neo4j-graphrag-skill SKILL.md skillA
neo4j-graphrag-skill from neo4j-contrib/neo4j-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add neo4j-contrib/neo4j-skills/neo4j-graphrag-skill@v1.1.2Pins v1.1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- neo4j-contrib/neo4j-skills
- Path
neo4j-graphrag-skill/SKILL.md- Versions recorded
- 8
- Latest version
- v1.1.2, committed Nov 2, 2026
- First version recorded
- May 14, 2026
- Size
- 17,121 bytes
- Repository stars
- 121
- License
- MIT
Build GraphRAG retrieval pipelines on Neo4j using the neo4j-graphrag Python.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Neo4j GraphRAG Skill ## When to Use - Building GraphRAG retrieval pipelines with `neo4j-graphrag` Python package - Choosing between VectorRetriever, HybridRetriever, VectorCypherRetriever, HybridCypherRetriever - Writing `retrieval_query` Cypher fragments for graph-augmented context - Wiring retriever + LLM into a `GraphRAG` pipeline - Using LLM-routed multi-retriever with `ToolsRetriever` - Debugging low retrieval quality - Integrating Neo4j with LangChain, LlamaIndex, or Haystack ## When NOT to Use - **KG construction from documents** → `neo4j-document-import-skill` - **Plain vector/semantic search without graph traversal** → `neo4j-vector-index-skill` - **Hybrid search that combines vector with fulltext or other ranked sources** → `neo4j-vector-index-skill` - **GDS algorithms (PageRank, Louvain, node embeddings)** → `neo4j-gds-skill` - **Agent long-term memory** → `neo4j-agent-memory-skill` - **Writing raw Cypher queries** → `neo4j-cypher-skill` --- ## Retriever Selection ``` Has fulltext index? YES → Hybrid variants (HybridRetriever / HybridCypherRetriever) NO → Vector variants (VectorRetriever / VectorCypherRetriever) Need graph traversal after vector lookup? …
Read the whole file at its exact version.
How to install
mdr add neo4j-contrib/neo4j-skills/neo4j-graphrag-skill@sha256:f35c19d4ca44c760The line at the top of this page pins the label v1.1.2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_4g4v355eqfi6ju4n)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 8 versions of this file, between May 14, 2026 and Nov 2, 2026, about one every 25 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.1.2 latest | 2026-11-02 | 004c782 | 17,121 B | A | view · diff |
| v1.1.1 | 2026-10-06 | 9005c19 | 17,047 B | A | view · diff |
| v1.1.0 | 2026-09-30 | 7ebb6b4 | 21,664 B | A | view · diff |
| v1.0.11 | 2026-08-13 | c3e91d0 | 18,662 B | A | view · diff |
| v1.0.1 | 2026-05-29 | 7427d7a | 18,661 B | A | view · diff |
| v1.1.0 | 2026-05-20 | 3afa4c9 | 18,661 B | A | view · diff |
| v1.0.0 | 2026-05-19 | 47bbbd8 | 13,917 B | A | view · diff |
| v1.0.0 | 2026-05-14 | 90c3cb2 | 13,133 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (17121 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
neo4j-contrib/neo4j-skills · 121 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4g4v355eqfi6ju4n GET https://markdownregistry.com/api/v1/resolve?ref=neo4j-contrib/neo4j-skills/neo4j-graphrag-skill GET https://markdownregistry.com/api/v1/blob/f35c19d4ca44c76006e1d1f2b9ed6210ceaca9335fe43c8e419b158de94d8a92
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.