REPOGEO REPORT · LITE

neo4j-labs/create-context-graph

Default branch main · commit 719478a2 · scanned 5/24/2026, 4:58:21 PM

GitHub: 602 stars · 82 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 neo4j-labs/create-context-graph, 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 the README's opening sentence to clearly state its function as an application generator

Why:

CURRENT

Interactive CLI scaffolding tool that generates fully-functional, domain-specific context graph applications.

COPY-PASTE FIX

Create Context Graph is an interactive CLI tool that rapidly generates complete, full-stack AI agent applications with graph-based reasoning memory, tailored to your domain.

hightopics#2
Expand repository topics to include broader categories related to AI agent development and application generation
Why:
CURRENT
```
agent-memory, context-graph, neo4j
```
COPY-PASTE FIX
```
ai-agents, llm-applications, scaffolding, cli-tool, full-stack, rag, agent-memory, context-graph, neo4j
```

mediumabout#3

Refine the repository description to explicitly state its function as a generator of AI agent applications

Why:

CURRENT

AI agents with graph based reasoning memory, scaffolded in seconds

COPY-PASTE FIX

Generate full-stack AI agent applications with graph-based reasoning memory, scaffolded in seconds.

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 neo4j-labs/create-context-graph

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

langchain-ai/langchain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

langchain-ai/langchain · recommended 1×
neo4j/neo4j · recommended 1×
run-llama/llama_index · recommended 1×
microsoft/GraphRAG · recommended 1×
Azure Cosmos DB for Apache Gremlin · recommended 1×

CATEGORY QUERY
How to quickly scaffold an AI agent application with graph-based reasoning memory?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. Neo4j (neo4j/neo4j)
3. LlamaIndex (run-llama/llama_index)
4. GraphRAG (microsoft/GraphRAG)
5. Azure Cosmos DB for Apache Gremlin
6. Marvin (prefect-ai/marvin)
7. NetworkX (networkx/networkx)
8. ArangoDB (arangodb/arangodb)
9. Dgraph (dgraph-io/dgraph)
AI recommended 9 alternatives but never named neo4j-labs/create-context-graph. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool to generate full-stack domain-specific AI agent applications with conversational memory?
you: not recommended
AI recommended (in order):
1. LangChain
2. FastAPI
3. Streamlit
4. LlamaIndex
5. Flask
6. React
7. Microsoft Semantic Kernel
8. ASP.NET Core
9. Blazor
10. OpenAI Assistants API
11. Next.js
12. Vercel
13. Haystack
14. Django
15. Vue.js
16. Cortex
17. Botpress
AI recommended 17 alternatives but never named neo4j-labs/create-context-graph. 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 neo4j-labs/create-context-graph?
pass
AI named neo4j-labs/create-context-graph explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts neo4j-labs/create-context-graph in production, what risks or prerequisites should they evaluate first?
pass
AI named neo4j-labs/create-context-graph 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 neo4j-labs/create-context-graph solve, and who is the primary audience?
pass
AI did not name neo4j-labs/create-context-graph — 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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MARKDOWN (README)

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HTML

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neo4j-labs/create-context-graph — 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