RRepoGEO

REPOGEO REPORT · LITE

campfirein/byterover-cli

Default branch main · commit 1052ac1a · scanned 6/27/2026, 12:36:49 AM

GitHub: 4,882 stars · 453 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
33 /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
2 / 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 campfirein/byterover-cli, 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
    Add a direct problem statement for AI agents to the README intro

    Why:

    CURRENT
    # ByteRover CLI

<div align="center">

<p align="center">
<em>Interactive REPL CLI for AI-powered context memory</em>
</p>
    COPY-PASTE FIX
    # ByteRover CLI

The portable memory layer for autonomous coding agents.

<div align="center">

<p align="center">
<em>Interactive REPL CLI for AI-powered context memory</em>
</p>
  • mediumabout#2
    Refine the 'About' description to prevent miscategorization

    Why:

    CURRENT
    ByteRover CLI (brv) - The portable memory layer for autonomous coding agents (formerly Cipher)
    COPY-PASTE FIX
    ByteRover CLI (brv) is the portable memory layer and interactive REPL for autonomous AI coding agents, enabling persistent context and knowledge management.
  • mediumreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project uses a custom license. Please refer to the [LICENSE](LICENSE) file for full details.

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 campfirein/byterover-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 2×
  2. Open Interpreter · recommended 2×
  3. Continue.dev · recommended 1×
  4. LiteLLM · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How can I give my AI coding assistant persistent memory and project context?
    you: not recommended
    AI recommended (in order):
    1. Continue.dev
    2. Cursor
    3. Open Interpreter
    4. LiteLLM
    5. Pinecone
    6. Weaviate
    7. ChromaDB
    8. LangChain
    9. LlamaIndex
    10. GitHub Copilot Chat
    11. OpenAI's GPT-4
    12. Anthropic's Claude

    AI recommended 12 alternatives but never named campfirein/byterover-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools provide an interactive REPL for LLM-powered code assistance?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue
    3. Open Interpreter
    4. smol-dev/developer (smol-dev/developer)
    5. aider
    6. Shell Genie

    AI recommended 6 alternatives but never named campfirein/byterover-cli. 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 campfirein/byterover-cli?
    pass
    AI did not name campfirein/byterover-cli — likely talking about a different project

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

  • If a team adopts campfirein/byterover-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named campfirein/byterover-cli 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 campfirein/byterover-cli solve, and who is the primary audience?
    pass
    AI named campfirein/byterover-cli 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 campfirein/byterover-cli. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/campfirein/byterover-cli.svg)](https://repogeo.com/en/r/campfirein/byterover-cli)
HTML
<a href="https://repogeo.com/en/r/campfirein/byterover-cli"><img src="https://repogeo.com/badge/campfirein/byterover-cli.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

campfirein/byterover-cli — 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