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Add Ramp Router support: detect a Router-pointed client and bill the model that served the call - #34

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The Python twin of lago-agent-sdk-js#36, ported from that branch's rebased, live-verified state — so the pair merges together per the repo rule.

What it carries

  • Detection: a parsed-host arm after _provider_hint_for's path table (Router's only signal is its dedicated host; "api.router.com" in base_url would be spoofable, so the host is parsed).
  • Candidate parsing: provider:provider-model[:service-tier] → bare model + extras.router_provider/extras.service_tier; first-colon split; tier matched against Router's documented set only.
  • Billing decisions, both test-pinned (revert fails): ramp_router in TOKEN_BILLED_PROVIDERS (BYOK bills $0 undetectably; every catalog input rate observed is empty) and in OPENAI_SHAPED_APISmeasured, not guessed: on an Anthropic-served model a warm cache_control call reports the cached block inside an unchanged input_tokens, reasoning inside output (fixtures 06b/07).
  • Fixtures byte-identical with the JS repo (ten live captures, scrubbed and swept), plus capture_ramp_router.py — the script that reproduces them, including the corrected probes (candidates must be provider:model strings; caching only activates with an explicit cache_control part).
  • No gateway adapter, deliberately — Router exposes no programmatic usage surface; gateway/__init__.py carries the seam and the reason.
  • 55 tests, mirroring the JS names one for one.

Live evidence

Driven against a real Router account into a real Lago instance: plain, streamed and models-fallback calls all billed the SERVED dated-snapshot model as provider=ramp_router token events, in price mode, with zero error-hook noise. One Python-ecosystem nuance surfaced live and is documented in the README: the typed client rejects the non-standard models kwarg, so a fallback list goes through extra_body={"models": [...]}.

Rebase notes

  • _provider_hint_for gains the host arm after the path table; wrap_openai_client is otherwise untouched — the INT-246 eventId plumbing and stream paths are unchanged.
  • extract_openai_native gains the Ramp block between the total_tokens guard and the return; the guard's arithmetic is untouched.
  • TOKEN_BILLED_PROVIDERS, KNOWN_PROVIDERS and OPENAI_SHAPED_APIS each gain one entry.
  • No signature changes anywhere.

…model that served the call

The Python twin of lago-agent-sdk-js#36, ported from the rebased branch so it
carries the full history's decisions at once:

- Detection: a parsed-HOST arm after _provider_hint_for's path table — Router
  serves every provider it fronts through one dedicated host with no
  distinguishing path, and a substring test would be spoofable.
- provider:provider-model[:service-tier] candidates parse into a bare model
  plus extras (router_provider, service_tier); first-colon split so Fireworks
  path-shaped ids survive; unknown trailing segments stay in the model.
- ramp_router is TOKEN_BILLED (BYOK requests bill $0 undetectably; every
  observed catalog input rate is empty) and carries a MEASURED
  OPENAI_SHAPED_APIS entry: Router normalizes the numbers to OpenAI's
  convention even for Anthropic-served models — warm cache_control call,
  cached block inside an unchanged input_tokens; reasoning inside output.
  Both decisions pinned by tests that fail on revert.
- Fixtures byte-identical with the JS repo (ten live captures, scrubbed);
  capture_ramp_router.py is the script that reproduces them, including the
  probes the first capture got wrong (candidates must be provider:model
  strings; caching only activates with an explicit cache_control part).
- No gateway adapter, deliberately: Router exposes no programmatic usage
  surface; the note in gateway/__init__.py carries the seam and the reason.
- Live-verified against a real Router account into a real Lago instance:
  plain, streamed and models-fallback calls billed the SERVED dated-snapshot
  model as provider=ramp_router token events in price mode with no error
  noise. Python nuance, documented in the README: the typed client rejects
  the models kwarg, so a fallback list goes through extra_body.
The README had grown to 526 lines, most of it the four gateway
deep-dives. It now keeps a short quickstart per provider and per
gateway; the full guides — backfill mechanics, attribution, measured
billing caveats, account setup — move verbatim to docs/cloudflare.md,
docs/databricks.md, docs/snowflake.md, docs/ramp-router.md, and the
coverage/token-semantics tables to docs/providers.md.
Centered logo header with a dark-mode variant (the same wordmark the
other Lago repos use), title and tagline; the ASCII diagram's box
borders and connector spine now actually line up.
The logo already carries the name; the package id folds into the
tagline line instead of standing alone as an h1.

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Ran the suite on this branch: 817 passed. Read the adapter, wrapper, semantics wiring, docs, capture script, and every fixture. Hygiene swept the tree and the branch history: clean, and the scrub-as-you-write capture script is the right systemic answer — value-first key redaction with a pattern backstop, content blanked not deleted, provenance annotated on every fixture. That is the standard the earlier capture scripts should adopt.

The hard design calls are right and well-evidenced. Treating Router as a provider in its own right instead of resolving to the served vendor, with both reasons stated (BYOK-vs-list price ambiguity, and the measured fact that Router normalizes NUMBERS to OpenAI's convention even for Anthropic-served models). Parsed-host detection instead of a substring row, with the spoof case written down. The tier whitelist so an unknown trailing segment cannot rename a model. The first-colon split for Fireworks paths. The documented ABSENCE of a gateway adapter, checked against the whole doc corpus, is exactly how to scope honestly.

One blocker, one line to fix, flagged inline: the total_tokens guard runs BEFORE the Router block reassigns api, so for a Router call the guard reads token_semantics("ramp_router", "responses") — all-additive — while compute_cost and deoverlapped_token_total read the reassigned api = "ramp_router" and get subset semantics. That is the exact divergence token_semantics.py exists to make impossible; its docstring says the guard and the money paths cannot answer the convention question differently, and on this surface they do. Reachability today is nil (every capture reports total = input + output), but the guard exists for the day Router misreports, and on that day it under-folds by cache_read + reasoning. Move the reassignment (or compute the effective api) above the guard, and pin it with a Router payload whose declared total exceeds input + output — no current test covers that shape, so the fix is test-safe and closes an untested branch at once.

Two non-blocking notes: one inline on the candidate-parse heuristic, and the fixture-hygiene guard gained no Router patterns — defensible since the capture script scrubs at the source, but say so in the guard's comment so the next surface knows which of the two mechanisms is load-bearing, and fold it into the source-file guard extension already requested on #28.

Fix the ordering and this is approved. Same finding applies to the JS twin (#36), commented there.

# `/v1/responses` (`/v1/chat/completions` 404s), so a `chat_completions` value
# here is drift worth seeing rather than a case to handle.
extras["router_surface"] = api
api = RAMP_ROUTER_PROVIDER

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The totals guard above (line 390) runs before this reassignment, so a Router call is guarded with ("ramp_router", "responses") — every subset check False — while the emit path bills the same row under api="ramp_router" with subset semantics. The guard's accounted sum then over-counts by cache_read + reasoning, and a genuine positive remainder is under-folded or suppressed: the disarmed-guard case token_semantics.py warns about, reintroduced one surface later. Move this reassignment (or compute the effective api) above the guard, and pin it with a Router payload whose declared total exceeds input + output. Blocker, one line plus a test.

rest = model_id[first_colon + 1 :]
# A head that is not a plausible provider token — a path, or something long — means
# this is an opaque id that merely happens to contain a colon, not a candidate.
if not rest or not _ROUTER_PROVIDER_SEGMENT.match(head):

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Non-blocking: an opaque account-specific id that happens to contain a colon with a short lowercase head — my-model:v2 — passes this check and splits, billing the model as v2 with router_provider: "my-model". The tier arm got a whitelist for exactly this reason; the provider arm relies on shape alone. Cheap hedge: record the unsplit id in extras whenever this branch splits, so a misparse is recoverable at reconciliation instead of invisible.

The adapter reassigns `api` to "ramp_router" after parsing the model, and the
guard ran before that. So the guard asked token_semantics("ramp_router",
"responses") — a pair in no subset set, answering all-additive — while
compute_cost and deoverlapped_token_total read the stamped api="ramp_router"
and de-overlapped the same row as subset. That is the divergence
token_semantics.py exists to make impossible.

Unreachable on every captured payload: all ten report total == input + output,
streamed included. But the guard exists for the day Router misreports, and on
that day it under-folds a genuine remainder by cache_read + reasoning — or,
where that over-count exceeds the declared total, suppresses the fold entirely
and drops generated tokens with no extras key and no on_error.

The code change is a pure move of the Router block above the guard; nothing
between model resolution and the guard touches `api`. Two tests pin it, both
failing if the block moves back: one on a payload whose remainder is larger
than its subsets (folds 850, not 740), one where it is smaller (folds 50
rather than vanishing). No captured fixture has that shape, so this closes an
untested branch at the same time.
@anassg-lago

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Confirmed and fixed in d2832f0.

Reproduced it before touching anything. On a Router call the guard read token_semantics("ramp_router", "responses")(False, False, False), while the money paths read the stamped api="ramp_router"(True, True, True). Two ways that loses money, both measured against the real adapter:

  • Under-fold. input=100, output=50, cached=80, reasoning=30, total=1000. True remainder 850; the guard folded 740 — short by exactly cache_read + reasoning.
  • Suppression, the worse one. Same shape, total=200. The bogus accounted sum (260) exceeds the declared total, unaccounted goes negative, the guard never fires: 50 generated tokens dropped, no extras key, no on_error.

The control isolates it — the identical payload as provider="openai" folds all 850 correctly, because there the guard and the money paths agree.

Your reachability call was right: all ten captures report total == input + output, streamed included (14+5=19), so nothing is mis-billed today.

Fix: pure move of the Router block above the guard. api is touched in only four places and nothing between model resolution and the guard reads it, so the diff is a move and nothing else. Two tests pin it, both verified failing if the block moves back — one where the remainder exceeds its subsets (folds 850, not 740), one where it doesn't (folds 50 rather than vanishing). No fixture had that shape, so the untested branch is covered now.

819 pass, make check clean. CHANGELOG folded into the Ramp Router entry rather than a new "Fixed" — the feature is unreleased.

One thing worth flagging on the twin: the port is not mechanical. In JS the guard read extracted.api, which is never reassigned, so moving the block alone left the bug intact and still passed all 837 tests. Details on #36.

Taking the two non-blocking notes (the parse hedge, the guard comment + #28) as a follow-up.

@anassg-lago
anassg-lago requested a review from osmarluz September 2, 2026 09:31

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Reviewed at d2832f0. The ordering fix is correct and the design calls hold up. Three findings below, two of which I'd treat as blocking.

Common root: the Router-specific block was written against a hand-modeled wire shape that the PR's own ten live captures contradict.

# the one asked for, so the response is the only place the SERVED model appears.
model = resolved_model
if provider_hint == RAMP_ROUTER_PROVIDER:
router_provider, parsed_model, tier = _parse_router_model(resolved_model)

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Blocker: this parse matches a shape no real Router response has, so service_tier is dropped on all live traffic.

_parse_router_model expects provider:model[:tier] in the response model. Every committed capture reports a bare vendor snapshot instead, and carries the tier as a top-level service_tier field:

fixture model service_tier
02 buffered gpt-5.4-nano-2026-03-17 flex
03 fallback gpt-5.4-nano-2026-03-17 default
04 streamed gpt-5.4-nano-2026-03-17 flex
05b/06b claude-haiku-4-5-20251001 default
07 reasoning o4-mini-2025-04-16 default

first_colon <= 0 short-circuits on all of them, so extras["router_provider"] and extras["service_tier"] are reachable only from the hand-built router_response() tests. Running the fixtures through extract_openai_native(provider_hint="ramp_router") gives extras == {"input_tokens_details.cache_write_tokens": 0, "router_surface": "responses"} — neither key present.

Consequence is exactly what the comment two lines below warns about: a flex call is indistinguishable in Lago from a default-tier one, and the PR description, docs and CHANGELOG all claim otherwise.

Fix: read the field that actually exists — extras["service_tier"] = resp.get("service_tier"). For router_provider, the served vendor isn't in the response at all, so either derive it in the wrapper from the requested models candidates or drop the field.

Worth noting none of the twelve captures (232 KB) is loaded by any test — every Router test uses router_response(). A parametrized test over 02/03/04/06b/07 _body would have caught this immediately, and CONTRIBUTING.md:40-42 asks for exactly that.

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Fixed in 89b66d6 (JS twin: getlago/lago-agent-sdk-js@5cc2978). The mechanical half of this is exactly right and I reproduced all of it — thank you, the fixture table saved me the capture pass.

Confirmed by running all 12 captures through extract_openai_native(provider_hint="ramp_router"): first_colon <= 0 short-circuits on every one, and extras came back {'input_tokens_details.cache_write_tokens': 0, 'router_surface': 'responses'} on the nose. The compound form only ever exists in the request (_requested_models: ["openai:gpt-5.4-nano", ...]) — Router resolves it away before answering.

What I changed:

  • service_tier now reads the response's own top-level field, with the candidate suffix kept only as a fallback for an id that reaches the adapter unresolved. Recorded verbatim rather than filtered through _ROUTER_SERVICE_TIERS — that set exists to disambiguate a colon segment that might be part of a model name, and a dedicated field has no such ambiguity, so a tier Router adds later gets recorded instead of dropped.
  • Dropped router_provider, per your second option. The served vendor isn't in the response, and deriving it in the wrapper from the requested candidates would record what was asked for while service_tier records what served — a models fallback can make those differ, and one field meaning two things is worse than no field.
  • Took the parametrized fixture pass you asked for: 8 captures × served tier + bare served snapshot. All 8 fail without the fix; CONTRIBUTING.md:40-42 was right and we weren't following it.
  • Docs and CHANGELOG corrected — they claimed the tier was recorded and it wasn't.

One push back: I don't think this was a blocker, and I'd rather we not label it one. Not to dispute the bug — it's real and it's fixed — but the stated consequence doesn't hold:

a flex call is indistinguishable in Lago from a default-tier one

That's true both before and after the fix, because extras is never serialized. sdk.py:555 builds event properties from model/provider/api/price_source/markup plus the per-field token counts; there are zero references to .extras in sdk.py (you make this same point yourself in the api-stamping comment below). So the patch you proposed — and the one I shipped — does not change a single byte of any Lago event. Nobody was over- or under-billed, and nobody is billed differently now.

What was actually broken is dead code defended by fake fixtures, plus two docs claims that were false. Worth fixing, and I did. But by the bar we use here — a blocker moves money or corrupts a bill — this sat below it. Your other finding on the Anthropic surface is squarely above it, and that's the one gating the merge; I've verified it end-to-end and will reply there separately.

# `/v1/responses` (`/v1/chat/completions` 404s), so a `chat_completions` value
# here is drift worth seeing rather than a case to handle.
extras["router_surface"] = api
api = RAMP_ROUTER_PROVIDER

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Suggestion (cheap now, breaking later): stamping api with the provider name makes the two properties duplicates and loses the real surface.

After this line every Router event carries provider == api == "ramp_router". The same client emits {provider: openai, api: responses} at OpenAI but {provider: ramp_router, api: ramp_router} at Router — so a Lago charge filtered on api == "responses" silently matches nothing after a base_url repoint. extras["router_surface"] doesn't recover it: sdk.py has zero references to extras, so it's never serialized.

The identical semantics are reachable without the reassignment — add ramp_router to INPUT_INCLUDES_CACHE_READ, INPUT_INCLUDES_CACHE_WRITE and OUTPUT_INCLUDES_REASONING, and drop it from OPENAI_SHAPED_APIS. That gives token_semantics("ramp_router", "responses") == (True, True, True), keeps test_the_subset_sets_only_name_known_providers green, and removes the "MUST stay ABOVE the guard" hazard by construction rather than by comment — which is the ordering bug d2832f0 just fixed.

token_semantics.py's rationale for api-keying is that a surface row reuses live vendor names; that doesn't apply when the provider name is the gateway. Same precedent it cites for keeping workers-ai provider-keyed.

Comment thread docs/ramp-router.md Outdated

- **There is no backfill path**, because Router exposes no programmatic usage surface. Its only routes are `GET /v1/models`, `POST /v1/responses`, `POST /v1/messages` and `POST /v1/messages/count_tokens`; usage lives in the dashboard's Logs view. An "analytics API" is mentioned once in Router's limits table with no path, auth or record shape. Unlike the [Cloudflare connector](cloudflare.md), there is no Logs API loop to show you.
- **Nothing is skipped as a gateway cache hit**, because Router has no response cache: "Self-service Router response caching, which would reuse an entire previous response without calling a model provider, is a separate optimization and is not currently configurable." Provider _prompt_ caching does pass through, and those cache-read and cache-write tokens are billed like any other.
- **Router's Anthropic Messages surface is not instrumented yet.** `POST /v1/messages` exists and routes to the same providers, so pointing a wrapped `Anthropic` client at `https://api.router.com/v1` will _work_ as an LLM client but bill nothing. Use the Responses surface until that lands.

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Blocker: "bill nothing" is the opposite of what happens — that traffic bills as native Anthropic, at list price, with the wrong cache convention.

wrappers/anthropic.py has no base_url detection and anthropic_native.py hardcodes provider="anthropic", so a wrapped Anthropic client at https://api.router.com/v1 emits ordinary provider=anthropic api=native events.

Reproduced with usage {input_tokens: 18825, output_tokens: 15, cache_read_input_tokens: 18810}: three events stamped anthropic. Since anthropic isn't in INPUT_INCLUDES_CACHE_READ, deoverlapped_token_total bills 18825 + 18810 — a double count if Router folds cached tokens inside input on /v1/messages the way fixture 06b proves it does on /v1/responses. In price mode it also bills Anthropic's list rate for a call Router may have served BYOK at $0.

That's the exact mis-billing this PR exists to prevent, and the bullet tells the reader it can't happen. Either fix the sentence ("bills as native Anthropic with the wrong provider and convention — do not point a wrapped Anthropic client at Router") or add the host arm to the Anthropic wrapper.

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Confirmed and fixed in 55c2179 (JS twin: getlago/lago-agent-sdk-js@973b85b). Took the first of your two options — the corrected sentence, not the wrapper arm.

I reproduced it end-to-end before touching anything: wrapped an Anthropic client whose only difference is base_url="https://api.router.com/v1", fed it your exact usage, and got what you described.

events emitted: 3
  llm_input_tokens          provider=anthropic  api=native  value=18825
  llm_output_tokens         provider=anthropic  api=native  value=15
  llm_cached_input_tokens   provider=anthropic  api=native  value=18810

deoverlapped total: 37650   (true consumption: 18825)

You're right on the mechanism too — the override table lives only in wrappers/openai.py, and anthropic_native.py:102 hardcodes provider="anthropic".

The bullet now says the call bills as native Anthropic, names all three consequences (wrong provider stamp, Anthropic list rate on a call Router may have served BYOK at $0, additive de-overlap against Router's inside-input convention), and tells the reader to stay on the Responses surface.

One thing I stated more carefully than you did, and I think it strengthens the warning rather than weakening it: the 2× is conditional. 05b/06b prove the inside-input fold on /v1/responsesinput_tokens holds at 18825 and total_tokens at 18830 across cold and warm — but we have no capture of /v1/messages, so the fold is inferred there, not measured. The bullet says so explicitly, and frames that uncertainty as the reason to stay off the surface rather than as a reason to hedge the warning.

Agreed this was the one worth blocking on. "Bill nothing" describes a loud, visible failure — the kind you notice. The actual failure is silent and wrong, which is the category this connector exists to prevent, and the bullet was pointing readers straight at it.

Leaving the wrapper base_url arm out of this PR deliberately: doing it properly needs a /v1/messages capture to pin Router's convention on that surface, and guessing it is how we'd end up with the mirror-image of this bug. I'll file it with the capture as a prerequisite.

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Reviewed at d2832f0. The ordering fix is correct and the design calls hold up. Three findings below, two of which I'd treat as blocking.

Common root: the Router-specific block was written against a hand-modeled wire shape that the PR's own ten live captures contradict.

The tier was read only from a `provider:model[:tier]` candidate suffix. Router
resolves that away before answering — `openai:gpt-5.4-nano` in,
`gpt-5.4-nano-2026-03-17` out — so `_parse_router_model` short-circuited on
every real response and `service_tier` was dropped on 100% of live traffic.
The tier is right there as a top-level field on the response, which is now
where it is read from; the candidate suffix stays as a fallback for an id that
reaches the adapter unresolved.

Sourcing it from the candidate also answered the wrong question: the candidate
says what was ASKED for, `service_tier` says what SERVED, and a `models`
fallback list can make those differ.

The value is recorded verbatim rather than filtered through
_ROUTER_SERVICE_TIERS — that set disambiguates a colon segment that might
instead be part of a model name, and a dedicated field has no such ambiguity,
so a tier Router adds later is recorded rather than dropped.

No billing change: `extras` is diagnostic and is not serialized into Lago
events. The docs and CHANGELOG said otherwise and now say what happens.

Every Router test drove a hand-built response, so nothing could catch this.
Adds a parametrized pass over the eight captured responses that carry usage,
asserting the served tier and the bare served snapshot. All eight fail without
the fix.
The bullet claimed such a call would "bill nothing". It bills as native
Anthropic: the wrapper has no base_url arm, so the call emits ordinary
provider=anthropic api=native events at Anthropic's list rate, de-overlapped
with Anthropic's additive cache convention.

Reproduced with usage {input_tokens: 18825, output_tokens: 15,
cache_read_input_tokens: 18810}: three events stamped anthropic, and
deoverlapped_token_total returns 37650 for a call that consumed 18825.

The double count depends on Router folding cached tokens inside input on
/v1/messages the way 05b/06b prove it does on /v1/responses. That is not
measured on /v1/messages, and the bullet now says so — the uncertainty is the
argument for staying off the surface, not for softening the warning.

"Bill nothing" describes a loud, visible failure. The real one is silent and
wrong, so the bullet led a reader toward the mis-billing this connector exists
to prevent.

Reported by @osmarluz on #34.
anassg-lago added a commit to getlago/lago-agent-sdk-js that referenced this pull request Sep 2, 2026
The bullet claimed such a call would "bill nothing". It bills as native
Anthropic: the wrapper has no baseURL arm, so the call emits ordinary
provider=anthropic api=native events at Anthropic's list rate, de-overlapped
with Anthropic's additive cache convention.

Reproduced with usage {input_tokens: 18825, output_tokens: 15,
cache_read_input_tokens: 18810}: three events stamped anthropic, and
deoverlappedTokenTotal returns 37650 for a call that consumed 18825.

The double count depends on Router folding cached tokens inside input on
/v1/messages the way 05b/06b prove it does on /v1/responses. That is not
measured on /v1/messages, and the bullet now says so — the uncertainty is the
argument for staying off the surface, not for softening the warning.

"Bill nothing" describes a loud, visible failure. The real one is silent and
wrong, so the bullet led a reader toward the mis-billing this connector exists
to prevent.

Reported by @osmarluz on getlago/lago-agent-sdk-python#34.
Python twin: 55c2179
@anassg-lago
anassg-lago requested a review from osmarluz September 2, 2026 15:29
@sarkissianraffi
sarkissianraffi dismissed their stale review September 2, 2026 16:06

Osmar already reviewed it

@anassg-lago
anassg-lago merged commit 83ad085 into main Sep 2, 2026
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