headroom/docs/content/docs
Matthew Jackson 6bdc8c44a3
docs(metrics): ship an importable Grafana dashboard (#2168)
## Description

<!-- Briefly explain the change and why it is needed. -->

The metrics docs describe the `headroom_*` Prometheus metric family and
suggest example Grafana panels, but ship no importable dashboard — users
have to build one by hand. This adds a ready-to-import Grafana dashboard
built **only** on documented metric names (`headroom_requests_total`,
`headroom_tokens_saved_total`, `headroom_tokens_input_total`, and the
`headroom_overhead_ms_*` millisecond summary), and links it from the
**Grafana Dashboard** section of `docs/content/docs/metrics.mdx`.

This is a docs/examples-only addition — no source code changes.

Closes #

## Type of Change

- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [x] Documentation update
- [ ] Performance improvement
- [ ] Code refactoring (no functional changes)

## Changes Made

- Added `examples/grafana/headroom-dashboard.json` — a ready-to-import
Grafana dashboard (7 panels, uid `headroom-compression`) built entirely
on Headroom's documented `/metrics` names. Panels cover tokens saved,
input tokens, request rate, average processing overhead
(`headroom_overhead_ms_sum` / `headroom_overhead_ms_count` with
min/max), tokens-saved/sec, and request rate by pool. It uses **no
histograms** (the proxy emits none). The `pool`/`source` template
variables use regex matchers (`=~`) so they are optional and match
series without those labels.
- Updated `docs/content/docs/metrics.mdx` — linked the new dashboard
from the **Grafana Dashboard** section with import instructions, keeping
the existing ad-hoc PromQL query table alongside it.

## Testing

<!-- Check what you actually ran, then paste the real command output
below. -->

- [ ] Unit tests pass (`pytest`)
- [ ] Linting passes (`ruff check .`)
- [ ] Type checking passes (`mypy headroom`)
- [ ] New tests added for new functionality
- [x] Manual testing performed

Docs/examples-only change, manually verified: the dashboard JSON is
well-formed and every PromQL query references only the documented
`headroom_*` metric names from `docs/content/docs/metrics.mdx`.

### Test Output

```text
$ python3 -c "import json; d=json.load(open('examples/grafana/headroom-dashboard.json')); print('valid JSON,', len(d['panels']), 'panels, uid', d['uid'])"
valid JSON, 7 panels, uid headroom-compression
```

PromQL queries used by the panels (all against documented `headroom_*`
metrics):

```text
sum(headroom_tokens_saved_total{pool=~"$pool", hook=~"$hook"})
sum(headroom_tokens_input_total{pool=~"$pool", hook=~"$hook"})
sum(rate(headroom_requests_total{pool=~"$pool", hook=~"$hook"}[$__rate_interval]))
sum(rate(headroom_overhead_ms_sum{pool=~"$pool", hook=~"$hook"}[$__rate_interval])) / clamp_min(sum(rate(headroom_overhead_ms_count{pool=~"$pool", hook=~"$hook"}[$__rate_interval])), 1)
sum(rate(headroom_tokens_saved_total{pool=~"$pool", hook=~"$hook"}[$__rate_interval])) by (pool)
max(headroom_overhead_ms_max{pool=~"$pool", hook=~"$hook"})
min(headroom_overhead_ms_min{pool=~"$pool", hook=~"$hook"})
sum(rate(headroom_requests_total{pool=~"$pool", hook=~"$hook"}[$__rate_interval])) by (pool)
```

## Real Behavior Proof

- Environment: local checkout of the PR branch; Python 3 for JSON
validation.
- Exact command / steps: ran the JSON-validation command above (see Test
Output) — parses cleanly, reports 7 panels and uid
`headroom-compression`; then read every panel target and confirmed each
PromQL query references only metric names documented in
`docs/content/docs/metrics.mdx` (`headroom_requests_total`,
`headroom_tokens_saved_total`, `headroom_tokens_input_total`,
`headroom_overhead_ms_{sum,count,min,max}`). No histogram metrics are
referenced.
- Observed result: JSON is valid and importable via Grafana's
**Dashboards → New → Import → Upload**; no datasource UID is hard-coded,
so the importer prompts for a Prometheus datasource. Queries match the
documented metric family.
- Not tested: a full live Grafana import against a running proxy
scraping real `/metrics` was not performed in CI. Verification was
limited to JSON validity and query/metric-name correctness against the
documented metrics.

## Review Readiness

- [x] I have performed a self-review
- [x] This PR is ready for human review

Additive docs/examples only — no source code, tests, or runtime behavior
changed.

## Checklist

- [x] My code follows the project's style guidelines
- [x] I have performed a self-review of my code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [x] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] New and existing unit tests pass locally with my changes
- [ ] I have updated the CHANGELOG.md if applicable

## Screenshots (if applicable)

N/A — dashboard is imported from JSON; see the PromQL and panel list
above.

## Additional Notes

<!-- Mention any N/A checklist items, tradeoffs, follow-ups, or
maintainer context. -->

Test-related checklist items are N/A: this is an additive docs/examples
change with no application code, so `pytest`/`mypy`/`ruff` and new unit
tests do not apply. The dashboard JSON was validated and its queries
checked against the documented metric names instead.

---------

Co-authored-by: Tejas Chopra <chopratejas@gmail.com>
2026-07-14 16:07:25 -04:00
..
agent-orchestration.mdx docs(orchestration): guide repeated agent wakes with CCR (#1871) 2026-07-08 08:37:24 -05:00
agno.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
anthropic-sdk.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
api-reference.mdx docs: sync README + benchmarks with code (drop retired IntelligentContext/RollingWindow) (#1545) 2026-06-28 22:36:41 -07:00
architecture.mdx docs(orchestration): guide repeated agent wakes with CCR (#1871) 2026-07-08 08:37:24 -05:00
benchmarks.mdx [codex] Document local LLM prefill benchmarking (#1396) 2026-07-09 21:47:59 -05:00
cache-optimization.mdx docs(orchestration): guide repeated agent wakes with CCR (#1871) 2026-07-08 08:37:24 -05:00
ccr.mdx docs: qualify CCR auto-resolution support for Gemini (#2044) 2026-07-14 11:59:08 -04:00
ci-cd-flows.mdx docs(ci): add CI/CD flow diagrams (#1062) 2026-06-16 23:05:15 -07:00
claude-code-azure-foundry.mdx fix(cli): harden all CLI surfaces + fix docs accuracy (#1491) 2026-06-27 14:48:43 -07:00
claude-code-vertex.mdx docs: use headroom-ai package name in install commands (#1014) (#1257) 2026-06-22 19:25:00 -05:00
code-compression.mdx fix: align docs and prune dead compatibility surfaces 2026-05-09 14:07:59 -07:00
community-savings.mdx fix(telemetry): switch anonymous telemetry to opt-in (off by default) (#1223) 2026-06-20 21:26:04 -07:00
configuration.mdx fix(core): load ONNX Runtime dynamically so headroom._core imports on non-AVX2 x86-64 (#1715) 2026-07-14 13:25:41 -04:00
context-management.mdx docs: sync README + benchmarks with code (drop retired IntelligentContext/RollingWindow) (#1545) 2026-06-28 22:36:41 -07:00
docker-install.mdx fix(dashboard): distinguish unavailable RTK from zero stats in Docker (#1901) 2026-07-09 09:39:16 -04:00
errors.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
failure-learning.mdx feat: add first-class OpenCode support (wrap, learn, mcp install) (#559) 2026-06-25 13:38:58 -05:00
filesystem-contract.mdx feat: add lean-ctx context tool support 2026-05-11 17:54:17 -04:00
how-compression-works.mdx docs(orchestration): guide repeated agent wakes with CCR (#1871) 2026-07-08 08:37:24 -05:00
image-compression.mdx fix: align docs and prune dead compatibility surfaces 2026-05-09 14:07:59 -07:00
index.mdx docs: fix stale API references, retired class imports, and incorrect examples 2026-06-02 19:19:19 -04:00
installation.mdx docs: retire IntelligentContext from README and installation guide (#1445) 2026-07-08 09:16:11 -05:00
langchain.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
limitations.mdx docs: sync README + benchmarks with code (drop retired IntelligentContext/RollingWindow) (#1545) 2026-06-28 22:36:41 -07:00
litellm.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
local-llm-prefill.mdx [codex] Document local LLM prefill benchmarking (#1396) 2026-07-09 21:47:59 -05:00
mcp.mdx feat(mcp): add streamable HTTP MCP transport (#1773) 2026-07-14 13:25:45 -04:00
memory.mdx feat(memory): add opt-in Apple-GPU (MPS) embedding runtime (#766) 2026-06-11 12:59:20 -05:00
meta.json [codex] Document local LLM prefill benchmarking (#1396) 2026-07-09 21:47:59 -05:00
metrics.mdx docs(metrics): ship an importable Grafana dashboard (#2168) 2026-07-14 16:07:25 -04:00
openai-sdk.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
opencode.mdx fix(opencode): use local MCP config (#1383) 2026-07-06 06:22:15 -07:00
persistent-installs.mdx docs: document Claude VSCode deferred-tool rendering caveat (#2045) 2026-07-14 11:53:01 -04:00
pipeline-extensions.mdx docs: add pipeline-extension recipe and x-headroom-base-url routing docs (#1712) 2026-07-07 12:45:16 -05:00
proxy.mdx docs(proxy): document HEADROOM_SAVINGS_PROFILE and correct --mode default (#2031) (#2040) 2026-07-14 14:10:28 -04:00
quickstart.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
releases.mdx docs(ci): add CI/CD flow diagrams (#1062) 2026-06-16 23:05:15 -07:00
savings.mdx feat(savings): durable savings ledger + headroom savings command (#1127) 2026-06-22 18:47:57 -05:00
shared-context.mdx fix(cli): harden all CLI surfaces + fix docs accuracy (#1491) 2026-06-27 14:48:43 -07:00
simulation.mdx fix(cli): harden all CLI surfaces + fix docs accuracy (#1491) 2026-06-27 14:48:43 -07:00
smart-crusher.mdx docs: fix stale API references, retired class imports, and incorrect examples 2026-06-02 19:19:19 -04:00
strands.mdx docs: sync README + benchmarks with code (drop retired IntelligentContext/RollingWindow) (#1545) 2026-06-28 22:36:41 -07:00
text-and-logs.mdx fix: align docs and prune dead compatibility surfaces 2026-05-09 14:07:59 -07:00
troubleshooting.mdx docs: document Claude VSCode deferred-tool rendering caveat (#2045) 2026-07-14 11:53:01 -04:00
vercel-ai-sdk.mdx new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00