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 SigNoz/agent-skills --skill signoz-searching-docsgit clone --depth 1 https://github.com/SigNoz/agent-skillsWrote 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/signoz/agent-skills/signoz-searching-docs)<a href="https://agentmods.dev/skills/signoz/agent-skills/signoz-searching-docs"><img src="https://agentmods.dev/badge/skills/signoz/agent-skills/signoz-searching-docs/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/signoz/agent-skills/signoz-searching-docs"><img src="https://agentmods.dev/badge/skills/signoz/agent-skills/signoz-searching-docs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00117 | $0.01270 |
| Opus 5 | $0.00059 | $0.00635 |
| Sonnet 5 | $0.00023 | $0.00254 |
| Haiku 4.5 | $0.00012 | $0.00127 |
Grade A, and why
signoz-searching-docs 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 11d 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 — 82 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SigNoz Docs
Use official signoz.io documentation and API references only. Ground every answer in fetched docs content and cite the canonical docs URL.
Access Docs
Prefer the SigNoz MCP server tools when available; fall back to direct HTTP fetch.
Preferred: MCP tools
signoz_search_docs: BM25 search over the indexed docs corpus. Pass the user's natural-language query assearchText. Narrow withsection_slugwhen the question maps cleanly to a single docs section (the tool's own schema lists valid slugs; defer to it rather than memorizing). Trust the ranking; the index handles relevance.signoz_fetch_doc: markdown for one indexed page. Pass the canonical URL or/docs/...path; optionally narrow to a section withheading. Inspecttruncation_reasonandavailable_headingsin every response rather than assuming the returnedcontentis complete.
Never call signoz_search_docs with empty searchText; always pass the user's phrase.
Never call signoz_fetch_doc without a URL; neither tool guesses missing input.
signoz://... URIs are MCP resources: read them through the MCP resource API,
never signoz_fetch_doc, which accepts only https://signoz.io/docs/... URLs
or /docs/... paths and rejects other scopes.
Never construct /docs/... URLs from memory. Only pass URLs returned by
signoz_search_docs to signoz_fetch_doc; if you think you already know the
page path, search first and fetch the canonical URL from the result.
Fallback: direct HTTP fetch
If the MCP tools are unavailable, SigNoz docs support Accept: text/markdown natively.
Discover via the sitemap:
GET https://signoz.io/docs/sitemap.md
Fetch a specific page:
GET https://signoz.io/docs/<path>/
Accept: text/markdown
Workflow
- Identify the domain from the user's question: instrumentation, OpenTelemetry setup, querying, dashboards, alerts, troubleshooting, deployment, or API docs.
- Check the heuristics table below. If a heuristic matches, read it before answering: heuristics encode product decisions (which path/method fits the user's environment), useful in both paths.
- Search and fetch: pick the path based on tool availability:
- With MCP tools: call
signoz_search_docswith the user's query; passsection_slugif the domain maps cleanly to one. Read the top 1-3 results and callsignoz_fetch_docon the chosen URL (useheadingto narrow if the page is large and the question is sub-section-specific). - Without MCP tools: grep
sitemap.mdfor candidate pages, rank the best 2-5 by how directly they answer the task, andGETonly URLs discovered in the sitemap withAccept: text/markdown. Heuristic coverage is sparse; for topics without a heuristic row, skim the sitemap by section path and prefer setup/troubleshooting/API-reference pages over overviews. - Fetch one page for narrow questions; fetch multiple pages when the task spans setup + troubleshooting, or method-selection + language guide. Keep the set small.
- With MCP tools: call
- Handle truncated fetches before answering. When
signoz_fetch_docreturnstruncation_reason: "size", treatcontentas an incomplete prefix. Select the most relevant entry fromavailable_headingsand refetch the same search-result URL with thatheading. If no heading covers the question, or the narrowed response is still truncated before the needed material, disclose that the fetched documentation is incomplete and do not infer that omitted content or a setting does not exist. - Answer from the fetched docs and cite canonical
https://signoz.io/docs/...URLs. - Handle ambiguity deliberately: if multiple pages are plausible, prefer the one that completes the task most directly; mention alternates only when they materially change the answer.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 82 lines · 117 tokens per session scan A c3710c0df495
signoz-searching-docs is a skill published in the GitHub repository SigNoz/agent-skills (16 stars, last pushed 9d ago), licensed MIT. It adds 117 tokens to every session and 1,270 once invoked, about $0.0006 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 2026-08-30.
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