RRepoGEO

REPOGEO REPORT · LITE

nextlevelbuilder/goclaw

Default branch dev · commit a97e5028 · scanned 5/11/2026, 10:07:15 PM

GitHub: 3,067 stars · 834 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 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 clearly state its core function as an AI agent platform

    Why:

    CURRENT
    <p align="center"><strong>Multi-Tenant AI Agent Platform</strong></p>

<p align="center">
Multi-agent AI gateway built in Go. 20+ LLM providers. 7 channels. Multi-tenant PostgreSQL.<br/>
Single binary. Production-tested. Agents that orchestrate for you.
</p>
    COPY-PASTE FIX
    <p align="center"><strong>GoClaw: Secure Multi-Tenant AI Agent Platform & Gateway</strong></p>

<p align="center">
GoClaw is an open-source, multi-tenant AI agent platform and gateway built in Go, designed to deploy AI agent teams at scale without compromising on safety. It offers robust orchestration capabilities, supports 20+ LLM providers, and integrates with 7 communication channels, all within a single, production-tested binary.
</p>
  • hightopics#2
    Add more specific topics to reinforce its identity as an AI platform

    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, ai-platform, anthropic, chatbot, deployment, discord-bot, golang, harness, harness-engineering, llm, mcp, multi-agent, multi-tenancy, openai, orchestration-platform, postgresql, security, telegram-bot, websocket
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

GoClaw is released under [Specify License Name(s) Here]. Please refer to the [LICENSE file](LICENSE) for full details.

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
ray-project/ray
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 3×
  2. kubeflow/kubeflow · recommended 2×
  3. kubernetes/kubernetes · recommended 1×
  4. istio/istio · recommended 1×
  5. linkerd/linkerd2 · recommended 1×
  • CATEGORY QUERY
    How to deploy secure multi-tenant AI agent teams with robust orchestration capabilities?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes (kubernetes/kubernetes)
    2. Istio (istio/istio)
    3. Linkerd (linkerd/linkerd2)
    4. Open Policy Agent (OPA) (open-policy-agent/opa)
    5. OpenShift
    6. Azure Kubernetes Service (AKS)
    7. Google Kubernetes Engine (GKE)
    8. Amazon Elastic Kubernetes Service (EKS)
    9. Azure AD
    10. Google Cloud IAM
    11. AWS IAM
    12. Azure Policy
    13. Google Cloud Security Command Center
    14. AWS Security Hub
    15. Azure Service Mesh
    16. Anthos Service Mesh
    17. HashiCorp Nomad (hashicorp/nomad)
    18. Consul (hashicorp/consul)
    19. Vault (hashicorp/vault)
    20. KubeFlow (kubeflow/kubeflow)
    21. Kubeflow Multi-Tenancy (kubeflow/kubeflow)
    22. Kubeflow Pipelines (kubeflow/pipelines)
    23. KFServing/KServe (kserve/kserve)
    24. Cortex (cortexlabs/cortex)
    25. Ray (ray-project/ray)
    26. Ray Serve (ray-project/ray)
    27. Ray Clusters (ray-project/ray)

    AI recommended 27 alternatives but never named nextlevelbuilder/goclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Go-based multi-agent AI gateway supporting various LLMs and communication channels.
    you: not recommended
    AI recommended (in order):
    1. Go-AGI
    2. LangChain Go
    3. OpenAI Go Library
    4. Go-LLM
    5. Gorilla/Mux
    6. Gin
    7. google-cloud-go
    8. cohere-go

    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 named nextlevelbuilder/goclaw explicitly

    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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nextlevelbuilder/goclaw — 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
nextlevelbuilder/goclaw — RepoGEO report