agentic-rag SKILL.md skillA
agentic-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/agentic-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/agentic-rag/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260821.05c0d52, committed Aug 21, 2026
- Size
- 4,472 bytes
- Repository stars
- 27
- License
- Apache-2.0
Use when building self-correcting retrieval systems for AI agents. Keywords: RAG, retrieval, Corrective RAG, Self-RAG, query decomposition, reranking, hallucination, grounding.
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
# Agentic RAG - Self-Correcting Retrieval ## Overview Agentic RAG evolves beyond static information retrieval by embedding autonomous agents within the retrieval and generation pipeline. Unlike "Naive RAG" which assumes a direct mapping from query to document chunk, Agentic RAG employs iterative reasoning, self-correction, and multi-step workflows to ensure answers are grounded, accurate, and comprehensive. It treats retrieval as a dynamic task-oriented process. ## When To Use - When dealing with multi-hop questions requiring information synthesis from disparate sources. - When existing RAG pipelines suffer from high hallucination rates or low retrieval precision. - When the domain requires "Codebase RAG" that understands syntax, imports, and symbol definitions rather than just text semantic similarity. - When you need systems that can autonomously fall back to web search or tool execution when internal knowledge is insufficient. ## Architecture Patterns 1. **Query Decomposition & Routing**: Breaking down complex, high-level questions into focused sub-queries. Agents route these sub-queries to appropriate specialized indexes (e.g., code-index, docs-index, general-web). …
Read the whole file at its exact version.
How to install
mdr add vodailocz/kilo-kit-mcp/agentic-rag@sha256:7178200fe73b7a3bThe 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_4e3ohuv5xxbfzikk)
5 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 (4472 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_4e3ohuv5xxbfzikk GET https://markdownregistry.com/api/v1/resolve?ref=vodailocz/kilo-kit-mcp/agentic-rag GET https://markdownregistry.com/api/v1/blob/7178200fe73b7a3b87ec2e92c4b3a046f876f686dcd2965415a2ff3318525305
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.