RRepoGEO

REPOGEO REPORT · LITE

cyrusagents/cyrus

Default branch main · commit aadae39c · scanned 6/8/2026, 6:31:51 AM

GitHub: 621 stars · 127 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 cyrusagents/cyrus, 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 emphasize "self-hosted autonomous AI engineering agent"

    Why:

    CURRENT
    Your (Claude Code|Codex|Cursor|Gemini) powered (Linear|GitHub|GitLab|Slack) agent. Cyrus monitors (Linear|GitHub|GitLab|Slack) issues assigned to it, creates isolated Git worktrees for each issue, runs (Claude Code|Codex|Cursor|Gemini) sessions to process them, and streams detailed agent activity updates back to (Linear|GitHub), along with rich interactions like dropdown selects and approvals.
    COPY-PASTE FIX
    Cyrus is a self-hosted, autonomous AI engineering agent that monitors and automates tasks across Linear, GitHub, GitLab, and Slack. Powered by Claude Code, Codex, Cursor, or Gemini, Cyrus creates isolated Git worktrees for issues, processes them with AI sessions, and streams detailed activity updates and rich interactions back to your platforms.
  • mediumtopics#2
    Add more specific topics related to autonomous and self-hosted AI engineering automation

    Why:

    CURRENT
    agent, ai, claude, claudecode, codex, cursor, engineer, gemini, github, linear, slack
    COPY-PASTE FIX
    agent, ai, claude, claudecode, codex, cursor, engineer, gemini, github, linear, slack, autonomous-agent, self-hosted-ai, engineering-automation, devops-automation, issue-automation, code-generation
  • lowreadme#3
    Add a "Why Cyrus?" or "Comparison" section to clarify its unique value

    Why:

    COPY-PASTE FIX
    ## Why Cyrus?
Cyrus stands apart from generic code assistants like GitHub Copilot or Cursor, and foundational LLM frameworks like LangChain or LlamaIndex. Unlike these tools, Cyrus is a production-grade, self-hosted framework designed for building, running, and managing long-running, persistent, and scalable autonomous AI agents. It doesn't just assist with code; it actively monitors, processes, and automates complex engineering workflows across your entire development stack.

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 cyrusagents/cyrus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. CodiumAI · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. Cursor · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    How can I automate issue resolution and code generation using an AI agent for my dev team?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. OpenAI API
    4. LangChain (langchain-ai/langchain)
    5. LlamaIndex (run-llama/llama_index)
    6. CodiumAI
    7. Tabnine

    AI recommended 7 alternatives but never named cyrusagents/cyrus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Self-hosted AI agent to monitor GitHub and Slack for engineering tasks and automate code changes.
    you: not recommended
    AI recommended (in order):
    1. CodiumAI
    2. GitHub Copilot Enterprise
    3. OpenAI API
    4. LangChain
    5. LlamaIndex
    6. Hugging Face Transformers
    7. Llama 3
    8. Mixtral
    9. CodeLlama
    10. Autogen

    AI recommended 10 alternatives but never named cyrusagents/cyrus. 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 cyrusagents/cyrus?
    pass
    AI named cyrusagents/cyrus explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite