RRepoGEO

REPOGEO REPORT · LITE

calesthio/OpenMontage

Default branch main · commit 28dda8c8 · scanned 6/23/2026, 12:53:14 AM

GitHub: 12,045 stars · 1,550 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
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 calesthio/OpenMontage, 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
    Emphasize 'video production' and clarify 'montage' in the README's opening

    Why:

    CURRENT
    <p align="center"><strong>The first open-source, agentic video production system.</strong></p>
    COPY-PASTE FIX
    <p align="center"><strong>OpenMontage: The first open-source, agentic video production system for real video, not just image montages.</strong></p>
  • highcomparison#2
    Add a comparison section to position against commercial AI video platforms

    Why:

    COPY-PASTE FIX
    Add a new section titled 'OpenMontage vs. Commercial AI Video Platforms' or 'Why OpenMontage?' that explicitly mentions competitors like RunwayML, Pika Labs, HeyGen, and Descript, highlighting OpenMontage's unique value as an open-source, agentic, full video production system.
  • mediumtopics#3
    Refine topics to emphasize 'agentic' and 'video production' more strongly

    Why:

    CURRENT
    agent, agentic-ai, ai, claude, copilot, cursor, elevenlabs, ffmpeg, flux, image-generation, open-source, openai, python, remotion, stable-diffusion, text-to-speech, text-to-video, video-generation, video-production
    COPY-PASTE FIX
    agent, agentic-ai, ai, claude, copilot, cursor, elevenlabs, flux, open-source, openai, python, remotion, stable-diffusion, text-to-speech, text-to-video, video-generation, video-production, ai-video-production, agent-framework, generative-ai-video, video-editing-ai

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 calesthio/OpenMontage
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RunwayML
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RunwayML · recommended 1×
  2. Pika Labs · recommended 1×
  3. Synthesys Studio · recommended 1×
  4. HeyGen · recommended 1×
  5. Descript · recommended 1×
  • CATEGORY QUERY
    How can I automate video creation from a text description using AI agents?
    you: not recommended
    AI recommended (in order):
    1. RunwayML
    2. Pika Labs
    3. Synthesys Studio
    4. HeyGen
    5. Descript
    6. DeepMotion
    7. OpenAI's Sora

    AI recommended 7 alternatives but never named calesthio/OpenMontage. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools integrate video generation and editing features into AI assistants?
    you: not recommended
    AI recommended (in order):
    1. FFmpeg
    2. OpenCV
    3. MoviePy
    4. Stable Diffusion
    5. Krita
    6. Blender

    AI recommended 6 alternatives but never named calesthio/OpenMontage. 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 calesthio/OpenMontage?
    pass
    AI named calesthio/OpenMontage explicitly

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

  • If a team adopts calesthio/OpenMontage in production, what risks or prerequisites should they evaluate first?
    pass
    AI named calesthio/OpenMontage 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 calesthio/OpenMontage solve, and who is the primary audience?
    pass
    AI named calesthio/OpenMontage 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 calesthio/OpenMontage. 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/calesthio/OpenMontage.svg)](https://repogeo.com/en/r/calesthio/OpenMontage)
HTML
<a href="https://repogeo.com/en/r/calesthio/OpenMontage"><img src="https://repogeo.com/badge/calesthio/OpenMontage.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

calesthio/OpenMontage — 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