Ragie skills for AI coding agents. Install once and your agent understands how to ingest documents, run retrievals, build RAG pipelines, configure the MCP server, and handle multi-tenancy with Ragie.
Works with Claude Code, Cursor, Cline, Copilot, Windsurf, and 40+ other agents.
Installs into your current project for whichever agent you use:
npx skills add ragieai/skillsFor programmatic access to skill and reference content:
npm install @ragieai/skillsSymlink the skill directory directly into Claude Code's skills folder so edits are reflected immediately:
ln -s /path/to/ragieai/skills/skills/ragie ~/.claude/skills/ragieOne skill — ragie — that activates when you ask about integrating Ragie, building RAG pipelines, ingesting documents, configuring the MCP server, or working with retrievals.
| File | Content |
|---|---|
quickstart.md |
Install SDK, ingest a document, run first retrieval |
ingestion.md |
Files, URLs, raw text, readiness polling, webhooks, bulk ingest |
retrieval.md |
Search options, topK, reranking, hybrid search, metadata filters |
mcp.md |
MCP server URL pattern, configuration, the retrieve tool |
partitions.md |
Multi-tenancy, partition isolation, partition management |
metadata-filtering.md |
Tagging documents, filtering at retrieval time |
rag-patterns.md |
RAG responses, streaming, citations, tool use, production checklist |
api-reference.md |
Full REST endpoint reference, error codes |
python.md |
Python SDK equivalents for all patterns |
References are loaded on demand — only what's relevant to the current task is pulled into context.
The Ragie MCP server exposes a retrieve tool scoped to a partition, letting your agent search your knowledge base directly. Configure it with two environment variables:
export RAGIE_API_KEY=ragie_...
export RAGIE_PARTITION=your-partitionThe plugin's .mcp.json handles the rest. See mcp.md for multi-partition setup.
import {
getSkill,
getReference,
getSkillPath,
getReferencePath,
getSkillsDir,
} from "@ragieai/skills";
// Get skill or reference content as a string
const skill = getSkill("ragie");
const quickstart = getReference("quickstart");
// Get absolute file paths
const skillPath = getSkillPath("ragie");
const refPath = getReferencePath("rag-patterns");MIT