RRepoGEO

REPOGEO REPORT · LITE

openprose/prose

Default branch main · commit dbdc810b · scanned 6/28/2026, 12:36:48 AM

GitHub: 1,576 stars · 122 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)

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

AI VISIBILITY SCORE
35 /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
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 openprose/prose, 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's opening to explicitly state purpose for AI agents

    Why:

    CURRENT
    <p align="center">
  <strong>Declare the world as it should be; Reactor keeps it true.</strong>
</p>
    COPY-PASTE FIX
    <p align="center">
  <strong>OpenProse: A declarative language for AI agents, defining ideal world states with Markdown contracts. Reactor keeps it true.</strong>
</p>
  • hightopics#2
    Add specific topics for AI agent declarative programming

    Why:

    COPY-PASTE FIX
    ai-agents, declarative-programming, llm-orchestration, markdown-contracts, state-management, agent-framework
  • mediumabout#3
    Update repository description to be more specific

    Why:

    CURRENT
    A new kind of language for a new kind of computer
    COPY-PASTE FIX
    A declarative language for AI agents, defining ideal world states with Markdown contracts.

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 openprose/prose
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. Operator SDK · recommended 1×
  3. Kubebuilder · recommended 1×
  4. Ansible · recommended 1×
  5. Terraform · recommended 1×
  • CATEGORY QUERY
    How can I declaratively define and maintain the desired state for AI agents?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Operator SDK
    3. Kubebuilder
    4. Ansible
    5. Terraform
    6. AWS CloudFormation
    7. Azure Resource Manager (ARM)
    8. Google Cloud Deployment Manager
    9. MLflow
    10. Dagster
    11. Apache Airflow

    AI recommended 11 alternatives but never named openprose/prose. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Are there tools for defining AI agent behavior with structured contracts instead of imperative code?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Guardrails AI
    4. Marvin AI
    5. OpenAI Function Calling
    6. Semantic Kernel
    7. JSON Schema

    AI recommended 7 alternatives but never named openprose/prose. 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 openprose/prose?
    pass
    AI named openprose/prose explicitly

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

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

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

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openprose/prose — 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