RRepoGEO

REPOGEO REPORT · LITE

louislva/claude-peers-mcp

Default branch main · commit 640183fa · scanned 6/22/2026, 6:17:59 AM

GitHub: 2,125 stars · 282 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
22 /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
1 / 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 louislva/claude-peers-mcp, 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
    Reposition README H1 and opening paragraph for clarity

    Why:

    CURRENT
    # claude-peers

Let your Claude Code instances find each other and talk. When you're running 5 sessions across different projects, any Claude can discover the others and send messages that arrive instantly.
    COPY-PASTE FIX
    # claude-peers: Ad-hoc Peer-to-Peer Messaging for Claude AI Instances

`claude-peers` enables real-time, direct communication and discovery between your running Claude AI Code instances. Whether you're managing multiple Claude sessions across different projects, this tool allows any Claude instance to instantly find and send messages to others, facilitating seamless ad-hoc collaboration.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    claude, ai, llm, multi-agent, peer-to-peer, messaging, communication, agent-communication, anthropic
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/louislva/claude-peers-mcp

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 louislva/claude-peers-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
apache/kafka
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. apache/kafka · recommended 1×
  2. rabbitmq/rabbitmq-server · recommended 1×
  3. redis/redis · recommended 1×
  4. nats-io/nats-server · recommended 1×
  5. AWS SQS/SNS · recommended 1×
  • CATEGORY QUERY
    How can I enable real-time messaging and discovery between multiple AI assistant instances?
    you: not recommended
    AI recommended (in order):
    1. Apache Kafka (apache/kafka)
    2. RabbitMQ (rabbitmq/rabbitmq-server)
    3. Redis (redis/redis)
    4. NATS.io (nats-io/nats-server)
    5. AWS SQS/SNS
    6. Google Cloud Pub/Sub
    7. Consul (hashicorp/consul)

    AI recommended 7 alternatives but never named louislva/claude-peers-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to facilitate ad-hoc communication and collaboration among distributed LLM agents.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Haystack
    3. AutoGen
    4. OpenAI Assistants API
    5. Ray
    6. Apache Kafka
    7. Redis Pub/Sub

    AI recommended 7 alternatives but never named louislva/claude-peers-mcp. 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 louislva/claude-peers-mcp?
    pass
    AI did not name louislva/claude-peers-mcp — 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 louislva/claude-peers-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named louislva/claude-peers-mcp 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 louislva/claude-peers-mcp solve, and who is the primary audience?
    pass
    AI did not name louislva/claude-peers-mcp — 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?

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louislva/claude-peers-mcp — 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