flutter-edge-ai-rag SKILL.md skillA
flutter-edge-ai-rag from denisovav/flutter_edge_ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add denisovav/flutter_edge_ai/flutter-edge-ai-rag@git:20261030.68195f3Pins git:20261030.68195f3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- denisovav/flutter_edge_ai
- Path
packages/flutter_edge_ai/skills/flutter-edge-ai-rag/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261030.68195f3, committed Oct 30, 2026
- First version recorded
- Oct 25, 2026
- Size
- 51,527 bytes
- Repository stars
- 649
- License
- MIT
Use when adding or debugging on-device RAG, semantic search, embeddings (EmbeddingGemma 2 .litertlm or .gguf through flutter_edge_ai_llama, EmbeddingGemma 1 or Gecko .tflite, ONNX models such as MiniLM), metadata filters, embedding profiles, image or audio document indexes, or pluggable sqlite-vec/qdrant-edge storage in a flutter_edge_ai app with flutter_edge_ai_rag, flutter_edge_ai_sqlite or flutter_edge_ai_qdrant. Also use when moving RAG code to flutter_edge_ai 2.0 or to flutter_edge_ai_rag…
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
# On-device RAG with Flutter Edge AI ## Non-negotiable architecture 1. RAG is not initialized by `FlutterEdgeAi.initialize()`. Use the independent `flutter_edge_ai_rag` package and an app-owned `FlutterEdgeAiRag` instance. 2. Storage packages are providers: `flutter_edge_ai_sqlite` registers `SqliteVectorStoreProvider`; `flutter_edge_ai_qdrant` registers `QdrantVectorStoreProvider`. Application code uses `RagIndex`. 3. One persistent location belongs to one stable `EmbeddingProfile` and one document modality (`VectorStoreSpec.documents`: text, image or audio). The profile id versions weights, tokenizer, pooling, normalization, and document/query prefixes; a mutable URL or file path is not an identity. Profile ids may not contain control characters. 4. Keep one live `RagIndex` per location, make opening single-flight, and share it across widgets. Web SQLite enforces this with an exclusive Web Lock. 5. Dispose indexes before `FlutterEdgeAi.dispose()` or before disposing a custom embedder. An index owns its vector store but only borrows its embedder. 6. Declare every filter field in `VectorStoreSpec.filterSchema` before the …
Read the whole file at its exact version.
How to install
mdr add denisovav/flutter_edge_ai/flutter-edge-ai-rag@sha256:5da1fe2933bccc4eThe line at the top of this page pins the label git:20261030.68195f3, 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_soovin45lf7itmbj)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Oct 25, 2026 and Oct 30, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261030.68195f3 latest | 2026-10-30 | 68195f3 | 51,527 B | A | view · diff |
| git:20261028.1d80d2d | 2026-10-28 | 1d80d2d | 51,696 B | A | view · diff |
| git:20261028.2cda02a | 2026-10-28 | 2cda02a | 51,696 B | A | view · diff |
| git:20261027.f6e0471 | 2026-10-27 | f6e0471 | 51,531 B | A | view · diff |
| git:20261027.02500de | 2026-10-27 | 02500de | 50,972 B | A | view · diff |
| git:20261025.5870ae1 | 2026-10-25 | 5870ae1 | 50,906 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 (51527 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
denisovav/flutter_edge_ai · 649 stars · license MIT · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_soovin45lf7itmbj GET https://markdownregistry.com/api/v1/resolve?ref=denisovav/flutter_edge_ai/flutter-edge-ai-rag GET https://markdownregistry.com/api/v1/blob/5da1fe2933bccc4e7d32207de8b88322119e79bf301acede3e8a5a9868f2fc66
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.