RRepoGEO

REPOGEO REPORT · LITE

microsoft/RPG-ZeroRepo

Default branch main · commit aeb4f516 · scanned 6/11/2026, 8:37:10 PM

GitHub: 614 stars · 35 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 microsoft/RPG-ZeroRepo, 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
    Clarify 'RPG' acronym in README's main heading and opening sentence

    Why:

    CURRENT
    # RPG-ZeroRepo

**RPG-ZeroRepo turns Repository Planning Graphs into a control layer for long-horizon AI coding agents.**
    COPY-PASTE FIX
    # RPG-ZeroRepo: Repository Planning Graphs for AI Coding Agents

**RPG-ZeroRepo (Repository Planning Graphs) turns planning graphs into a control layer for long-horizon AI coding agents.**
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2509.16198
  • mediumtopics#3
    Refine repository topics for better specificity

    Why:

    CURRENT
    agent, application, iclr, llm, memory, software-engineering, sota, swe, vibe-coding, workflow
    COPY-PASTE FIX
    agent, llm, software-engineering, swe, code-generation, repository-planning, planning-graph, ai-coding-agent, long-horizon-ai, codebase-generation, iclr

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 microsoft/RPG-ZeroRepo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 1×
  2. ChromaDB · recommended 1×
  3. Weaviate · recommended 1×
  4. Pinecone · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to maintain repository context for AI coding agents on long-horizon software projects?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. ChromaDB
    3. Weaviate
    4. Pinecone
    5. LangChain
    6. Sourcegraph
    7. OpenGrok
    8. ripgrep
    9. GitHub API
    10. GitLab API
    11. Neo4j
    12. ArangoDB
    13. Code Llama
    14. AlphaCode
    15. GitHub Copilot Chat

    AI recommended 15 alternatives but never named microsoft/RPG-ZeroRepo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution for AI agents to plan and generate complex software repositories effectively.
    you: not recommended
    AI recommended (in order):
    1. GPT-Engineer (smol-ai/gpt-engineer)
    2. MetaGPT (metagpt-team/metagpt)
    3. AutoGPT (Significant-Gravitas/AutoGPT)
    4. Smol-Developer (smol-ai/developer)
    5. LangChain (langchain-ai/langchain)

    AI recommended 5 alternatives but never named microsoft/RPG-ZeroRepo. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 microsoft/RPG-ZeroRepo?
    pass
    AI did not name microsoft/RPG-ZeroRepo — 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 microsoft/RPG-ZeroRepo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/RPG-ZeroRepo 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 microsoft/RPG-ZeroRepo solve, and who is the primary audience?
    pass
    AI named microsoft/RPG-ZeroRepo 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 microsoft/RPG-ZeroRepo. 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)
[![RepoGEO](https://repogeo.com/badge/microsoft/RPG-ZeroRepo.svg)](https://repogeo.com/en/r/microsoft/RPG-ZeroRepo)
HTML
<a href="https://repogeo.com/en/r/microsoft/RPG-ZeroRepo"><img src="https://repogeo.com/badge/microsoft/RPG-ZeroRepo.svg" alt="RepoGEO" /></a>
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microsoft/RPG-ZeroRepo — 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