RRepoGEO

REPOGEO REPORT · LITE

stakpak/agent

Default branch main · commit 4e44be9c · scanned 6/29/2026, 4:47:22 AM

GitHub: 1,637 stars · 166 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
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 stakpak/agent, 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 H3 and opening paragraph to emphasize secure AI DevOps

    Why:

    CURRENT
    <h3 align="center">Ship your code, on autopilot.</h3>
    
    <p align="center">
    An open source agent that lives on your machines 24/7, keeps your apps running, and only pings when it needs a human. All the upside of a PaaS, none of the lock-in.
    </p>
    COPY-PASTE FIX
    <h3 align="center">Stakpak: Autonomous AI Agent for Secure DevOps Automation</h3>
    
    <p align="center">
    Ship your code, on autopilot. Stakpak is an open-source agent that lives on your machines 24/7, keeps your apps running, and only pings when it needs a human. It provides all the upside of a PaaS, none of the lock-in, and is built with robust guardrails to safely leverage LLMs for infrastructure, CI/CD, and deployments.
    </p>
  • mediumtopics#2
    Add more specific topics for secure AI DevOps automation

    Why:

    CURRENT
    agent, ai-agent, autonomous-agent, devops, devops-agents, devtool, generative-ai, hacktoberfest, infrastructure, llm-agent
    COPY-PASTE FIX
    agent, ai-agent, autonomous-agent, devops, devops-agents, devtool, generative-ai, hacktoberfest, infrastructure, llm-agent, secure-ai, devops-automation, iac-automation, kubernetes-automation
  • mediumcomparison#3
    Add a 'Why Stakpak?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., `### Why Stakpak?` or `### Stakpak vs. Traditional Monitoring/PaaS`, that highlights its secure LLM integration for DevOps automation, its autonomous nature, and its guardrails, contrasting it with general monitoring tools or traditional PaaS solutions. Leverage the existing 'You can't trust most AI agents...' content and expand on the 'Secret Substitution, Warden Guardrails, DevOps Playbooks Baked-in' points as differentiators.

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 stakpak/agent
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Datadog
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Datadog · recommended 2×
  2. Dynatrace · recommended 2×
  3. Splunk · recommended 2×
  4. New Relic · recommended 1×
  5. Grafana · recommended 1×
  • CATEGORY QUERY
    How can I automate application uptime and maintenance with an intelligent agent?
    you: not recommended
    AI recommended (in order):
    1. Datadog
    2. New Relic
    3. Dynatrace
    4. Grafana
    5. Prometheus
    6. Alertmanager
    7. Cortex
    8. Thanos
    9. Splunk
    10. Splunk ITSI
    11. Splunk Observability Cloud
    12. SignalFx
    13. VictorOps
    14. PagerDuty
    15. AWS CloudWatch
    16. AWS Lambda
    17. AWS Systems Manager
    18. Azure Monitor
    19. Azure Functions
    20. Azure Automation
    21. Cloud Monitoring
    22. Cloud Functions
    23. Cloud Build
    24. Deployment Manager

    AI recommended 24 alternatives but never named stakpak/agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide secure, autonomous AI agents for continuous application deployment and monitoring?
    you: not recommended
    AI recommended (in order):
    1. Harness Platform
    2. Datadog
    3. Dynatrace
    4. OpsRamp
    5. Splunk
    6. Palo Alto Networks Cortex XSOAR

    AI recommended 6 alternatives but never named stakpak/agent. 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 stakpak/agent?
    pass
    AI named stakpak/agent explicitly

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

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

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

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stakpak/agent — 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