RRepoGEO

REPOGEO REPORT · LITE

davidmigloz/langchain_dart

Default branch main · commit 29f7a7ca · scanned 6/5/2026, 4:47:02 PM

GitHub: 677 stars · 151 forks

AI VISIBILITY SCORE
28 /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
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 davidmigloz/langchain_dart, 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
    Reposition README opening to emphasize framework and orchestration

    Why:

    CURRENT
    Build LLM-powered Dart/Flutter applications.

## What is LangChain.dart?
LangChain.dart is an unofficial Dart port of the popular LangChain Python framework created by Harrison Chase.

LangChain provides a set of ready-to-use components for working with language models and a standard interface for chaining them together to formulate more advanced use cases (e.g. chatbots, Q&A with RAG, agents, summarization, translation, extraction, recsys, etc.).
    COPY-PASTE FIX
    LangChain.dart is a comprehensive framework for building and orchestrating advanced LLM-powered Dart/Flutter applications. It provides a set of ready-to-use components and a standard interface for chaining language models into complex use cases like chatbots, Q&A with RAG, agents, and more.
  • mediumhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://pub.dev/packages/langchain
  • mediumtopics#3
    Add more specific topics to clarify framework capabilities

    Why:

    CURRENT
    ai, dart, flutter, generative-ai, llms, nlp
    COPY-PASTE FIX
    ai, dart, flutter, generative-ai, llms, nlp, framework, orchestration, rag, agents

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 davidmigloz/langchain_dart
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
google/generative-ai-dart
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. google/generative-ai-dart · recommended 1×
  2. OpenAI API · recommended 1×
  3. fayeed/openai_api · recommended 1×
  4. fayeed/chat_gpt_sdk · recommended 1×
  5. Hugging Face Inference API · recommended 1×
  • CATEGORY QUERY
    How can I integrate large language models into my Flutter mobile application?
    you: not recommended
    AI recommended (in order):
    1. Google AI SDK for Flutter (google/generative-ai-dart)
    2. OpenAI API
    3. openai_api (fayeed/openai_api)
    4. chat_gpt_sdk (fayeed/chat_gpt_sdk)
    5. Hugging Face Inference API
    6. Azure OpenAI Service
    7. AWS Bedrock
    8. AWS Amplify (aws-amplify/amplify-flutter)
    9. Llama 2
    10. Mistral
    11. Falcon
    12. MediaPipe (google/mediapipe)
    13. Core ML
    14. ML Kit

    AI recommended 14 alternatives but never named davidmigloz/langchain_dart. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools are available for building generative AI chatbots in Dart for mobile?
    you: not recommended
    AI recommended (in order):
    1. LangChain.dart
    2. openai_dart package
    3. google_generative_ai package
    4. http package
    5. Flutter

    AI recommended 5 alternatives but never named davidmigloz/langchain_dart. 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 davidmigloz/langchain_dart?
    pass
    AI did not name davidmigloz/langchain_dart — 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 davidmigloz/langchain_dart in production, what risks or prerequisites should they evaluate first?
    pass
    AI named davidmigloz/langchain_dart 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 davidmigloz/langchain_dart solve, and who is the primary audience?
    pass
    AI named davidmigloz/langchain_dart explicitly

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

Embed your GEO score

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davidmigloz/langchain_dart — 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