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GraphRAG retrieval pipeline with neo4j-graphrag v1.0.0

Use this resource to build a GraphRAG retrieval chain backed by Neo4j

New

  • 486 downloads
  • 225 likes
  • 199 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install graphrag-retrieval-pipeline

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent picks the right retriever (vector, hybrid, Cypher, Text2Cypher, tools), writes the retrieval_query, connects the retriever to an LLM and a prompt, and diagnoses low retrieval quality. It also covers LLM and embedding providers. You get a pipeline ready to test.

Mostly picked by

Updated November 2, 2026

Card for the “GraphRAG retrieval pipeline with neo4j-graphrag” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: retriever choice and pipeline wiring
  • references/retrievers.md: options for each retriever
  • references/providers.md: LLM and embedding providers

Good fit for

  • You want to answer questions from a knowledge graph
  • Your RAG answers lack relational context

Not for

    Tags

    • graphrag
    • retrieval
    • llm
    • embeddings
    • neo4j

    About

    You say

    “Set up a HybridCypherRetriever on my document graph to answer legal questions.”

    Card for the “GraphRAG retrieval pipeline with neo4j-graphrag” skill

    Skill published by neo4j-contrib under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to build a GraphRAG retrieval chain backed by Neo4j
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • README.md1.5 KB
    • references/kg-builder.md4.5 KB
    • references/knowledge-graph-construction.md6.9 KB
    • references/pipeline-dsl.md1.2 KB
    • references/providers.md3.7 KB
    • references/retrievers.md4.9 KB
    • SKILL.md17.1 KB

    Origin and licence

    Listed unmodified

    Author
    neo4j-contrib
    Source
    github.com/neo4j-contrib/neo4j-skills/tree/39247b9c4ab20062aefd1cfe83c040167ef9ee83/neo4j-graphrag-skill
    Licence
    MIT

    Notice

    « neo4j-graphrag-skill » (neo4j-contrib, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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