RRepoGEO

REPOGEO REPORT · LITE

SolaceLabs/solace-agent-mesh

Default branch main · commit 475ff561 · scanned 6/18/2026, 2:07:14 AM

GitHub: 4,916 stars · 260 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
33 /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
2 / 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 SolaceLabs/solace-agent-mesh, 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
    Clarify 'About' description to explicitly state AI framework purpose and counter miscategorization

    Why:

    CURRENT
    An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of AI agents with real-world data sources and systems, facilitating complex, multi-step workflows.
    COPY-PASTE FIX
    A framework for building and orchestrating scalable, event-driven multi-agent AI systems. Solace Agent Mesh enables seamless integration of AI agents with real-world data sources and systems for complex, multi-step workflows. This is an AI application development framework, not a tool for managing Solace PubSub+ event brokers.
  • mediumreadme#2
    Add a 'Why Solace Agent Mesh?' section to differentiate from competitors

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example:

### Why Solace Agent Mesh?
While other frameworks focus on agent orchestration, Solace Agent Mesh uniquely leverages the Solace Platform's event messaging for enterprise-grade scalability, reliability, and real-time data integration. This makes it ideal for complex, high-throughput multi-agent AI systems requiring robust data flow and seamless integration with existing enterprise systems.
  • mediumreadme#3
    Expand on concrete AI application examples in the README

    Why:

    CURRENT
    For example, you could have a Database Agent that can make SQL queries to fetch data or a MultiModal Agent that can help create images, audio files and reports.
    COPY-PASTE FIX
    Add a dedicated 'Use Cases' or 'Examples' section to the README with 2-3 specific AI application scenarios, such as:

### Use Cases
*   **Enterprise Customer Service AI:** Build intelligent agents that integrate with CRM systems, knowledge bases, and real-time data streams to provide personalized support, leveraging RAG for accurate responses.
*   **Automated Data Analysis & Reporting:** Orchestrate agents to collect data from various sources, perform complex analysis, and generate dynamic reports or visualizations.
*   **Real-time IoT Anomaly Detection:** Deploy AI agents to monitor sensor data streams, detect anomalies in real-time, and trigger automated responses or alerts through event-driven workflows.

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 SolaceLabs/solace-agent-mesh
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ray
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ray · recommended 1×
  2. Akka · recommended 1×
  3. Akka.NET · recommended 1×
  4. Akka-HTTP · recommended 1×
  5. Apache Kafka · recommended 1×
  • CATEGORY QUERY
    How to build scalable multi-agent AI systems with complex, event-driven workflows?
    you: not recommended
    AI recommended (in order):
    1. Ray
    2. Akka
    3. Akka.NET
    4. Akka-HTTP
    5. Apache Kafka
    6. Kafka Streams
    7. ksqlDB
    8. OpenFaaS
    9. Kubernetes
    10. RabbitMQ
    11. Mesa
    12. Apache Flink

    AI recommended 12 alternatives but never named SolaceLabs/solace-agent-mesh. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework for reliable integration of AI agents with enterprise data sources.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. OpenAI Assistants API
    6. Rasa

    AI recommended 6 alternatives but never named SolaceLabs/solace-agent-mesh. 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 SolaceLabs/solace-agent-mesh?
    pass
    AI named SolaceLabs/solace-agent-mesh explicitly

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

  • If a team adopts SolaceLabs/solace-agent-mesh in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SolaceLabs/solace-agent-mesh 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 SolaceLabs/solace-agent-mesh solve, and who is the primary audience?
    pass
    AI did not name SolaceLabs/solace-agent-mesh — 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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SolaceLabs/solace-agent-mesh — 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