RRepoGEO

REPOGEO REPORT · LITE

covibes/zeroshot

Default branch main · commit 0edf0680 · scanned 5/16/2026, 8:41:23 AM

GitHub: 1,478 stars · 126 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 covibes/zeroshot, 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 H1 and opening paragraph to clarify its core function

    Why:

    CURRENT
    # zeroshot CLI

> 🎉 New in v5.4: Now supports OpenCode CLI! Use Claude, Codex, Gemini, or OpenCode as your AI provider. Also supports GitHub, GitLab, Jira, and Azure DevOps as issue backends. See Providers and Multi-Platform Issue Support.

<p align="center">
  <code>npm install -g @covibes/zeroshot</code>
</p>

<p align="center">
  
  <br>
  <em>Demo (100x speed, 90-minute run, 5 iterations to approval)</em>
</p>

[](https://github.com/covibes/zeroshot/actions/workflows/ci.yml)
[](https://www.npmjs.com/package/@covibes/zeroshot)
[](LICENSE)
[](https://nodejs.org/)

[](https://discord.gg/PdZ3UEXB)

Zeroshot is an open-source AI coding agent orchestration CLI that runs multi-agent workflows to autonomously implement, review, test, and verify code changes.
    COPY-PASTE FIX
    # zeroshot CLI: Your Autonomous AI Engineering Team

Zeroshot is an open-source AI coding agent orchestration CLI that runs multi-agent workflows to autonomously implement, review, test, and verify code changes. It acts as your autonomous engineering team, allowing you to point it at an issue, walk away, and return to production-grade code.

> 🎉 New in v5.4: Now supports OpenCode CLI! Use Claude, Codex, Gemini, or OpenCode as your AI provider. Also supports GitHub, GitLab, Jira, and Azure DevOps as issue backends. See Providers and Multi-Platform Issue Support.

<p align="center">
  <code>npm install -g @covibes/zeroshot</code>
</p>
  • mediumreadme#2
    Add a 'Why Zeroshot?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Zeroshot?

Unlike traditional CI/CD pipelines that automate *pre-defined* tasks, Zeroshot autonomously *generates and verifies* code changes from an issue description, acting as a full engineering team. Compared to other AI coding agents, Zeroshot focuses on correctness over speed, running independent validators in isolated environments and iterating until changes are verified or rejected with actionable, reproducible failures.
  • lowtopics#3
    Add `autonomous-coding` and `code-generation` to repository topics

    Why:

    CURRENT
    agent-orchestration, agentic-workflow, ai-agent, ai-agents, autonomous-agents, claude, cli, codex, coding-assistant, developer-tools, gemini, generative-ai, github-automation, llm, llm-ops, llm-tools, multi-agent, vibecoding
    COPY-PASTE FIX
    agent-orchestration, agentic-workflow, ai-agent, ai-agents, autonomous-agents, autonomous-coding, claude, cli, codex, code-generation, coding-assistant, developer-tools, gemini, generative-ai, github-automation, llm, llm-ops, llm-tools, multi-agent, vibecoding

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 covibes/zeroshot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Actions
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Actions · recommended 1×
  2. GitLab CI/CD · recommended 1×
  3. Azure Pipelines · recommended 1×
  4. Jira Automation · recommended 1×
  5. GitHub Issues Automation · recommended 1×
  • CATEGORY QUERY
    How to automate code implementation and testing directly from issue trackers?
    you: not recommended
    AI recommended (in order):
    1. GitHub Actions
    2. GitLab CI/CD
    3. Azure Pipelines
    4. Jira Automation
    5. GitHub Issues Automation
    6. GitLab Issue Boards
    7. OpenAI API
    8. Google Gemini API
    9. Anthropic Claude API
    10. Zapier
    11. Make
    12. requests
    13. gitpython
    14. jira-python

    AI recommended 14 alternatives but never named covibes/zeroshot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a CLI tool for orchestrating AI agents to autonomously develop and verify code.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. AgentGPT (reworkd/AgentGPT)
    3. Open Interpreter (KillianLucas/open-interpreter)
    4. GPT Engineer (gpt-engineer-org/gpt-engineer)
    5. Smol-developer (smol-ai/developer)
    6. CrewAI (joaomdmoura/crewAI)
    7. LangChain CLI (langchain-ai/langchain)

    AI recommended 7 alternatives but never named covibes/zeroshot. 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 covibes/zeroshot?
    pass
    AI named covibes/zeroshot explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of covibes/zeroshot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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covibes/zeroshot — 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