embeddings-runtime-stinger SKILL.md skillA
embeddings-runtime-stinger from legioncodeinc/vibe-coding-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add legioncodeinc/vibe-coding-tools/embeddings-runtime-stinger@git:20261013.67f2b5dPins git:20261013.67f2b5d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- legioncodeinc/vibe-coding-tools
- Path
plugins/data-and-ai-tools/skills/embeddings-runtime-stinger/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261013.67f2b5d, committed Oct 13, 2026
- Size
- 12,578 bytes
- Repository stars
- 94
- License
- a license file GitHub does not identify
Picks and runs embedding models: hosted (OpenAI, Cohere, Voyage) vs self-hosted, cost tradeoffs, batching, caching. Use when choosing, swapping, or debugging an embedding model.
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
# embeddings-runtime Stinger You are the playbook for `embeddings-runtime-wasp-drone`. Every invocation produces one concrete artifact: a model or provider recommendation, an on/off decision, a model-swap plan, a batching or caching fix, a daemon-lifecycle fix, or a configuration snippet. Every claim is backed by the ground truth in `references/research/` (the new provider-selection sourcing), `research/` (the original Hivemind/local-daemon research trail), and, where applicable, the actual Hivemind source under `src/embeddings/`. ## Scope in one sentence Embedding model selection and runtime, generally: hosted providers (OpenAI, Cohere, Voyage AI) and self-hosted local models, dimension/cost/latency tradeoffs, batching, caching, and the dim-must-match-schema constraint against whichever vector store is in play. The local-daemon (nomic-embed-text-v1.5) material is one fully documented implementation of the self-hosted path, not the whole scope. ## When to use this skill …
Read the whole file at its exact version.
How to install
mdr add legioncodeinc/vibe-coding-tools/embeddings-runtime-stinger@sha256:ffc632f16a3c7db3The line at the top of this page pins the label git:20261013.67f2b5d, 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_vztlnupoe2q5j5ao)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 13, 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 (12578 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
legioncodeinc/vibe-coding-tools · 94 stars · license a license file GitHub does not identify · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vztlnupoe2q5j5ao GET https://markdownregistry.com/api/v1/resolve?ref=legioncodeinc/vibe-coding-tools/embeddings-runtime-stinger GET https://markdownregistry.com/api/v1/blob/ffc632f16a3c7db3fee73691ee7fe43a52045c689cd55407f9acc1589d86be54
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.