nlweb-llm-providers SKILL.md skillA
nlweb-llm-providers from orcaqubits/agentic-commerce-skills-plugins is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add orcaqubits/agentic-commerce-skills-plugins/nlweb-llm-providers@git:20260513.4751044Pins git:20260513.4751044 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- orcaqubits/agentic-commerce-skills-plugins
- Path
nlweb-protocol/skills/nlweb-llm-providers/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260513.4751044, committed May 13, 2026
- Size
- 7,244 bytes
- Repository stars
- 40
- License
- MIT
Configure NLWeb LLM and embedding providers — OpenAI, Azure OpenAI (default), Anthropic, Google Gemini, DeepSeek on Azure, Llama on Azure, HuggingFace, Inception Labs, Snowflake Cortex, Ollama, Pi Labs. Covers `config_llm.yaml` high/low tier model selection, the ModelRouter cost/quality routing logic, `config_embedding.yaml`, and adding a custom provider. Use when picking models, tuning cost, or wiring a new LLM backend.
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
# NLWeb LLM & Embedding Providers ## Before writing code **Fetch live docs**: 1. Fetch https://github.com/nlweb-ai/NLWeb/blob/main/docs/nlweb-providers.md for the canonical provider list and config schema. 2. Fetch https://github.com/nlweb-ai/NLWeb/blob/main/config/config_llm.yaml for the **exact model IDs and env-var names currently shipped**. 3. Fetch https://github.com/nlweb-ai/NLWeb/blob/main/config/config_embedding.yaml for embedding defaults. 4. Inspect `AskAgent/python/llm_providers/<provider>.py` for the SDK calls the provider class makes. 5. Web-search the latest release notes — new providers and models get added often. ## Conceptual Architecture ### Mixed-Mode = Many Small LLM Calls NLWeb's pipeline doesn't make one big LLM call per query. It makes **many small calls**: decontextualize the query, detect Schema.org item type, route to a tool, rank results, optionally summarize/generate. Each call has a strict `<returnStruc>` JSON schema in `prompts.xml`. Cost and latency are dominated by the *number* of calls, not the size of any single one. ### High / Low Tier Model Selection `config_llm.yaml` defines a **high model** and a **low model** per provider: ```yaml …
Read the whole file at its exact version.
How to install
mdr add orcaqubits/agentic-commerce-skills-plugins/nlweb-llm-providers@sha256:e7a1e958585906e2The line at the top of this page pins the label git:20260513.4751044, 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_2sqq3ueegujtad4f)
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Versions
The registry has recorded 1 version of this file, committed on May 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 (7244 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
orcaqubits/agentic-commerce-skills-plugins · 40 stars · license MIT · pushed 2026-09-14 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2sqq3ueegujtad4f GET https://markdownregistry.com/api/v1/resolve?ref=orcaqubits/agentic-commerce-skills-plugins/nlweb-llm-providers GET https://markdownregistry.com/api/v1/blob/e7a1e958585906e279fb392f5f0abedf00800716ba0b8ce81b7175afa4289bea
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.