REPOGEO REPORT · LITE

shannhk/hermes-agent-control-room

Default branch main · commit 48a1a5a2 · scanned 6/6/2026, 2:22:40 AM

GitHub: 523 stars · 88 forks

AI VISIBILITY SCORE

35 /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

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 shannhk/hermes-agent-control-room, 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 H1 and opening paragraph to emphasize management/operations, not agent building

Why:

CURRENT

# Hermes Agent Control Room

A public template for setting up an **Agent Control Room** first, then scaling from one Hermes agent to direct specialists, orchestrated teams, and automated workflows.

The Agent Control Room is a sidecar repo/folder that documents and governs your Hermes agents. It is **not** an agent itself. It is the system map, operating manual, registry, runbook library, and recovery notebook for the agents you run.

COPY-PASTE FIX

# Hermes Agent Control Room: The Operations System for Your Hermes Agents

A public template for setting up an **Agent Control Room** first, then scaling from one Hermes agent to direct specialists, orchestrated teams, and automated workflows. **This is not an agent framework or a tool for building agents.** Instead, it's the dedicated operations system—a sidecar repo/folder that documents, governs, and provides a system map, operating manual, registry, runbook library, and recovery notebook for the Hermes agents you run.

mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/shannhk/hermes-agent-control-room
```

mediumtopics#3

Add more specific topics to clarify the repo's focus on agent operations and management

Why:

CURRENT

agent-control-room, ai-agents, hermes-agent, multi-agent, vps

COPY-PASTE FIX

agent-control-room, ai-agents, hermes-agent, multi-agent, vps, agent-operations, agent-management, ai-governance, runbooks, orchestration, documentation

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 shannhk/hermes-agent-control-room

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 1×
Microsoft Semantic Kernel · recommended 1×
Haystack · recommended 1×
OpenAI Assistants API · recommended 1×
CrewAI · recommended 1×

CATEGORY QUERY
How can I centrally manage and orchestrate a growing team of AI agents?
you: not recommended
AI recommended (in order):
1. LangChain
2. Microsoft Semantic Kernel
3. Haystack
4. OpenAI Assistants API
5. CrewAI
6. AutoGen
7. FastAPI
8. Flask
9. Redis
10. Apache Kafka
AI recommended 10 alternatives but never named shannhk/hermes-agent-control-room. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools help document, operate, and scale a multi-agent AI system effectively?
you: not recommended
AI recommended (in order):
1. MLflow
2. Kubernetes (K8s)
3. Prometheus
4. Grafana
5. Ray
6. OpenAPI (Swagger)
7. Weights & Biases (W&B)
8. Confluence
9. Notion
AI recommended 9 alternatives but never named shannhk/hermes-agent-control-room. 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 shannhk/hermes-agent-control-room?
pass
AI named shannhk/hermes-agent-control-room explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts shannhk/hermes-agent-control-room in production, what risks or prerequisites should they evaluate first?
pass
AI named shannhk/hermes-agent-control-room 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 shannhk/hermes-agent-control-room solve, and who is the primary audience?
pass
AI named shannhk/hermes-agent-control-room explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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shannhk/hermes-agent-control-room — 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