RRepoGEO

REPOGEO REPORT · LITE

jina-ai/langchain-serve

Default branch main · commit 22ce7ca8 · scanned 5/28/2026, 7:42:11 PM

GitHub: 1,640 stars · 134 forks

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 jina-ai/langchain-serve, 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 specific deployment and MLOps topics

    Why:

    CURRENT
    autogpt, autonomous-agents, babyagi, chatbot, fastapi, gpt, langchain, llm, production, python, slack
    COPY-PASTE FIX
    autogpt, autonomous-agents, babyagi, chatbot, fastapi, gpt, langchain, llm, production, python, slack, llm-deployment, llm-serving, mlops, serverless, api-deployment
  • highreadme#2
    Reposition the README's core value proposition to emphasize LangChain deployment

    Why:

    CURRENT
    Jina is an open-source framework for building scalable multi modal AI apps on Production. LangChain is another open-source framework for building applications powered by LLMs.
    COPY-PASTE FIX
    This repository, `langchain-serve`, provides a framework and CLI for deploying LangChain applications as scalable APIs and bots, leveraging Jina and FastAPI for production environments.
  • mediumreadme#3
    Explicitly state the core differentiator in the README

    Why:

    CURRENT
    **langchain-serve** helps you deploy your LangChain apps on Jina AI Cloud in a matter of seconds.
    COPY-PASTE FIX
    Unlike general LLM frameworks, `langchain-serve` offers a simplified, opinionated CLI specifically for deploying LangChain applications to Jina AI Cloud's managed serverless platform, abstracting away infrastructure complexities.

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 jina-ai/langchain-serve
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/openai-python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-python · recommended 1×
  2. anthropics/anthropic-sdk-python · recommended 1×
  3. langchain-ai/langchain · recommended 1×
  4. run-llama/llama_index · recommended 1×
  5. vllm-project/vllm · recommended 1×
  • CATEGORY QUERY
    How to deploy LangChain applications to production with scalable API endpoints?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What are the best ways to serve LLM-powered conversational agents using FastAPI?
    you: not recommended
    AI recommended (in order):
    1. openai (openai/openai-python)
    2. anthropic (anthropics/anthropic-sdk-python)
    3. LangChain (langchain-ai/langchain)
    4. LlamaIndex (run-llama/llama_index)
    5. vLLM (vllm-project/vllm)
    6. Text Generation Inference (TGI) (huggingface/text-generation-inference)
    7. httpx (encode/httpx)
    8. Celery (celery/celery)
    9. Redis (redis/redis)
    10. RabbitMQ (rabbitmq/rabbitmq-server)

    AI recommended 10 alternatives but never named jina-ai/langchain-serve. 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 jina-ai/langchain-serve?
    pass
    AI did not name jina-ai/langchain-serve — 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 jina-ai/langchain-serve in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jina-ai/langchain-serve 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 jina-ai/langchain-serve solve, and who is the primary audience?
    pass
    AI named jina-ai/langchain-serve explicitly

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

Embed your GEO score

Drop this badge into the README of jina-ai/langchain-serve. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/jina-ai/langchain-serve.svg)](https://repogeo.com/en/r/jina-ai/langchain-serve)
HTML
<a href="https://repogeo.com/en/r/jina-ai/langchain-serve"><img src="https://repogeo.com/badge/jina-ai/langchain-serve.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

jina-ai/langchain-serve — 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