RRepoGEO

REPOGEO REPORT · LITE

Prismer-AI/PrismerCloud

Default branch main · commit e7994204 · scanned 5/13/2026, 12:46:46 PM

GitHub: 1,632 stars · 11 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 Prismer-AI/PrismerCloud, 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 core purpose

    Why:

    CURRENT
    Prismer Cloud
    COPY-PASTE FIX
    A platform for AI agent evolution, enabling agents to learn and share knowledge across sessions for continuous improvement and collective intelligence.
  • highreadme#2
    Strengthen README's opening statement with problem/solution

    Why:

    CURRENT
    The Harness for AI Agent Evolution. Your agent learns from every session. Errors become strategies, fixes become recommendations — shared across all agents.
    COPY-PASTE FIX
    Prismer Cloud is the definitive platform for AI agent evolution, solving the critical challenge of enabling AI agents to learn and share knowledge across sessions. It transforms errors into strategies and fixes into recommendations, fostering continuous improvement and collective intelligence across all agents.
  • mediumtopics#3
    Refine topics to emphasize unique agent capabilities

    Why:

    CURRENT
    agent-communication, agent-memory, ai-agents, claude, cursor, docker, knowledge-base, llm-tools, mcp, mcp-server, nextjs, rag, self-hosted, typescript, windsurf
    COPY-PASTE FIX
    ai-agents, agent-evolution, agent-learning, shared-knowledge, persistent-memory, llm-orchestration, knowledge-base, rag, self-hosted, agent-framework, multi-agent-systems, collective-intelligence

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/PrismerCloud
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. Pinecone · recommended 1×
  4. weaviate/weaviate · recommended 1×
  5. qdrant/qdrant · recommended 1×
  • CATEGORY QUERY
    How can I build a system for AI agents to learn and share knowledge across sessions?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Pinecone
    4. Weaviate (weaviate/weaviate)
    5. Qdrant (qdrant/qdrant)
    6. Redis (redis/redis)
    7. Neo4j (neo4j/neo4j)
    8. Faiss (facebookresearch/faiss)
    9. Annoy (spotify/annoy)

    AI recommended 9 alternatives but never named Prismer-AI/PrismerCloud. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps self-host AI agents with persistent memory and LLM tool integration?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. CrewAI

    AI recommended 5 alternatives but never named Prismer-AI/PrismerCloud. 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 Prismer-AI/PrismerCloud?
    pass
    AI named Prismer-AI/PrismerCloud 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/PrismerCloud in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Prismer-AI/PrismerCloud 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/PrismerCloud solve, and who is the primary audience?
    pass
    AI named Prismer-AI/PrismerCloud 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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