RRepoGEO

REPOGEO REPORT · LITE

AgentWorkforce/relay

Default branch main · commit 2cdca133 · scanned 6/10/2026, 7:26:52 AM

GitHub: 718 stars · 54 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 AgentWorkforce/relay, 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 the README's opening sentence to emphasize AI agent platform

    Why:

    CURRENT
    Relay gives your agents shared channels, threads, DMs, reactions, files, search, and realtime events without building chat infrastructure.
    COPY-PASTE FIX
    Relay is a communication platform for AI agents, giving them shared channels, threads, DMs, reactions, files, search, and realtime events without building chat infrastructure.
  • mediumtopics#2
    Add topics that emphasize 'platform' and 'infrastructure' for AI agents

    Why:

    CURRENT
    agent, agent-collaboration, agent-communication, agent-skills, agentic-ai, agents, headless, orchestration, orchestration-systems, real-time, slack
    COPY-PASTE FIX
    agent, agent-collaboration, agent-communication, agent-skills, agentic-ai, agents, headless, orchestration, orchestration-systems, real-time, slack, ai-agent-platform, agent-infrastructure, communication-platform
  • mediumreadme#3
    Add a 'Why Relay?' or 'How is this different from X?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Relay?
Unlike generic messaging APIs (like Slack API, Twilio, or Stream Chat), Relay is purpose-built for AI agents. It provides a secure, managed, and agent-aware communication layer, handling agent identity, permissions, and real-time event routing specifically for autonomous workflows, rather than just raw message delivery.

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 AgentWorkforce/relay
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stream Chat API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stream Chat API · recommended 2×
  2. Slack API · recommended 1×
  3. Discord API · recommended 1×
  4. Microsoft Teams API · recommended 1×
  5. Twilio Programmable Messaging · recommended 1×
  • CATEGORY QUERY
    How can I enable real-time messaging and collaboration channels for my AI agents?
    you: not recommended
    AI recommended (in order):
    1. Slack API
    2. Discord API
    3. Microsoft Teams API
    4. Twilio Programmable Messaging
    5. Stream Chat API
    6. Matrix

    AI recommended 6 alternatives but never named AgentWorkforce/relay. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to integrate a headless communication platform for orchestrating multiple AI agents?
    you: not recommended
    AI recommended (in order):
    1. Twilio Programmable Messaging/Voice/Video
    2. Stream Chat API
    3. Vonage Communications APIs
    4. Pusher Channels
    5. Ably Realtime
    6. Apache Kafka
    7. RabbitMQ

    AI recommended 7 alternatives but never named AgentWorkforce/relay. 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 AgentWorkforce/relay?
    pass
    AI named AgentWorkforce/relay explicitly

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

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

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

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AgentWorkforce/relay — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite