pannelai-embeddings SKILL.md skillA
pannelai-embeddings from rusmanadodi2598/pannelai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add rusmanadodi2598/pannelai/pannelai-embeddings@git:20260921.f081339Pins git:20260921.f081339 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- rusmanadodi2598/pannelai
- Path
skills/pannelai-embeddings/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260921.f081339, committed Sep 21, 2026
- Size
- 2,406 bytes
- Repository stars
- 49
- License
- MIT
Embeddings through pannelAI. Covers POST /api/v1/embeddings, the provider/model string, the input field, and the OpenAI embeddings answer with its usage block. Use when a client needs vectors for RAG or semantic search from the gateway.
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
# pannelAI: Embeddings
One route: `POST /api/v1/embeddings`, gateway-key auth, OpenAI embeddings shape.
```bash
curl -s $PANNELAI_URL/api/v1/embeddings \
-H "Authorization: Bearer $PANNELAI_KEY" \
-H "content-type: application/json" \
-d '{"model": "openai/text-embedding-3-small", "input": ["first document", "second document"]}'
```
## Fields
| Field | Required | Notes |
|---|---|---|
| `model` | yes | `provider/model`. The provider must declare embedding support. |
| `input` | yes | One string, or an array of strings. |
| `encoding_format` | no | `float` or `base64`, where the provider supports the choice. |
| `dimensions` | no | Ask for a shorter vector, where the model supports it. |
| `user` | no | An identifier passed through for the provider's own accounting. |
## The answer
```json
{
"object": "list",
"data": [ { "object": "embedding", "index": 0, "embedding": [0.01, -0.02] } ],
"model": "text-embedding-3-small",
"usage": { "prompt_tokens": 4, "total_tokens": 4 }
}
```
`data` is ordered to match the `input` array, so `data[i].embedding` belongs to `input[i]`. Read the
…Read the whole file at its exact version.
How to install
mdr add rusmanadodi2598/pannelai/pannelai-embeddings@sha256:980551ba4259736dThe line at the top of this page pins the label git:20260921.f081339, 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_gmc72ifrljxhz735)
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Versions
The registry has recorded 1 version of this file, committed on Sep 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 (2406 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
rusmanadodi2598/pannelai · 49 stars · license MIT · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gmc72ifrljxhz735 GET https://markdownregistry.com/api/v1/resolve?ref=rusmanadodi2598/pannelai/pannelai-embeddings GET https://markdownregistry.com/api/v1/blob/980551ba4259736d9322c32b7825b0105b3dd872d5d08ef4b16ca1062b4d89d6
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.