RRepoGEO

REPOGEO REPORT · LITE

Prismer-AI/Prismer

Default branch main · commit 2dbe71fe · scanned 6/9/2026, 6:41:17 PM

GitHub: 782 stars · 36 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 Prismer-AI/Prismer, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify README tagline to emphasize multimodal LLM focus

    Why:

    CURRENT
    Open Source OpenAI Prism Alternative
    COPY-PASTE FIX
    Unified Open Source Framework for Multimodal Large Language Models
  • mediumreadme#2
    Add license clarification to README

    Why:

    COPY-PASTE FIX
    This project is released under the terms specified in the [LICENSE.md](LICENSE.md) file.

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 Prismer-AI/Prismer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. AutoGPT · recommended 2×
  3. LlamaIndex · recommended 1×
  4. Haystack · recommended 1×
  5. AgentVerse · recommended 1×
  • CATEGORY QUERY
    What open source tools exist for AI agents to use various models and tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. AgentVerse
    6. CrewAI

    AI recommended 6 alternatives but never named Prismer-AI/Prismer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open source framework for AI agents to browse and interact with web content.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. LangChain
    5. AutoGPT

    AI recommended 5 alternatives but never named Prismer-AI/Prismer. 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 Prismer-AI/Prismer?
    pass
    AI named Prismer-AI/Prismer explicitly

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

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

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

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Prismer-AI/Prismer — 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