RRepoGEO

REPOGEO REPORT · LITE

stakpak/agent

Default branch main · commit 74b705d0 · scanned 5/17/2026, 11:17:13 PM

GitHub: 1,545 stars · 147 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 the core value proposition in the README's opening

    Why:

    CURRENT
    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.
    COPY-PASTE FIX
    An open source, AI-powered autonomous agent that lives on your machines 24/7, keeps your apps running, and only pings when it needs a human. Stakpak is built for secure DevOps, offering all the upside of a PaaS without the lock-in, and crucially, without giving an LLM the keys to production.
  • mediumtopics#2
    Add more specific topics to bridge AI agents with production DevOps

    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, production-automation, deployment-automation, secure-ai, ai-for-devops, continuous-deployment, application-management
  • lowabout#3
    Refine the repository description to emphasize autonomous DevOps

    Why:

    CURRENT
    Ship your code, on autopilot. An open source agent that lives on your machines 24/7 and keeps your apps running. 🦀
    COPY-PASTE FIX
    An open-source, AI-powered autonomous agent for secure DevOps. Stakpak lives on your machines 24/7, keeping your apps running on autopilot and managing deployments with built-in safety guardrails. 🦀

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
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. Prometheus Operator · recommended 1×
  3. Istio Operator · recommended 1×
  4. HashiCorp Nomad · recommended 1×
  5. Consul · recommended 1×
  • CATEGORY QUERY
    How to use an autonomous agent for continuous application uptime and deployment?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Prometheus Operator
    3. Istio Operator
    4. HashiCorp Nomad
    5. Consul
    6. Vault
    7. Ansible
    8. AWX
    9. Ansible Tower
    10. Spinnaker
    11. New Relic Applied Intelligence
    12. Datadog Watchdog
    13. Palo Alto Networks Prisma Cloud
    14. Aqua Security

    AI recommended 14 alternatives but never named stakpak/agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a secure AI agent to manage production deployments with built-in safety.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Agents
    2. safetensors
    3. transformers
    4. Microsoft Azure AI Studio
    5. Azure AI Content Safety
    6. Google Cloud Vertex AI
    7. Responsible AI Toolkit
    8. OpenAI API
    9. Moderation API
    10. LangChain
    11. Guardrails AI
    12. Censys
    13. Snyk

    AI recommended 13 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