. Google Cloud Vertex AI Workbench
    8. Generative AI Studio
    9. LlamaIndex (run-llama/llama_index)
    10. LlamaFlow (run-llama/llama-flow)
    11. Hugging Face Inference Endpoints
    12. Gradio (gradio-app/gradio)
    13. Streamlit (streamlit/streamlit)
    14. Roboflow
    15. Zapier
    16. Make

    AI recommended 16 alternatives but never named Haohao-end/openagent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a full-stack platform for developing secure AI applications using Flask and Vue.
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Platform (GCP)
    2. Cloud Run
    3. App Engine
    4. Google Kubernetes Engine (GKE)
    5. Cloud Storage
    6. Cloud CDN
    7. Vertex AI
    8. Cloud AI Platform
    9. TensorFlow Enterprise
    10. Cloud IAM
    11. VPC Service Controls
    12. Cloud Armor
    13. Secret Manager
    14. Cloud SQL
    15. Firestore
    16. Amazon Web Services (AWS)
    17. AWS Elastic Beanstalk
    18. AWS Lambda
    19. Amazon ECS/EKS
    20. Amazon S3
    21. Amazon CloudFront
    22. Amazon SageMaker
    23. Amazon Rekognition
    24. Amazon Comprehend
    25. Amazon Polly
    26. AWS IAM
    27. VPC
    28. AWS WAF
    29. AWS Shield
    30. AWS Secrets Manager
    31. Amazon RDS
    32. Amazon DynamoDB
    33. Microsoft Azure
    34. Azure App Service
    35. Azure Functions
    36. Azure Kubernetes Service (AKS)
    37. Azure Static Web Apps
    38. Azure Blob Storage
    39. Azure CDN
    40. Azure Machine Learning
    41. Azure Cognitive Services
    42. Azure Bot Service
    43. Azure Active Directory
    44. Azure Security Center
    45. Azure Firewall
    46. Azure Key Vault
    47. Azure Database for PostgreSQL/MySQL
    48. Azure Cosmos DB
    49. Vercel
    50. Render
    51. Heroku
    52. Hugging Face Inference API
    53. OpenAI API
    54. DigitalOcean App Platform
    55. DigitalOcean Spaces
    56. DigitalOcean CDN
    57. K3s
    58. MicroK8s
    59. Kubeflow
    60. Seldon Core
    61. KServe
    62. Crunchy Data PostgreSQL Operator

    AI recommended 62 alternatives but never named Haohao-end/openagent. 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 Haohao-end/openagent?
    pass
    AI named Haohao-end/openagent explicitly

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

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