REPOGEO REPORT · LITE

i-am-bee/agentstack

Default branch main · commit 79c78604 · scanned 5/13/2026, 2:06:43 AM

GitHub: 1,095 stars · 178 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 i-am-bee/agentstack, 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

hightopics#1

Add relevant topics to the repository

Why:

COPY-PASTE FIX

ai-agents, agent-deployment, agent-framework, llm-ops, open-infrastructure, python, linux-foundation, vendor-lock-in-free

highreadme#2

Clarify the README's primary heading or immediate tagline

Why:

CURRENT

<h1 align="center">
  Agent Stack
</h1>

<div align="center">

[](https://github.com/i-am-bee/beeai-framework?tab=Apache-2.0-1-ov-file#readme)
[](https://bsky.app/profile/beeaiagents.bsky.social)
[](https://discord.com/invite/NradeA6ZNF)
[](https://lfaidata.foundation/projects/)
[](https://agentstack.beeai.dev)

</div>

<h4 align="center">Open infrastructure for turning AI agents into running services in minutes. </h4>

COPY-PASTE FIX

<h1 align="center">
  Agent Stack
</h1>
<p align="center"><b>The Open-Source Platform for Deploying and Managing AI Agents as Production Services.</b></p>

<div align="center">

[](https://github.com/i-am-bee/beeai-framework?tab=Apache-2.0-1-ov-file#readme)
[](https://bsky.app/profile/beeaiagents.bsky.social)
[](https://discord.com/invite/NradeA6ZNF)
[](https://lfaidata.foundation/projects/)
[](https://agentstack.beeai.dev)

</div>

mediumreadme#3

Add a 'Comparison' section to the README

Why:

COPY-PASTE FIX

Add a new section titled 'Comparison' or 'Why Agent Stack?' that outlines how `agentstack` differs from and complements existing AI agent frameworks (e.g., LangChain, LlamaIndex) and generic deployment tools (e.g., Kubernetes, Docker), emphasizing its focus on production-ready agent serving infrastructure.

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 i-am-bee/agentstack

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ray-project/ray

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ray-project/ray · recommended 2×
kubernetes/kubernetes · recommended 1×
docker/docker-ce · recommended 1×
containerd/containerd · recommended 1×
AWS EKS · recommended 1×

CATEGORY QUERY
How to deploy AI agents as scalable services without vendor lock-in?
you: not recommended
AI recommended (in order):
1. Kubernetes (kubernetes/kubernetes)
2. Docker (docker/docker-ce)
3. containerd (containerd/containerd)
4. AWS EKS
5. Google GKE
6. Azure AKS
7. Ray (ray-project/ray)
8. Ray Serve (ray-project/ray)
9. MLflow (mlflow/mlflow)
10. FastAPI (tiangolo/fastapi)
11. Uvicorn (encode/uvicorn)
12. Gunicorn (benoitc/gunicorn)
13. OpenFaaS (openfaas/faas)
14. Knative (knative/docs)
15. AWS Lambda
16. Azure Functions
17. Prometheus (prometheus/prometheus)
18. Grafana (grafana/grafana)
AI recommended 18 alternatives but never named i-am-bee/agentstack. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking open-source framework to run and integrate AI agents into existing applications.
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Haystack
4. AutoGPT
5. CrewAI
AI recommended 5 alternatives but never named i-am-bee/agentstack. 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 i-am-bee/agentstack?
pass
AI named i-am-bee/agentstack explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts i-am-bee/agentstack in production, what risks or prerequisites should they evaluate first?
pass
AI named i-am-bee/agentstack 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 i-am-bee/agentstack solve, and who is the primary audience?
pass
AI named i-am-bee/agentstack explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite