backend-ai-rag SKILL.md skillA
backend-ai-rag from bekaku/java-spring-boot-starter is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add bekaku/java-spring-boot-starter/backend-ai-rag@git:20260924.15dc64aPins git:20260924.15dc64a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- bekaku/java-spring-boot-starter
- Path
.agents/skills/backend-ai-rag/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260924.15dc64a, committed Sep 24, 2026
- First version recorded
- Sep 21, 2026
- Size
- 4,245 bytes
- Repository stars
- 31
- License
- none declared
Optional module. Use only when the task changes Spring AI, Ollama, Qdrant vector stores, document ingestion, SSE chat streaming, AI tools, chat memory, prompts, or face recognition in this Spring Boot backend. Never load for ordinary CRUD, auth, file, or messaging work.
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
# Backend AI / RAG — Playbook (optional module) > **Role:** HOW to change the AI path safely. Binding facts + evidence: `skills/backend/AI_RAG.md` (read it too). > **Requires:** `backend-core`. Add `backend-api` / `backend-data` / `backend-files` / `backend-security` only for the boundaries the change crosses. Finish with `backend-testing`. > **Do not load for ordinary CRUD/auth/file/messaging work.** ## Know this first - SSE runs on Spring MVC with Reactor `Flux` — not WebFlux. Reactor threads have no logged-in user: pass `userId`. - Qdrant beans exist only when `spring.ai.vectorstore.qdrant.enabled=true`. `app.rag.qdrant-enabled` does nothing. - Collection names (`rag_documents`, `table_schemas`) are hard-coded in `QdrantVectorStoreConfig`. - `chunk-overlap` / `max-num-chunks` are not used by the splitter. ## Pick your path | Change | Start at | |---|---| | Chat/SSE behavior, events | `AiChatController#streamChat` → `AiRagChatServiceImpl#streamAnswer` | | Ingestion / deletion | `AiDocumentMetaController` → `AiDocumentIngestionServiceImpl` | | Extraction by file type | `extraction/DocumentExtractorFactory` + extractors | …
Read the whole file at its exact version.
How to install
mdr add bekaku/java-spring-boot-starter/backend-ai-rag@sha256:033cf7f7eb51331dThe line at the top of this page pins the label git:20260924.15dc64a, 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_zgaurblwtglirpgf)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 21, 2026 and Sep 24, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260924.15dc64a latest | 2026-09-24 | 15dc64a | 4,245 B | A | view · diff |
| git:20260923.b5acb6d | 2026-09-23 | b5acb6d | 2,415 B | A | view · diff |
| git:20260921.de5eb9f | 2026-09-21 | de5eb9f | 1,600 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 (4245 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
bekaku/java-spring-boot-starter · 31 stars · license none declared · pushed 2026-11-03 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_zgaurblwtglirpgf GET https://markdownregistry.com/api/v1/resolve?ref=bekaku/java-spring-boot-starter/backend-ai-rag GET https://markdownregistry.com/api/v1/blob/033cf7f7eb51331deed7fa3ea8885eec878547eb9c3cb35d4328a9758de7338c
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.