RRepoGEO

REPOGEO REPORT · LITE

hwchase17/langchain-hub

Default branch master · commit 41ead301 · scanned 5/13/2026, 11:37:58 PM

GitHub: 3,414 stars · 293 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 hwchase17/langchain-hub, 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
    Add a concise description to the About section

    Why:

    COPY-PASTE FIX
    A community-driven collection of prompts, chains, and agents for LangChain primitives, designed for sharing and discovery.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    langchain, llm, prompts, agents, chains, generative-ai, ai-applications, machine-learning, llm-artifacts
  • highreadme#3
    Add a clear license statement to the README

    Why:

    COPY-PASTE FIX
    Add the following section to your README, preferably near the top: `## License
This repository is currently unlicensed. Please add a `LICENSE` file to the repository root to clarify usage rights for contributors and users.`

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 hwchase17/langchain-hub
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Hub
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Hub · recommended 2×
  2. PromptPerfect · recommended 1×
  3. Awesome-Prompts · recommended 1×
  4. FlowGPT · recommended 1×
  5. Prompt Engineering Guide · recommended 1×
  • CATEGORY QUERY
    Where can I find a repository of pre-built prompts for large language models?
    you: not recommended
    AI recommended (in order):
    1. PromptPerfect
    2. Awesome-Prompts
    3. FlowGPT
    4. Prompt Engineering Guide
    5. Hugging Face Hub
    6. Learn Prompting

    AI recommended 6 alternatives but never named hwchase17/langchain-hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms exist for sharing and discovering custom LLM chains and agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain Hub
    2. Hugging Face Hub
    3. GitHub
    4. GitLab
    5. LlamaIndex LlamaHub
    6. Weights & Biases (W&B) Artifacts
    7. OpenAI GPTs
    8. GPT Store

    AI recommended 8 alternatives but never named hwchase17/langchain-hub. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 hwchase17/langchain-hub?
    pass
    AI did not name hwchase17/langchain-hub — 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 hwchase17/langchain-hub in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hwchase17/langchain-hub 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 hwchase17/langchain-hub solve, and who is the primary audience?
    pass
    AI named hwchase17/langchain-hub explicitly

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

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hwchase17/langchain-hub — RepoGEO report