Home / orcaqubits / agentic-commerce-skills-plugins · nlweb-protocol/skills/nlweb-data-loading/SKILL.md · GitHub

nlweb-data-loading skillA

nlweb-data-loading is agent-read markdown (skill) from orcaqubits/agentic-commerce-skills-plugins: Ingest site content into NLWeb's vector store using `db_load.py` — supports RSS/Atom feeds, Schema.org JSON-LD, sitemap-driven URL lists, and CSV. Covers chunking, embedding computation, site partitioning, batch sizing, delete-and-reload, and per-backend write_endpoint targeting. Use when bootstrapping a site's index, refreshing content, or migrating between retrieval backends..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# NLWeb Data Loading

## Before writing code

**Fetch live docs**:
1. Fetch https://github.com/nlweb-ai/NLWeb/blob/main/docs/tools-database-load.md for the canonical `db_load.py` reference.
2. Inspect `AskAgent/python/data_loading/db_load.py` and `db_load_utils.py` in the live repo for exact CLI flags — they've added flags in recent releases.
3. Check `AskAgent/python/data_loading/rss2schema.py` for how RSS items map to Schema.org `Article` objects.
4. Confirm the **embedding provider** used at ingest matches `preferred_provider` in `config_embedding.yaml` for the query side — mismatch = silent retrieval failure.
5. For partner backends, check `docs/setup-snowflake.md`, `docs/setup-cloudflare-autorag.md`, etc. for backend-specific ingest steps (some bypass `db_load.py`).

## Conceptual Architecture

### What db_load Does

`db_load.py` is the canonical ingest pipeline. Given a source and a site name, it:

1. **Fetches** the source (RSS feed, JSON-LD URL, sitemap-derived URL list, CSV).
2. **Normalizes** each item to a Schema.org JSON object (uses `rss2schema.py` for feeds; passes JSON-LD through; maps CSV columns by convention).
…

Read the whole file at its exact version.

How to install

Latest version
mdr add orcaqubits/agentic-commerce-skills-plugins/nlweb-data-loading@git:20260513.4751044
Exact content
mdr add orcaqubits/agentic-commerce-skills-plugins/nlweb-data-loading@sha256:d9042c380fd2b312

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_milzunpkamha35kb.svg)](https://markdownregistry.com/a/art_milzunpkamha35kb)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260513.4751044 latest2026-05-13 4751044 7,576 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7576 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

GitHub

orcaqubits/agentic-commerce-skills-plugins · 39 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_milzunpkamha35kb
GET https://markdownregistry.com/api/v1/resolve?ref=orcaqubits/agentic-commerce-skills-plugins/nlweb-data-loading
GET https://markdownregistry.com/api/v1/blob/d9042c380fd2b312cd7ac47b5b94996a13652020a4b7889981916c9689daaf39

Your agent 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.

More from orcaqubits/agentic-commerce-skills-plugins

a2a-agent-card skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-agent-card/SKILL.md · Create and configure A2A Agent Cards — the discovery document describing an agent's capabilities, skills…
git:20260309.786511c · audit A · 39 stars
a2a-authentication skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-authentication/SKILL.md · Implement A2A authentication — API keys, Bearer tokens, OAuth 2.0, OpenID Connect, and mutual TLS. Use when securing…
git:20260309.786511c · audit A · 39 stars
a2a-client skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-client/SKILL.md · Build an A2A client — the agent-side code that discovers other agents, sends tasks, handles responses, and manages…
git:20260309.786511c · audit A · 39 stars
a2a-dev-patterns skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-dev-patterns/SKILL.md · Apply A2A cross-cutting development patterns — orchestration topologies, idempotency, observability, agent registries…
git:20260309.786511c · audit A · 39 stars
a2a-error-handling skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-error-handling/SKILL.md · Implement A2A error handling — JSON-RPC errors, A2A-specific error codes, task failure states, retry strategies, and…
git:20260309.786511c · audit A · 39 stars
a2a-framework-integration skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-framework-integration/SKILL.md · Integrate A2A with agent frameworks — Google ADK, LangGraph, CrewAI, AutoGen, AWS Bedrock AgentCore, and Microsoft…
git:20260508.a724f54 · audit A · 39 stars
a2a-jsonrpc-transport skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-jsonrpc-transport/SKILL.md · Implement the A2A JSON-RPC 2.0 transport layer — request/response format, method routing, batch requests, and HTTP…
git:20260309.786511c · audit A · 39 stars
a2a-mcp-bridge skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-mcp-bridge/SKILL.md · Build bridges between A2A and MCP — wrap A2A agents as MCP tools, use MCP tools from A2A agents, and architect hybrid…
git:20260309.786511c · audit A · 39 stars
a2a-messages-parts skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-messages-parts/SKILL.md · Implement A2A messages and parts — TextPart, FilePart, DataPart, message roles, metadata, and content negotiation. Use…
git:20260309.786511c · audit A · 39 stars
a2a-multi-turn skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-multi-turn/SKILL.md · Implement A2A multi-turn conversations — input-required state handling, context preservation, iterative refinement, and…
git:20260309.786511c · audit A · 39 stars
a2a-push-notifications skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-push-notifications/SKILL.md · Implement A2A push notifications — callback URL registration, notification delivery, and management methods. Use when…
git:20260309.786511c · audit A · 39 stars
a2a-server skill
orcaqubits/agentic-commerce-skills-plugins · a2a-multi-agent/skills/a2a-server/SKILL.md · Build an A2A server — the agent-side endpoint that receives JSON-RPC requests, processes tasks, manages state, and…
git:20260309.786511c · audit A · 39 stars

Every file in orcaqubits/agentic-commerce-skills-plugins

Browse by kind, by grade A, or by owner.