RRepoGEO

REPOGEO REPORT · LITE

nextlevelbuilder/goclaw

Default branch dev · commit 0ae55991 · scanned 6/22/2026, 4:02:27 AM

GitHub: 3,306 stars · 934 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
33 /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
2 / 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 nextlevelbuilder/goclaw, 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 the README's opening to explicitly state its core purpose

    Why:

    CURRENT
    The current README starts with a tagline 'Multi-Tenant AI Agent Platform' followed by a descriptive paragraph.
    COPY-PASTE FIX
    Add a prominent, explicit statement at the very beginning of the README, such as: 'GoClaw is a secure, multi-tenant platform for deploying and managing AI agent teams at scale, rebuilt in Go with native concurrency and 5-layer security.'
  • mediumtopics#2
    Add more specific topics to emphasize 'platform' and 'deployment'

    Why:

    CURRENT
    agent-orchestration, ai-agent, ai-gateway, anthropic, chatbot, discord-bot, golang, harness, harness-engineering, llm, mcp, multi-agent, openai, postgresql, telegram-bot, websocket
    COPY-PASTE FIX
    agent-orchestration, ai-agent, ai-gateway, anthropic, chatbot, discord-bot, golang, harness, harness-engineering, llm, mcp, multi-agent, openai, postgresql, telegram-bot, websocket, ai-platform, agent-deployment, scalable-ai, enterprise-ai
  • mediumlicense#3
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, for example: '## License\nThis project is licensed under the terms specified in the [LICENSE](LICENSE) file.'

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 nextlevelbuilder/goclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. Istio · recommended 1×
  3. Linkerd · recommended 1×
  4. Open Policy Agent · recommended 1×
  5. Kyverno · recommended 1×
  • CATEGORY QUERY
    How to build a secure multi-tenant platform for deploying AI agent teams at scale?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Istio
    3. Linkerd
    4. Open Policy Agent
    5. Kyverno
    6. OpenShift
    7. HashiCorp Vault
    8. Keycloak
    9. Auth0
    10. Okta
    11. Prometheus
    12. Grafana
    13. Thanos
    14. Cortex
    15. Elastic Stack
    16. Elasticsearch
    17. Kibana
    18. Logstash
    19. Fluentd
    20. AWS EKS
    21. AWS ECS
    22. Azure AKS
    23. Azure ACI
    24. GCP GKE
    25. GCP Cloud Run
    26. AWS SageMaker
    27. Azure Machine Learning
    28. GCP Vertex AI

    AI recommended 28 alternatives but never named nextlevelbuilder/goclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Go-based AI gateway to orchestrate multiple LLM providers and agents.
    you: not recommended
    AI recommended (in order):
    1. Go-LLM-Gateway
    2. OpenAI-Proxy
    3. Gin
    4. go-redis/redis (go-redis/redis)
    5. openai-go
    6. google-cloud-go/vertexai (google-cloud-go/vertexai)
    7. Echo
    8. Caddy

    AI recommended 8 alternatives but never named nextlevelbuilder/goclaw. 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 nextlevelbuilder/goclaw?
    pass
    AI did not name nextlevelbuilder/goclaw — likely talking about a different project

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite