RRepoGEO

REPOGEO REPORT · LITE

langchain-ai/opengpts

Default branch main · commit 8e7fef72 · scanned 5/24/2026, 11:27:50 AM

GitHub: 6,742 stars · 913 forks

AI VISIBILITY SCORE
30 /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
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 langchain-ai/opengpts, 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

2 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
    An open-source, self-hostable framework for building custom AI assistants, similar to OpenAI's GPTs, with full control over LLMs, tools, and cognitive architecture.
  • highreadme#2
    Clarify the README's opening sentence to emphasize its 'GPTs-like' application nature

    Why:

    CURRENT
    # OpenGPTs

This is an open source effort to create a similar experience to OpenAI's GPTs and Assistants API. It is powered by LangGraph - a framework for creating agent runtimes. It also builds upon LangChain, LangServe and LangSmith.
    COPY-PASTE FIX
    # OpenGPTs

OpenGPTs is an open-source, self-hostable platform for building custom AI assistants, directly mirroring and extending the functionality of OpenAI's GPTs and Assistants API. It gives you full control over the LLM, tools, and cognitive architecture, powered by LangGraph, LangChain, LangServe, and LangSmith.

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/opengpts
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 2×
  4. OpenAI API · recommended 1×
  5. Anthropic's Claude · recommended 1×
  • CATEGORY QUERY
    How can I build custom AI assistants with full control over their cognitive architecture?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI API
    5. Anthropic's Claude
    6. Google's Gemini
    7. Microsoft Semantic Kernel
    8. AutoGPT
    9. BabyAGI

    AI recommended 9 alternatives but never named langchain-ai/opengpts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source framework for developing flexible conversational AI agents and RAG systems.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. Rasa
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named langchain-ai/opengpts. 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 langchain-ai/opengpts?
    pass
    AI named langchain-ai/opengpts explicitly

    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/opengpts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named langchain-ai/opengpts 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/opengpts solve, and who is the primary audience?
    pass
    AI named langchain-ai/opengpts 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 langchain-ai/opengpts. 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/langchain-ai/opengpts.svg)](https://repogeo.com/en/r/langchain-ai/opengpts)
HTML
<a href="https://repogeo.com/en/r/langchain-ai/opengpts"><img src="https://repogeo.com/badge/langchain-ai/opengpts.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

langchain-ai/opengpts — 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