Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add OrcaQubits/agentic-commerce-skills-plugins --skill nlweb-ask-endpointgit clone --depth 1 https://github.com/OrcaQubits/agentic-commerce-skills-pluginsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/orcaqubits/agentic-commerce-skills-plugins/nlweb-ask-endpoint)<a href="https://agentmods.dev/skills/orcaqubits/agentic-commerce-skills-plugins/nlweb-ask-endpoint"><img src="https://agentmods.dev/badge/skills/orcaqubits/agentic-commerce-skills-plugins/nlweb-ask-endpoint/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/orcaqubits/agentic-commerce-skills-plugins/nlweb-ask-endpoint"><img src="https://agentmods.dev/badge/skills/orcaqubits/agentic-commerce-skills-plugins/nlweb-ask-endpoint.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00087 | $0.01903 |
| Opus 5 | $0.00044 | $0.00951 |
| Sonnet 5 | $0.00017 | $0.00381 |
| Haiku 4.5 | $0.00009 | $0.00190 |
Grade A, and why
nlweb-ask-endpoint scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 191 lines — stays where its author put it; the contents beside it link to each section on GitHub.
NLWeb /ask Endpoint
Before writing code
Fetch live spec:
- Fetch https://github.com/nlweb-ai/NLWeb/blob/main/docs/nlweb-rest-api.md for the canonical
/askcontract — request params, response shape, and streaming format. - Fetch https://github.com/nlweb-ai/NLWeb/blob/main/docs/life-of-a-chat-query.md to trace a request end-to-end.
- Fetch https://github.com/nlweb-ai/NLWeb/blob/main/docs/nlweb-headers.md for the in-stream "headers" mechanism (license, data-retention, rate-limit messages are NOT HTTP headers).
- Web-search the latest release notes for the v0.55+ structured POST body shape (
query.text,prefer.mode,prefer.streaming,meta.version) — this is newer than the GET-only legacy contract. - Check
webserver/routes/api.pyin the live repo to confirm exact param names.
Conceptual Architecture
Routes
| Route | Method | Purpose |
|---|---|---|
/ask |
GET, POST | Main NL query |
/who |
GET | Site relevance for a query (federated) |
/sites |
GET | List configured sites |
/config |
GET | Public config (safe subset) |
Request Parameters
Verify exact names against the live routes/api.py. Stable subset:
| Param | Type | Required | Default | Notes |
|---|---|---|---|---|
query |
string | yes | — | NL question |
site |
string | no | all | Backend partition; in MCP can be array |
prev |
string | no | — | Comma-separated previous queries (conversation context) |
decontextualized_query |
string | no | — | Pre-resolved query; skips server-side decontextualization |
streaming |
bool | no | true |
"0" / "false" / "False" disables |
query_id |
string | no | auto | Echoed in response |
mode |
enum | no | list |
list | summarize | generate |
scorer |
string | no | default | e.g., nlwebscorer for the neural reranker |
itemType |
string | no | — | Schema.org type hint (skip type detection) |
response_format |
string | no | — | v0.55 structured-body field |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 191 lines · 87 tokens per session scan A d33113d15eda
nlweb-ask-endpoint is a skill published in the GitHub repository OrcaQubits/agentic-commerce-skills-plugins (39 stars, last pushed 2d ago), licensed MIT. It adds 87 tokens to every session and 1,903 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-15.
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