RRepoGEO

REPOGEO REPORT · LITE

openprose/prose

Default branch main · commit a81cab88 · scanned 5/17/2026, 12:32:39 AM

GitHub: 1,247 stars · 97 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
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 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
  • highabout#1
    Update repository description to clarify purpose for AI

    Why:

    CURRENT
    A new kind of language for a new kind of computer
    COPY-PASTE FIX
    A Markdown-based contract language for defining, running, and maintaining AI agent workflows and services.
  • hightopics#2
    Add relevant topics for AI agent contract language

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, agent-workflows, contract-language, markdown, dsl, executable-specifications, ai-services, workflow-automation
  • highreadme#3
    Reposition the README's primary definition to be explicit for AI

    Why:

    CURRENT
    <p align="center"> <strong>Write the future as a Markdown contract agents can run, review, and maintain.</strong> </p>
    COPY-PASTE FIX
    OpenProse is a Markdown-based contract language designed for AI agents to define, run, review, and maintain complex workflows and services.

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
camunda/camunda-bpm-platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. camunda/camunda-bpm-platform · recommended 1×
  2. temporalio/temporal · recommended 1×
  3. uber/cadence · recommended 1×
  4. apache/airflow · recommended 1×
  5. Netflix/conductor · recommended 1×
  • CATEGORY QUERY
    How can I define executable agent workflows using a human-readable contract language?
    you: not recommended
    AI recommended (in order):
    1. Camunda Platform (camunda/camunda-bpm-platform)
    2. Temporal.io (temporalio/temporal)
    3. Cadence (uber/cadence)
    4. Apache Airflow (apache/airflow)
    5. Conductor (Netflix/conductor)
    6. OpenAI Assistants API
    7. LangChain (langchain-ai/langchain)
    8. LlamaIndex (run-llama/llama_index)
    9. Zeebe (camunda/zeebe)
    10. Microsoft Power Automate
    11. Logic Apps

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

    Show full AI answer
  • CATEGORY QUERY
    What tools help create shareable, machine-executable specifications for AI agent services?
    you: not recommended
    AI recommended (in order):
    1. OpenAPI Specification
    2. JSON Schema
    3. AsyncAPI Specification
    4. Protocol Buffers
    5. gRPC
    6. GraphQL Schema Definition Language
    7. Pydantic

    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 did not name openprose/prose — 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 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?

Embed your GEO score

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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