RRepoGEO

REPOGEO REPORT · LITE

langchain-ai/open-swe

Default branch main · commit 74f5df5d · scanned 5/14/2026, 11:32:14 AM

GitHub: 9,792 stars · 1,103 forks

AI VISIBILITY SCORE
22 /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
1 / 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 langchain-ai/open-swe, 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
    Update the 'About' description to be more specific

    Why:

    CURRENT
    An Open-Source Asynchronous Coding Agent
    COPY-PASTE FIX
    An open-source framework for building and customizing internal coding agents for engineering organizations.
  • hightopics#2
    Add more specific topics to differentiate the repo

    Why:

    CURRENT
    agent, agents, ai, anthropic, claudecode, llm, llms, openai
    COPY-PASTE FIX
    agent, agents, ai, llm, llms, software-engineering, dev-tools, internal-tools, coding-agent, autonomous-agent, code-automation, developer-workflow
  • highhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/langchain-ai/open-swe

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 langchain-ai/open-swe
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source framework to build custom AI agents for developer workflows.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. CrewAI
    6. Transformers Agents (Hugging Face)

    AI recommended 6 alternatives but never named langchain-ai/open-swe. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I create an asynchronous AI assistant to automate software engineering tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. FastAPI
    3. Celery
    4. Redis
    5. LlamaIndex
    6. Hugging Face Transformers
    7. PostgreSQL
    8. OpenAI API
    9. Flask-SocketIO
    10. AWS Step Functions
    11. AWS Lambda
    12. Amazon SQS
    13. Amazon DynamoDB
    14. Google Cloud Workflows
    15. Cloud Functions
    16. Cloud Pub/Sub
    17. Cloud Firestore
    18. Microsoft Azure Logic Apps
    19. Azure Functions
    20. Azure Service Bus
    21. Azure Cosmos DB

    AI recommended 21 alternatives but never named langchain-ai/open-swe. 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 langchain-ai/open-swe?
    pass
    AI did not name langchain-ai/open-swe — 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?

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