RRepoGEO

REPOGEO REPORT · LITE

psi-oss/get-physics-done

Default branch main · commit 0f417695 · scanned 6/9/2026, 2:52:23 PM

GitHub: 820 stars · 122 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 psi-oss/get-physics-done, 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 README opening to clarify its role as an integrator for physics research, not a generic LLM framework

    Why:

    CURRENT
    Get Physics Done is an open-source agentic AI system for physics research from Physical Superintelligence PBC (PSI), released as a community contribution. GPD helps turn a research question into a structured workflow: scope the problem, plan the work, derive results, verify them, and package the output.
    COPY-PASTE FIX
    Get Physics Done (GPD) is the first open-source agentic AI system specifically designed to streamline physics research workflows. Unlike generic LLM frameworks, GPD integrates directly into tools like Claude Code, Codex, Gemini CLI, or GitHub Copilot CLI, providing specialized commands to help physicists scope problems, plan work, derive results, verify them, and package outputs.
  • hightopics#2
    Add more specific topics to emphasize scientific workflow and research automation

    Why:

    CURRENT
    agentic-ai, claude, codex, gemini, meta-prompting, open-source, opencode, physics, research
    COPY-PASTE FIX
    agentic-ai, claude, codex, gemini, meta-prompting, open-source, opencode, physics, research, scientific-computing, workflow-automation, research-assistant, scientific-ai
  • mediumreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is released under the terms specified in the [LICENSE](LICENSE) file. Please refer to that file for full details on the applicable license(s).

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 psi-oss/get-physics-done
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. AutoGPT · recommended 1×
  4. Haystack · recommended 1×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    Open-source agentic AI to streamline physics research and problem-solving workflows.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. Haystack
    5. OpenAI Assistants API
    6. LiteLLM
    7. Ollama

    AI recommended 7 alternatives but never named psi-oss/get-physics-done. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI assistant for automating scientific derivation, verification, and research planning.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Wolfram Alpha
    3. Wolfram Mathematica
    4. AlphaFold
    5. AlphaMissense
    6. GitHub Copilot
    7. Jupyter
    8. IBM Watson Discovery
    9. Google Cloud AI Platform
    10. Google Cloud AutoML
    11. H2O.ai Driverless AI

    AI recommended 11 alternatives but never named psi-oss/get-physics-done. 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 psi-oss/get-physics-done?
    pass
    AI named psi-oss/get-physics-done explicitly

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

  • If a team adopts psi-oss/get-physics-done in production, what risks or prerequisites should they evaluate first?
    pass
    AI named psi-oss/get-physics-done 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 psi-oss/get-physics-done solve, and who is the primary audience?
    pass
    AI named psi-oss/get-physics-done explicitly

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

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psi-oss/get-physics-done — 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