headroom/wiki/proxy.md
dependabot[bot] ff17961cd7
deps: bump ruff from 0.15.22 to 0.16.2 in the pip-minor-patch group across 1 directory (#2962)
Bumps the pip-minor-patch group with 1 update in the / directory:
[ruff](https://github.com/astral-sh/ruff).

Updates `ruff` from 0.15.22 to 0.16.2
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/astral-sh/ruff/releases">ruff's
releases</a>.</em></p>
<blockquote>
<h2>0.16.2</h2>
<h2>Release Notes</h2>
<p>Released on 2026-08-06.</p>
<h3>Bug fixes</h3>
<ul>
<li>[<code>flake8-pyi</code>] Avoid false positives on
<code>singledispatch</code> functions (<code>PYI041</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27335">#27335</a>)</li>
</ul>
<h3>Server</h3>
<ul>
<li>Register formatting capabilities dynamically to exclude TOML files
(<a
href="https://redirect.github.com/astral-sh/ruff/pull/27332">#27332</a>)</li>
</ul>
<h3>Contributors</h3>
<ul>
<li><a
href="https://github.com/MeGaGiGaGon"><code>@​MeGaGiGaGon</code></a></li>
<li><a
href="https://github.com/charliermarsh"><code>@​charliermarsh</code></a></li>
<li><a href="https://github.com/epage"><code>@​epage</code></a></li>
<li><a href="https://github.com/sharkdp"><code>@​sharkdp</code></a></li>
<li><a href="https://github.com/ntBre"><code>@​ntBre</code></a></li>
</ul>
<h2>Install ruff 0.16.2</h2>
<h3>Install prebuilt binaries via shell script</h3>
<pre lang="sh"><code>curl --proto '=https' --tlsv1.2 -LsSf
https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-installer.sh
| sh
</code></pre>
<h3>Install prebuilt binaries via powershell script</h3>
<pre lang="sh"><code>powershell -ExecutionPolicy Bypass -c &quot;irm
https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-installer.ps1
| iex&quot;
</code></pre>
<h2>Download ruff 0.16.2</h2>
<table>
<thead>
<tr>
<th>File</th>
<th>Platform</th>
<th>Checksum</th>
</tr>
</thead>
<tbody>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-aarch64-apple-darwin.tar.gz">ruff-aarch64-apple-darwin.tar.gz</a></td>
<td>Apple Silicon macOS</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-aarch64-apple-darwin.tar.gz.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-x86_64-apple-darwin.tar.gz">ruff-x86_64-apple-darwin.tar.gz</a></td>
<td>Intel macOS</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-x86_64-apple-darwin.tar.gz.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-aarch64-pc-windows-msvc.zip">ruff-aarch64-pc-windows-msvc.zip</a></td>
<td>ARM64 Windows</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-aarch64-pc-windows-msvc.zip.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-i686-pc-windows-msvc.zip">ruff-i686-pc-windows-msvc.zip</a></td>
<td>x86 Windows</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-i686-pc-windows-msvc.zip.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-x86_64-pc-windows-msvc.zip">ruff-x86_64-pc-windows-msvc.zip</a></td>
<td>x64 Windows</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-x86_64-pc-windows-msvc.zip.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-aarch64-unknown-linux-gnu.tar.gz">ruff-aarch64-unknown-linux-gnu.tar.gz</a></td>
<td>ARM64 Linux</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-aarch64-unknown-linux-gnu.tar.gz.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-i686-unknown-linux-gnu.tar.gz">ruff-i686-unknown-linux-gnu.tar.gz</a></td>
<td>x86 Linux</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-i686-unknown-linux-gnu.tar.gz.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-powerpc64-unknown-linux-gnu.tar.gz">ruff-powerpc64-unknown-linux-gnu.tar.gz</a></td>
<td>PPC64 Linux</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-powerpc64-unknown-linux-gnu.tar.gz.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-powerpc64le-unknown-linux-gnu.tar.gz">ruff-powerpc64le-unknown-linux-gnu.tar.gz</a></td>
<td>PPC64LE Linux</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-powerpc64le-unknown-linux-gnu.tar.gz.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-riscv64gc-unknown-linux-gnu.tar.gz">ruff-riscv64gc-unknown-linux-gnu.tar.gz</a></td>
<td>RISCV Linux</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-riscv64gc-unknown-linux-gnu.tar.gz.sha256">checksum</a></td>
</tr>
<tr>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-s390x-unknown-linux-gnu.tar.gz">ruff-s390x-unknown-linux-gnu.tar.gz</a></td>
<td>S390x Linux</td>
<td><a
href="https://releases.astral.sh/github/ruff/releases/download/0.16.2/ruff-s390x-unknown-linux-gnu.tar.gz.sha256">checksum</a></td>
</tr>
</tbody>
</table>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md">ruff's
changelog</a>.</em></p>
<blockquote>
<h2>0.16.2</h2>
<p>Released on 2026-08-06.</p>
<h3>Bug fixes</h3>
<ul>
<li>[<code>flake8-pyi</code>] Avoid false positives on
<code>singledispatch</code> functions (<code>PYI041</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27335">#27335</a>)</li>
</ul>
<h3>Server</h3>
<ul>
<li>Register formatting capabilities dynamically to exclude TOML files
(<a
href="https://redirect.github.com/astral-sh/ruff/pull/27332">#27332</a>)</li>
</ul>
<h3>Contributors</h3>
<ul>
<li><a
href="https://github.com/MeGaGiGaGon"><code>@​MeGaGiGaGon</code></a></li>
<li><a
href="https://github.com/charliermarsh"><code>@​charliermarsh</code></a></li>
<li><a href="https://github.com/epage"><code>@​epage</code></a></li>
<li><a href="https://github.com/sharkdp"><code>@​sharkdp</code></a></li>
<li><a href="https://github.com/ntBre"><code>@​ntBre</code></a></li>
</ul>
<h2>0.16.1</h2>
<p>Released on 2026-07-30.</p>
<h3>Preview features</h3>
<ul>
<li>Add an option to opt out of human-readable names (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27160">#27160</a>)</li>
<li>[<code>flake8-pytest-style</code>] Make fixes safe by default and
unsafe only when comments are present (<code>PT018</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27201">#27201</a>)</li>
<li>[<code>pyupgrade</code>] Skip fix when a defaulted
<code>TypeVar</code> precedes a non-defaulted one (<code>UP040</code>,
<code>UP046</code>, <code>UP047</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27133">#27133</a>)</li>
<li>[<code>ruff</code>] Fix false positive with unpacked arguments
(<code>RUF065</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/26959">#26959</a>)</li>
</ul>
<h3>Bug fixes</h3>
<ul>
<li>Bump <code>gen-lsp-types</code> to gracefully handle unknown
enumeration values in LSP messages (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27230">#27230</a>)</li>
<li>[<code>flake8-bugbear</code>] Mark <code>range</code> as immutable
(<code>B008</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27247">#27247</a>)</li>
<li>[<code>flake8-comprehensions</code>] NFKC-normalize keyword names in
<code>C408</code> fix (<a
href="https://redirect.github.com/astral-sh/ruff/pull/26813">#26813</a>)</li>
<li>[<code>flake8-return</code>] Fix false positive when variable is
read in <code>finally</code> clause (<code>RET504</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/25441">#25441</a>)</li>
<li>[<code>pydocstyle</code>] Skip section detection inside RST
directive bodies (<code>D214</code>, <code>D405</code>,
<code>D413</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/23635">#23635</a>)</li>
<li>[<code>refurb</code>] Parenthesize <code>yield</code> arguments in
the <code>FURB192</code> fix (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27192">#27192</a>)</li>
</ul>
<h3>Rule changes</h3>
<ul>
<li>[<code>flake8-pytest-style</code>] Mark <code>PT022</code> fixes as
unsafe (<a
href="https://redirect.github.com/astral-sh/ruff/pull/26440">#26440</a>)</li>
<li>[<code>refurb</code>] Mark fixes that remove unknown separators as
unsafe (<code>FURB105</code>) (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27200">#27200</a>)</li>
</ul>
<h3>Server</h3>
<ul>
<li>Fix indexing of excluded nested Ruff workspaces (<a
href="https://redirect.github.com/astral-sh/ruff/pull/27303">#27303</a>)</li>
<li>Lint TOML files in the LSP (<a
href="https://redirect.github.com/astral-sh/ruff/pull/26862">#26862</a>)</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="5b48a04097"><code>5b48a04</code></a>
Bump 0.16.2 (<a
href="https://redirect.github.com/astral-sh/ruff/issues/27555">#27555</a>)</li>
<li><a
href="1b9e5fc483"><code>1b9e5fc</code></a>
Update Swatinem/rust-cache action to v2.9.2 (<a
href="https://redirect.github.com/astral-sh/ruff/issues/27568">#27568</a>)</li>
<li><a
href="c4e86fc039"><code>c4e86fc</code></a>
[ty] Add helper extension methods for half-range and equality
constraints (<a
href="https://redirect.github.com/astral-sh/ruff/issues/2">#2</a>...</li>
<li><a
href="17a00de2e2"><code>17a00de</code></a>
[ty] Reuse primer commands in memory reports (<a
href="https://redirect.github.com/astral-sh/ruff/issues/27553">#27553</a>)</li>
<li><a
href="6ea296b969"><code>6ea296b</code></a>
[ty] Normalize type labels in structured docstrings (<a
href="https://redirect.github.com/astral-sh/ruff/issues/26923">#26923</a>)</li>
<li><a
href="2fc445f005"><code>2fc445f</code></a>
[ty] Diagnose invalid <strong>getattr</strong> calls (<a
href="https://redirect.github.com/astral-sh/ruff/issues/27502">#27502</a>)</li>
<li><a
href="22c7823c4e"><code>22c7823</code></a>
[ty] Enable (but downrank) auto-import completion suggestions from
stub-only ...</li>
<li><a
href="05160d507f"><code>05160d5</code></a>
[ty] Diagnose invalid descriptor <code>__get__</code> calls (<a
href="https://redirect.github.com/astral-sh/ruff/issues/27400">#27400</a>)</li>
<li><a
href="baea3d0dce"><code>baea3d0</code></a>
[ty] Expose strict analysis options in the playground (<a
href="https://redirect.github.com/astral-sh/ruff/issues/27543">#27543</a>)</li>
<li><a
href="c88946ebeb"><code>c88946e</code></a>
[ty] Bump ecosystem-analyzer for strict project settings (<a
href="https://redirect.github.com/astral-sh/ruff/issues/27542">#27542</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/astral-sh/ruff/compare/0.15.22...0.16.2">compare
view</a></li>
</ul>
</details>
<br />

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: JerrettDavis <mxjerrett@gmail.com>
2026-08-14 16:38:08 -05:00

458 lines
16 KiB
Markdown

# Proxy Server Documentation
The Headroom proxy server is a production-ready HTTP server that applies context optimization to all requests passing through it.
> The proxy exposes compression-as-a-service via the `POST /v1/compress` endpoint — used by the [TypeScript SDK](typescript-sdk.md), LiteLLM's `headroom` guardrail, and gateway sidecars. It is loopback-only by default; see the endpoint section below.
## Starting the Proxy
```bash
# Basic usage
headroom proxy
# Custom port
headroom proxy --port 8080
# With all options
headroom proxy \
--host 0.0.0.0 \
--port 8787 \
--log-file /var/log/headroom.jsonl \
--budget 100.0
```
### Common agent CLI entrypoints
```bash
# Claude Code
ANTHROPIC_BASE_URL=http://localhost:8787 claude
# GitHub Copilot CLI
headroom wrap copilot -- --model claude-sonnet-4-20250514
# OpenAI-compatible clients
OPENAI_BASE_URL=http://localhost:8787/v1 your-app
```
`headroom wrap copilot` uses Copilot CLI's BYOK provider settings under the hood. In `provider-type=auto`, it chooses Headroom's Anthropic route for the default proxy backend and the OpenAI-compatible `/v1` route for translated backends such as `anyllm` and LiteLLM.
Anonymous aggregate telemetry is **off by default** (opt-in). Opt in with `HEADROOM_TELEMETRY=on` or `headroom proxy --telemetry`. Downstream apps can set `HEADROOM_SDK=headroom-app` to override the anonymous telemetry `sdk` label; the default remains `proxy`.
Operational OTEL metrics are configured separately and are **off by default**. Install `headroom-ai[proxy,otel]` and set:
```bash
HEADROOM_OTEL_METRICS_ENABLED=1
HEADROOM_OTEL_METRICS_EXPORTER=otlp_http
HEADROOM_OTEL_METRICS_ENDPOINT=http://127.0.0.1:4318/v1/metrics
HEADROOM_OTEL_SERVICE_NAME=headroom-proxy
```
Use `HEADROOM_OTEL_METRICS_EXPORTER=console` for local smoke testing. `HEADROOM_TELEMETRY` controls the anonymous data-flywheel beacon only; it does not disable or enable OTEL export.
Langfuse can be enabled alongside this OTEL path for **trace ingestion**. Langfuse does **not** ingest OTEL metrics, so Headroom keeps metrics and Langfuse traces as complementary signals:
```bash
HEADROOM_LANGFUSE_ENABLED=1
LANGFUSE_PUBLIC_KEY=pk-lf-...
LANGFUSE_SECRET_KEY=sk-lf-...
LANGFUSE_BASE_URL=https://cloud.langfuse.com
```
When configured, Headroom emits OTLP traces for the shared compression pipeline to Langfuse while continuing to expose metrics through `/metrics` and OTEL metric exporters.
## Command Line Options
### Core Options
| Option | Default | Description |
|--------|---------|-------------|
| `--host` | `127.0.0.1` | Host to bind to |
| `--port` | `8787` | Port to bind to |
| `--mode` | `token` | Run mode: `token` (maximize compression) or `cache` (freeze prior turns) |
| `--no-optimize` | `false` | Disable optimization (passthrough mode) |
| `--no-cache` | `false` | Disable semantic caching |
| `--no-rate-limit` | `false` | Disable rate limiting |
| `--log-file` | None | Path to JSONL log file |
| `--budget` | None | Daily budget limit in USD |
| `--code-aware` / `--no-code-aware` | disabled | Enable or disable AST-based code compression. Requires `headroom-ai[code]` (env: HEADROOM_CODE_AWARE_ENABLED=1 to enable) |
| `--anthropic-api-url` | `https://api.anthropic.com` | Custom Anthropic API URL endpoint |
| `--openai-api-url` | `https://api.openai.com` | Custom OpenAI API URL endpoint |
| `--anthropic-extra-headers` | unset | JSON object of extra headers merged into (and overriding) forwarded Anthropic requests, e.g. `'{"Api-Key": "..."}'` |
| `--openai-extra-headers` | unset | JSON object of extra headers merged into (and overriding) forwarded OpenAI requests |
### Run Modes
Headroom proxy has two explicit run modes:
- `token` mode: prioritize token reduction. Prior history may be rewritten when that improves compression.
- `cache` mode: prioritize provider prefix cache stability. Prior turns are frozen; only the newest turn is mutable.
Set via CLI or env:
```bash
headroom proxy --mode token
HEADROOM_MODE=cache headroom proxy
```
When to pick each:
- `token`: best for maximizing immediate compression savings.
- `cache`: best for long conversations where preserving prior-turn bytes improves prefix-cache reuse.
Legacy values (`token_headroom`, `cost_savings`) are still accepted as aliases.
### Context Management Options
Context management in the proxy is handled automatically by the compression pipeline. CCR (Compress-Cache-Retrieve) ensures that when content is compressed or messages are dropped, the original data remains accessible for the LLM to retrieve on demand. See [CCR documentation](ccr.md) for details.
Key CCR-related proxy flags:
| Option | Description |
|--------|-------------|
| `--no-ccr` | Disable CCR entirely — no retrieval markers in compressed output and no injected `headroom_retrieve` tool (lossy, no recovery path) |
| `--no-ccr-proactive-expansion` | Disable proactive context expansion before the LLM asks |
### ML Compression — RETIRED `--llmlingua` flag
The `--llmlingua` / `--llmlingua-device` / `--llmlingua-rate` flags and
the `headroom-ai[llmlingua]` extra were retired and replaced by Kompress
(ModernBERT). For the current opt-in path, install `headroom-ai[ml]`
and see [transforms.md](transforms.md) and [ARCHITECTURE.md](ARCHITECTURE.md).
## API Endpoints
### Liveness
```bash
curl http://localhost:8787/livez
```
Response:
```json
{
"service": "headroom-proxy",
"status": "healthy",
"alive": true,
"version": "0.5.21",
"timestamp": "2026-04-10T16:36:25Z",
"uptime_seconds": 12.483
}
```
### Readiness
```bash
curl http://localhost:8787/readyz
```
Response:
```json
{
"service": "headroom-proxy",
"status": "healthy",
"ready": true,
"version": "0.5.21",
"timestamp": "2026-04-10T16:36:25Z",
"uptime_seconds": 12.483,
"checks": {
"startup": {"enabled": true, "ready": true, "status": "healthy"},
"http_client": {"enabled": true, "ready": true, "status": "healthy"},
"cache": {"enabled": true, "ready": true, "status": "healthy"},
"rate_limiter": {"enabled": true, "ready": true, "status": "healthy"},
"memory": {"enabled": false, "ready": true, "status": "disabled"}
}
}
```
`/readyz` returns HTTP 503 when Headroom has not completed startup or a required enabled subsystem is unavailable. This is the endpoint used by the container health checks.
### Aggregate Health
```bash
curl http://localhost:8787/health
```
Response:
```json
{
"status": "healthy",
"ready": true,
"version": "0.5.21",
"config": {
"backend": "anthropic",
"optimize": true,
"cache": true,
"rate_limit": true
},
"checks": {
"startup": {"enabled": true, "ready": true, "status": "healthy"},
"http_client": {"enabled": true, "ready": true, "status": "healthy"}
}
}
```
### Detailed Statistics
```bash
curl http://localhost:8787/stats
```
`/stats` remains the live/session-oriented endpoint and now also includes a
`persistent_savings` block with durable proxy compression lifetime totals plus a
small recent preview. The existing `savings_history` field is still present and
remains session-scoped for backward compatibility.
For providers that return cache-write TTL bucket usage, `/stats` also includes
observed TTL breakdowns under `prefix_cache`:
- `observed_ttl_buckets.5m.tokens`
- `observed_ttl_buckets.1h.tokens`
- `observed_ttl_mix`
These are provider-reported observations, not configured TTL and not remaining
expiration time.
### Historical Savings
```bash
curl http://localhost:8787/stats-history
```
`/stats-history` exposes durable proxy compression history for dashboards and
other Headroom frontends. It returns:
- lifetime proxy compression totals
- compact checkpoint history by default, with `history_mode=full` available for
export/debug flows
- derived hourly, daily, weekly, and monthly rollups for charts
- a `history_summary` block describing stored versus returned checkpoint counts
- UTC timestamps throughout
By default the proxy stores this history at
`${HEADROOM_WORKSPACE_DIR}/proxy_savings.json` (i.e.
`~/.headroom/proxy_savings.json` when `HEADROOM_WORKSPACE_DIR` is unset).
Set `HEADROOM_SAVINGS_PATH` to override the location directly, or set
`HEADROOM_WORKSPACE_DIR` to relocate the full state root. See the
[Filesystem Contract](filesystem-contract.md).
`/dashboard` uses this endpoint directly for its historical view, including the
daily/weekly/monthly rollups and built-in JSON / CSV export buttons.
```bash
curl "http://localhost:8787/stats-history?format=csv&series=weekly"
curl "http://localhost:8787/stats-history?format=csv&series=monthly"
curl "http://localhost:8787/stats-history?history_mode=full"
```
### Prometheus Metrics
```bash
curl http://localhost:8787/metrics
```
`/metrics` remains the built-in Prometheus-formatted operational view. The proxy now also emits the same operational events through the OTEL facade when OTEL metrics are configured.
### LLM APIs
The proxy supports both Anthropic and OpenAI API formats:
```bash
# Anthropic format
POST /v1/messages
# OpenAI format
POST /v1/chat/completions
```
### `POST /v1/compress`
Compression-only endpoint. Compresses messages without ever making a **completion request to an LLM provider** — no generation, no provider API key. Used by the [TypeScript SDK](typescript-sdk.md), LiteLLM's `headroom` guardrail, and gateway sidecars.
**It does run local ML models.** Compression is ML-backed: Kompress is a ModernBERT encoder scoring tokens for retention (classification, not generation) and Magika classifies content types, both in-process by default. If `HEADROOM_KOMPRESS_ENDPOINT` is set, Kompress inference is offloaded over HTTP to that model server — real egress from the sidecar. Only inference goes remote; the CCR store and markers stay proxy-local. `HEADROOM_DISABLE_KOMPRESS=1` gives structural compression only.
**Loopback-only by default.** Non-loopback callers get **404** (not 403 — the route stays invisible to scanners). Set `HEADROOM_COMPRESS_ALLOW_REMOTE=1` to allow remote callers.
**No format conversion.** `messages` may be OpenAI-shaped (`role: "tool"` + `tool_call_id`) or Anthropic-shaped (`tool_use` / `tool_result` content blocks); the same shape comes back. `model` selects the tokenizer and context limit — send the real name, including gateway-prefixed forms like `bedrock/anthropic.claude-3-5-sonnet`.
**`system` and `tools` are ignored.** Anthropic sends both out of band. This endpoint accepts them without complaint (200, no warning) and returns neither, so neither is compressed — keep carrying them yourself. That means the Anthropic system prompt is not compressed here, and tool-schema compaction / tool-search deferral are not reachable through this route; run Headroom as the proxy if you need those.
**Request:**
```json
{
"messages": [...], // either wire format
"model": "gpt-4o", // tokenizer + context limit
"token_budget": 8000, // optional: override the context limit
"config": { // optional
"mode": "lossy_inline", // ccr | lossy_inline | lossless_then_lossy
"frozen_message_count": 12, // pin an already-cached prefix
"compress_user_messages": false,
"target_ratio": 0.5,
"protect_recent": 2,
"protect_analysis_context": true
}
}
```
**Response:**
```json
{
"messages": [...], // compressed messages
"tokens_before": 15000,
"tokens_after": 3500,
"tokens_saved": 11500,
"compression_ratio": 0.23, // tokens_after / tokens_before — LOWER is better
"transforms_applied": ["router:smart_crusher:0.35"],
"transforms_summary": {"router:smart_crusher:0.35": 1},
"ccr_hashes": [] // non-empty only with mode="ccr"
}
```
**Headers:**
- `x-headroom-bypass: true` — skip compression, return messages as-is with zeroed metrics
**Error responses:** 400 (missing/invalid fields, bad `config.mode` or `config.frozen_message_count`), 401 (bad `HEADROOM_PROXY_TOKEN`), 404 (non-loopback without `HEADROOM_COMPRESS_ALLOW_REMOTE=1`), 503 (compression failed)
**Fail-open:** on timeout you get 200 with the original messages plus `compression_skipped: true` and `skip_reason: "compression_timeout"`.
**Multi-turn callers — don't lose the prefix cache.** This endpoint is stateless: unlike the proxy's own request path (which runs a CacheAligner and tracks provider cache hits across turns), it has no idea what the provider already cached.
The provider caches the bytes you *forwarded*, which compression already changed — so your originals and the cached prefix are no longer the same thing, and it is the forwarded version you must keep reproducing. Compression also varies with position: an older tool result can fall outside the recent-read protection window as the conversation grows and be compressed harder than last turn, so re-compression is not guaranteed to reproduce earlier output either. Two rules:
1. Pass `config.frozen_message_count` = the number of leading messages already cached upstream.
2. Send back the messages you **previously forwarded**, not the pristine originals. `frozen_message_count` returns leading messages exactly as passed in, so feeding it originals hands the provider different bytes than last turn and busts the cache anyway.
```python
forwarded = []
def next_turn(new_messages):
r = requests.post(
f"{proxy}/v1/compress",
json={
"messages": forwarded + new_messages,
"model": "claude-sonnet-4-6",
"config": {"frozen_message_count": len(forwarded)},
},
).json()
forwarded[:] = r["messages"] # next turn's frozen prefix
return forwarded
```
Note `protect_recent` is not a substitute — it guards the newest messages, while `frozen_message_count` guards the oldest, which is the cached end.
## Using with Claude Code
```bash
# Start proxy
headroom proxy --port 8787
# In another terminal
ANTHROPIC_BASE_URL=http://localhost:8787 claude
```
## Using with Cursor
1. Start the proxy: `headroom proxy`
2. In Cursor settings, set the base URL to `http://localhost:8787`
## Using with OpenAI SDK
```python
from openai import OpenAI
client = OpenAI(
base_url="http://localhost:8787/v1",
api_key="your-api-key", # Still needed for upstream
)
```
## Features
### ML Compression (Opt-In, Kompress)
> The earlier LLMLingua-2 integration documented in this section
> (`--llmlingua`, `--llmlingua-device`, `--llmlingua-rate`,
> `headroom-ai[llmlingua]`, `LLMLinguaCompressor`) was retired and
> replaced by **Kompress** (ModernBERT). Install with `pip install
> 'headroom-ai[ml]'`. See [transforms.md](transforms.md) and
> [ARCHITECTURE.md](ARCHITECTURE.md) for current configuration.
### Semantic Caching
The proxy caches responses for repeated queries:
- LRU eviction with configurable max entries
- TTL-based expiration
- Cache key based on message content hash
### Rate Limiting
Token bucket rate limiting protects against runaway costs:
- Configurable requests per minute
- Configurable tokens per minute
- Per-API-key tracking
### Cost Tracking
Track spending and enforce budgets:
- Real-time cost estimation
- Budget periods: hourly, daily, monthly
- Automatic request rejection when over budget
### Prometheus Metrics
Export metrics for monitoring:
```
headroom_requests_total
headroom_tokens_saved_total
headroom_cost_usd_total
headroom_latency_ms_sum
```
## Configuration via Environment
```bash
export HEADROOM_HOST=0.0.0.0
export HEADROOM_PORT=8787
export HEADROOM_BUDGET=100.0
# Route OpenAI passthrough requests to a custom endpoint
export OPENAI_TARGET_API_URL=https://custom.openai.endpoint.com
# Route Anthropic passthrough requests to a custom endpoint
export ANTHROPIC_TARGET_API_URL=https://litellm.company.internal
headroom proxy
```
## Running in Production
For production deployments:
```bash
# Use a process manager
pip install gunicorn
# Run with gunicorn
gunicorn headroom.proxy.server:app \
--workers 4 \
--bind 0.0.0.0:8787 \
--worker-class uvicorn.workers.UvicornWorker
```
Or with Docker:
```dockerfile
FROM python:3.11-slim
RUN apt-get update && apt-get install -y --no-install-recommends build-essential \
&& pip install "headroom-ai[proxy]" \
&& apt-get purge -y build-essential && apt-get autoremove -y \
&& rm -rf /var/lib/apt/lists/*
EXPOSE 8787
CMD ["headroom", "proxy", "--host", "0.0.0.0"]
```
> **Note:** `build-essential` is required at install time because `headroom-ai` includes `hnswlib`, a C++ extension that must be compiled from source. It is removed after installation to keep the image slim.