RRepoGEO

REPOGEO REPORT · LITE

Prismer-AI/PrismerCloud

Default branch main · commit 742ef635 · scanned 6/23/2026, 11:47:07 PM

GitHub: 1,457 stars · 14 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 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
  • highreadme#1
    Clarify README subtitle to emphasize "self-hostable platform"

    Why:

    CURRENT
    The Intelligence Runtime for AI Agents
    COPY-PASTE FIX
    The Intelligence Runtime for AI Agents: A Self-Hostable Platform for Deploying and Managing LLM-powered Agents
  • mediumtopics#2
    Add topics for multi-agent systems and orchestration

    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
    agent-communication, agent-memory, ai-agents, claude, cursor, docker, knowledge-base, llm-tools, mcp, mcp-server, nextjs, rag, self-hosted, typescript, windsurf, multi-agent-system, agent-orchestration, collaborative-ai
  • lowcomparison#3
    Add a "Comparison to Alternatives" section in the README

    Why:

    COPY-PASTE FIX
    ## Why Prismer Cloud? (Comparison to Alternatives)

Explain how Prismer Cloud differs from and complements tools like LangChain, LlamaIndex, Kubernetes, and KubeFlow, highlighting its focus as an intelligence runtime and self-hostable platform for agents.

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
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Pinecone · recommended 1×
  4. Weaviate · recommended 1×
  5. ChromaDB · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent system with shared memory and collaborative learning capabilities?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Pinecone
    4. Weaviate
    5. ChromaDB
    6. Haystack
    7. Elasticsearch
    8. OpenSearch
    9. AutoGPT
    10. BabyAGI
    11. Ray
    12. PyTorch
    13. TensorFlow
    14. PyTorch Lightning
    15. Keras
    16. Flower
    17. FedML
    18. Redis

    AI recommended 18 alternatives but never named Prismer-AI/PrismerCloud. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hostable platform for deploying and managing multiple intelligent agents with RAG.
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. KubeFlow
    3. Argo Workflows
    4. OpenShift
    5. Docker Swarm
    6. Portainer
    7. Nomad
    8. Consul
    9. Vault
    10. CapRover
    11. Dokku

    AI recommended 11 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?

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Prismer-AI/PrismerCloud — 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