RRepoGEO

REPOGEO REPORT · LITE

framerslab/agentos

Default branch master · commit 90081965 · scanned 6/9/2026, 5:17:16 PM

GitHub: 572 stars · 79 forks

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 framerslab/agentos, 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
    Add a 'Why AgentOS?' comparison section to the README

    Why:

    COPY-PASTE FIX
    Add the following section heading and a brief paragraph to your README, ideally after the initial introduction:

```markdown
## Why AgentOS?

AgentOS stands out from other AI agent frameworks like LangChain, LlamaIndex, and AutoGen by focusing on the end-to-end lifecycle management of AI agents, offering superior memory benchmarks, and robust runtime tool forging capabilities. While others provide components, AgentOS delivers a comprehensive, production-ready system for building truly autonomous agents.
```
  • mediumabout#2
    Refine the repository description to emphasize problem-solving

    Why:

    CURRENT
    TypeScript AI agent framework: cognitive memory, runtime tool forging, multi-agent orchestration, 11 LLM providers.
    COPY-PASTE FIX
    Build robust, autonomous AI agents in TypeScript that remember, adapt, and forge their own tools. AgentOS offers persistent cognitive memory, multi-agent orchestration, and unified access to 11 LLM providers, simplifying complex agent development.
  • lowhomepage#3
    Review homepage for clear 'getting started' path

    Why:

    CURRENT
    https://agentos.sh
    COPY-PASTE FIX
    Ensure the homepage (https://agentos.sh) prominently features a 'Get Started' or 'Quickstart' guide, clear links to documentation, and examples, making it easy for new users to immediately understand and begin using AgentOS.

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 framerslab/agentos
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. LlamaIndex.TS · recommended 1×
  3. OpenAI API · recommended 1×
  4. Pinecone · recommended 1×
  5. Weaviate · recommended 1×
  • CATEGORY QUERY
    How can I build autonomous AI agents in TypeScript that remember context and dynamically forge tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. OpenAI API
    4. Pinecone
    5. Weaviate
    6. Qdrant
    7. Autogen

    AI recommended 7 alternatives but never named framerslab/agentos. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks exist for orchestrating multi-agent systems with persistent memory and diverse LLM integrations?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. Haystack
    5. CrewAI
    6. Marvin
    7. Open Interpreter

    AI recommended 7 alternatives but never named framerslab/agentos. 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 framerslab/agentos?
    pass
    AI named framerslab/agentos explicitly

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

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

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

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framerslab/agentos — 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