grafana.com llms.txt
In short
grafana.com serves a 9.8 KB llms.txt with 7 H2 sections and 78 links, graded A on the llmstxt.org structure (6 of 6 checks). It passes every check. The home page does not link it, so an agent that does not guess paths will not find it. An llms-full.txt is served too. Read 4 November 2026.
llms.txt 9.8 KB, 190 lines
# Grafana documentation
> Grafana Labs builds open and composable observability software, including Grafana, Grafana Cloud, Loki, Mimir, Tempo, Pyroscope, Alloy, Beyla, Faro, and k6.
This file is a curated documentation index for AI agents and other automated consumers.
Use this file for discovery. The links below point directly to machine-readable Markdown pages on `https://grafana.com`.
For a larger exhaustive index, use [llms-full.txt](/llms-full.txt).
All Grafana documentation pages support a machine-readable Markdown form:
- Append `.md` to the canonical docs URL.
- Or request the canonical docs URL with `Accept: text/markdown`.
## Our core stack
[…] the full potential of your data with our platform, where you can query and visualize metrics, logs, and traces to gain a deeper understanding of your system's performance and behavior.
### Grafana
Query, visualize, and understand your data.
- [Grafana Cloud](https://grafana.com/docs/grafana-cloud/learn-and-build/visualizations.md)
- [Grafana OSS](https://grafana.com/docs/grafana/latest.md)
- [Grafana Enterprise](https://grafana.com/docs/grafana/latest/introduction/grafana-enterprise.md)
### Metrics
Store and query raw, unsampled metrics for all your applications and infrastructure.
- [Grafana Cloud](https://grafana.com/docs/grafana-cloud/send-data/metrics.md#ways-to-connect-your-data-to-grafana-cloud)
- [Grafana OSS](https://grafana.com/docs/mimir/latest.md)
- [Grafana Enterprise](https://grafana.com/docs/enterprise-metrics/latest.md)
### Logs
Store and query logs from all your applications and infrastructure.
- [Grafana Cloud](https://grafana.com/docs/grafana-cloud/send-data/logs.md)
- [Grafana OSS](https://grafana.com/docs/loki/latest.md)
- [Grafana Enterprise](https://grafana.com/docs/enterprise-logs/latest.md)
### Traces
Visualize the lifecycle of a request as it passes through a set of applications.
- [Grafana Cloud](https://grafana.com/docs/grafana-cloud/send-data/traces.md)
- [Grafana OSS](https://grafana.com/docs/tempo/latest.md)
- [Grafana Enterprise](https://grafana.com/docs/enterprise-traces/latest.md)
## Observability, AI, testing, and Incident Response Management (IRM)
Comprehensive documentation that covers the entire lifecycle, from testing and instrumentation to AI-powered observability and incident response management, aimed to help you minimize mean time to resolution.
### Observability
Docs that support your infrastructure and application observability needs.
- [OpenTelemetry](https://grafana.com/docs/opentelemetry.md)
- [Kubernetes (k8s) Monitoring](https://grafana.com/docs/grafana-cloud/monitor-infrastructure/kubernetes-monitoring.md)
- [Cloud Provider Observability](https://grafana.com/docs/grafana-cloud/monitor-infrastructure/monitor-cloud-provider.md)
- [Frontend Observability](https://grafana.com/docs/grafana-cloud/monitor-applications/frontend-observability.md)
- [Application Observability](https://grafana.com/docs/grafana-cloud/monitor-applications/application-observability.md)
- [Database Observability](https://grafana.com/docs/grafana-cloud/monitor-infrastructure/database-observability.md)
- [Knowledge graph](https://grafana.com/docs/grafana-cloud/knowledge-graph.md)
- [AI Observability](https://grafana.com/docs/grafana-cloud/monitor-applications/ai-observability.md)
- [Profiles](https://grafana.com/docs/grafana-cloud/monitor-applications/profiles.md)
First 69 of 190 lines. 1 span shown as […] because the words or characters in them are rejected by this site's own style rules; the live file has them.
Parse graded A, 6 of 6
file: https://grafana.com/llms.txt
Grafana documentation
Grafana Labs builds open and composable observability software, including Grafana, Grafana Cloud, Loki, Mimir, Tempo, Pyroscope, Alloy, Beyla, Faro, and k6.
7 sections, 78 links, no Optional section.
Ora's cached score: 76, grade B, scanned 1 November 2026.
The parse
grafana.com lists 78 links: 78 point at grafana.com or a relative path, 0 point elsewhere. The hosts it links most: grafana.com (76).
| H2 section | Links |
|---|---|
| Our core stack | 12 |
| Observability, AI, testing, and Incident Response Management (IRM) | 19 |
| Learning Hub | 17 |
| Connect and visualize data | 12 |
| Open source projects from Grafana Labs | 13 |
| Grafana Cloud account management | 2 |
| Resources | 2 |
Grade against the llmstxt.org structure
The file passes all six checks. The grade is the count of passed checks: six is A, five is B, four is C, three is D, fewer is F. It measures structure only. Whether any agent reads the file is a separate question, covered on the llms.txt reference.
| Check | Result | Detail |
|---|---|---|
| Starts with an H1 naming the site or project | Pass | H1: Grafana documentation |
| Has a blockquote summary under the H1 | Pass | Blockquote summary found. |
| Has at least one H2 section that lists links | Pass | 7 H2 sections, 7 with links. |
| At least 80 percent of links point at the same site | Pass | 78 of 78 links stay on grafana.com (100 percent). |
| Under 100 KB | Pass | 10078 bytes as served. |
| Plain markdown, no HTML | Pass | No HTML document markers in the body. |
Ora's cached score
Ora's cached report for grafana.com gives it 76 of 100, grade B, scanned on 1 November 2026. Its Access layer, which holds the read-layer checks below, scored 42 of 53 check points. Read from GET ora.ai/api/score/grafana.com on 5 November 2026. The score is Ora's, not this site's, and the structure grade above is a different measure: it grades the llms.txt file against the llmstxt.org proposal, while Ora's score covers the whole site. Ora's report for grafana.com has every layer.
| Ora check (Access layer) | Result | Points |
|---|---|---|
| Sitemap exists | Pass | 2 of 2 |
| Content without JavaScript | Partial | 2 of 3 |
| Not blocked by bot detection | Not applicable | 0 of 2 |
| Markdown URL fallback | Fail | 0 of 2 |
| llms.txt exists | Pass | 1 of 1 |
| llms.txt formatting | Pass | 2 of 2 |
| JSON-LD structured data | Partial | 2 of 4 |
| Metadata completeness | Pass | 2 of 2 |
| llms.txt links resolve | Pass | 2 of 2 |
| Markdown alternate link | Fail | 0 of 1 |
| Redirect hygiene | Pass | 1 of 1 |
| Page token budget | Pass | 1 of 1 |
| Code fence validity | Pass | 1 of 1 |
| Content behind auth | Not applicable | 0 of 2 |
| OpenAPI spec published | Pass | 7 of 7 |
| Markdown agent docs | Error | 0 of 1 |
| Markdown negotiation with Vary | Fail | 0 of 1 |
| Markdown for agent user agents | Fail | 0 of 1 |
| Agent crawler reachability | Not applicable | 0 of 2 |
Linking and the companion file
The home page of grafana.com does not link the file in its HTML. Ora's lab found (2026-10-19) that 86 percent of llms.txt fetches by agents arrived through a link, so an unlinked file is mostly a file nobody opens. An llms-full.txt is served at the same root.
How it compares
At 9.8 KB the file is larger than 59 percent of the 2,529 plain-text llms.txt files in this edition, and its 78 links put it ahead of 73 percent of them on link count. The home page declares no generator. Size bucket: 2 to 10 KB. Tranco rank 2,341. Category: Infrastructure.
Live file: https://grafana.com/llms.txt. Read 4 November 2026. If the file has since changed or gone, the live URL is the authority; this page records what the crawl read on that date.
Sources
- grafana.com llms.txt https://grafana.com/llms.txt, read 4 November 2026
- llms.txt proposal (llmstxt.org) https://llmstxt.org/, read 4 November 2026
- Tranco list 746WX (crawl universe) https://tranco-list.eu/list/746WX, read 4 November 2026
- Ora: AgentReady launch post (the 86 percent finding) https://ora.ai/blog/agentready-launch, read 4 November 2026
- Ora llms.txt (GET /api/score/{domain} looks up a cached score) https://ora.ai/llms.txt, read 5 November 2026
Last reviewed 5 November 2026