graph-rag SKILL.md skillA
graph-rag from vodailocz/kilo-kit-mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vodailocz/kilo-kit-mcp/graph-rag@git:20260821.05c0d52Pins git:20260821.05c0d52 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vodailocz/kilo-kit-mcp
- Path
skills/engineering/graph-rag/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260821.05c0d52, committed Aug 21, 2026
- Size
- 4,628 bytes
- Repository stars
- 27
- License
- Apache-2.0
Use when needing global or relational understanding of codebases or knowledge corpora. Keywords: GraphRAG, knowledge graph, entity extraction, community summarization, graph traversal, Microsoft GraphRAG.
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
# GraphRAG Skill The `graph-rag` skill provides structured methods for building and querying Knowledge Graphs (KG) from text and code. Unlike standard RAG, which relies on vector similarity, GraphRAG leverages structural relationships between entities to answer complex, multi-hop, and global queries. ## When to Use This Skill - When you need to understand the "big picture" of a massive repository or documentation set. - When standard semantic search (vector-only) fails to retrieve relevant information for relational or aggregate questions (e.g., "What are the common design patterns used in this project?"). - When you need to trace dependencies across codebases for safe refactoring. - When you need to generate high-quality summaries of knowledge clusters (communities). ## Limitations of Standard Vector-Only RAG Standard RAG (Retrieval-Augmented Generation) has significant blind spots: 1. **Global Aggregation**: It cannot easily answer questions requiring knowledge synthesis across the entire corpus (e.g., "Summarize all major architectural decisions"). 2. **Relational Depth**: Vector similarity often misses multi-hop relationships between disparate files or concepts. …
Read the whole file at its exact version.
How to install
mdr add vodailocz/kilo-kit-mcp/graph-rag@sha256:a2c682278edd4aadThe line at the top of this page pins the label git:20260821.05c0d52, 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_kkshty5sfqk2jikp)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 21, 2026.
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 (4628 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
vodailocz/kilo-kit-mcp · 27 stars · license Apache-2.0 · pushed 2026-10-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_kkshty5sfqk2jikp GET https://markdownregistry.com/api/v1/resolve?ref=vodailocz/kilo-kit-mcp/graph-rag GET https://markdownregistry.com/api/v1/blob/a2c682278edd4aadf85f37f662d7335b38a103f2ff12c116932fe12febccd301
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.