RRepoGEO

REPOGEO REPORT · LITE

automateyournetwork/netclaw

Default branch main · commit 9218048c · scanned 6/7/2026, 1:27:58 PM

GitHub: 543 stars · 146 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 automateyournetwork/netclaw, 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
  • highreadme#1
    Reposition the README's opening sentence to emphasize 'AI agent' and 'complete automation'

    Why:

    CURRENT
    A CCIE-level AI network engineering coworker. Built on OpenClaw with Anthropic Claude, 112 skills, and 51 MCP integrations for complete network automation with ITSM gating, source-of-truth reconciliation, immutable audit trails, gNMI streaming telemetry, Canvas/A2UI inline network visualizations, packet capture analysis, GitHub config-as-code, GitLab DevOps (issues, merge requests, pipelines, repositories, wikis), Jenkins CI/CD (job monitoring, build triggering, log analysis, SCM tracking), Cisco CML lab simulation, ContainerLab containerized network labs, Cisco NSO orchestration, Cisco SD-WAN vManage monitoring, Grafana observability (dashboards, Prometheus, Loki, alerting, incidents), Prometheus direct PromQL monitoring, Kubeshark Kubernetes traffic analysis, Cisco Meraki Dashboard management, Cisco ThousandEyes network intelligence, AWS cloud networking, Cisco Secure Firewall policy auditing, Itential network orchestration, Juniper JunOS device automation, Arista CloudVision Portal monitoring, F5 BIG-IP pyATS iControl REST coverage, Infoblox DDI, Palo Alto Panorama, FortiManager, Batfish offline configuration analysis, UML diagram generation, EVPN/VXLAN fabric workflows, live BGP/OSPF control-plane participation, nmap network scanning, gtrace path analysis and IP enrichment, Slack-native operations, Cisco WebEx-native operations, Microsoft 365 integration, and MemPalace persistent AI memory.
    COPY-PASTE FIX
    NetClaw is an AI network engineering agent designed for complete, multi-vendor network automation and troubleshooting. Built on OpenClaw with Anthropic Claude, it acts as a CCIE-level coworker, offering 112 skills and 51 integrations for tasks like ITSM gating, source-of-truth reconciliation, immutable audit trails, gNMI streaming telemetry, Canvas/A2UI inline network visualizations, packet capture analysis, GitHub config-as-code, GitLab DevOps (issues, merge requests, pipelines, repositories, wikis), Jenkins CI/CD (job monitoring, build triggering, log analysis, SCM tracking), Cisco CML lab simulation, ContainerLab containerized network labs, Cisco NSO orchestration, Cisco SD-WAN vManage monitoring, Grafana observability (dashboards, Prometheus, Loki, alerting, incidents), Prometheus direct PromQL monitoring, Kubeshark Kubernetes traffic analysis, Cisco Meraki Dashboard management, Cisco ThousandEyes network intelligence, AWS cloud networking, Cisco Secure Firewall policy auditing, Itential network orchestration, Juniper JunOS device automation, Arista CloudVision Portal monitoring, F5 BIG-IP pyATS iControl REST coverage, Infoblox DDI, Palo Alto Panorama, FortiManager, Batfish offline configuration analysis, UML diagram generation, EVPN/VXLAN fabric workflows, live BGP/OSPF control-plane participation, nmap network scanning, gtrace path analysis and IP enrichment, Slack-native operations, Cisco WebEx-native operations, Microsoft 365 integration, and MemPalace persistent AI memory.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://automateyournetwork.com/netclaw (or your project's dedicated website)

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 automateyournetwork/netclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Dynatrace
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Dynatrace · recommended 2×
  2. NetBrain · recommended 2×
  3. Splunk · recommended 1×
  4. Splunk IT Service Intelligence · recommended 1×
  5. Splunk Machine Learning Toolkit · recommended 1×
  • CATEGORY QUERY
    How can I use AI to automate complex network operations and troubleshooting?
    you: not recommended
    AI recommended (in order):
    1. Splunk
    2. Splunk IT Service Intelligence
    3. Splunk Machine Learning Toolkit
    4. Cisco DNA Center
    5. Assurance
    6. AI Network Analytics
    7. Juniper Mist AI
    8. Marvis Virtual Network Assistant
    9. Dynatrace
    10. Davis AI
    11. Palo Alto Networks AIOps for NGFW
    12. NetBrain
    13. Elastic Stack
    14. Elasticsearch (elastic/elasticsearch)
    15. Logstash (elastic/logstash)
    16. Kibana (elastic/kibana)
    17. Grafana (grafana/grafana)
    18. scikit-learn (scikit-learn/scikit-learn)
    19. TensorFlow (tensorflow/tensorflow)
    20. PyTorch (pytorch/pytorch)

    AI recommended 20 alternatives but never named automateyournetwork/netclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI-driven tools provide full-stack network automation and observability across multi-vendor environments?
    you: not recommended
    AI recommended (in order):
    1. Cisco ThousandEyes
    2. Kentik
    3. AppDynamics
    4. Dynatrace
    5. LogicMonitor
    6. NetBrain

    AI recommended 6 alternatives but never named automateyournetwork/netclaw. 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 automateyournetwork/netclaw?
    pass
    AI named automateyournetwork/netclaw explicitly

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

  • If a team adopts automateyournetwork/netclaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named automateyournetwork/netclaw 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 automateyournetwork/netclaw solve, and who is the primary audience?
    pass
    AI named automateyournetwork/netclaw 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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  • Brand-free category queries5 vs 2 in Lite
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