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feat(ai): opt-in browser-Ollama connection for the PWA (ADR-0017, Issue #266) - #302

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feat(ai): opt-in browser-Ollama connection for the PWA (ADR-0017, Issue #266)#302
qnbs wants to merge 17 commits into
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feat/ollama-browser-opt-in

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@qnbs qnbs commented Jul 30, 2026

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Summary

PR 4 of 4 in the stacked sequence (stacked on #301 — Claude Track B). Auto-retargets through the chain as #299/#300/#301 merge, eventually landing on main.

Issue #266's own comment thread already worked out the correct answer: CORS is the server's own configuration, not an immutable browser wall. If a user starts their own Ollama server with OLLAMA_ORIGINS covering the PWA's exact origin, a direct browser fetch succeeds — the same real, non-magic model NovelCrafter's browser-Ollama support uses.

  • New enableBrowserOllama flag, default off (23rd flag, 7th user opt-in).
  • services/aiProviderService.ts's testAIConnection ollama case accepts opts.browserOllamaEnabled instead of hard-requiring isTauriRuntime(); a generic 'unreachable' result remaps to a new 'corsSuspected' kind when running the opt-in browser path (CORS rejection and "server genuinely down" are identical TypeErrors at the JS level — an honestly-hedged heuristic, not a diagnosis).
  • services/localServerHttp.ts: no functional change — verified resolveFetch() already returns globalThis.fetch unconditionally on the web; the "PWA never probes localhost" policy lived entirely in the UI/testAIConnection call sites, not the transport layer.
  • AiProviderCard.tsx: canAttemptOllama = isDesktop || browserOllamaEnabled replaces every bare isDesktop check gating the auto-probe effect, Load Models, and Test Connection. When on, an info block renders the exact OLLAMA_ORIGINS=<origin> ollama serve command for window.location.origin.
  • ADR-0017: why this differs from the Claude proxy pattern (a hosted function can reach the public internet, never a user's own localhost), explicit non-goals (no LAN-IP, no PNA, not the default).
  • Help articles + docs updated, including fixing pre-existing stale content discovered along the way (wrong Claude/Grok model names, a genuine CSP-vs-CORS factual error, a missing OpenRouter entry).

Test plan

  • pnpm run lint / pnpm run typecheck — clean
  • pnpm run i18n:check — 2861 keys
  • node scripts/audit-tokens.mjs — 160 ≤ baseline
  • pnpm exec tsx scripts/audit-feature-parity.ts — 23 flags, 0 drifts
  • Full affected surface (aiProviderService, AiProviderCard, featureFlagsSlice, featureCatalog, FeatureFlagsSection, useSettingsView) — 336+ tests green
  • CI — awaiting push

🤖 Generated with Claude Code

qnbs added 12 commits July 30, 2026 21:40
Four findings deferred from PR #297 to keep that PR's merge unblocked,
addressed here first per explicit instruction before starting the
Grok/Claude/Ollama plan execution:

1. GROK-PROVIDER-INTEGRATION-PLAN.md: the addendum was numbered "## 7"
   but its own subsections said "8.1"-"8.4", and a "§§1-7 above"
   self-reference included the addendum itself. Renumbered to 7.1-7.4,
   fixed both self-references, and fixed a second pre-existing
   ambiguous "§5" cross-reference (meant "item 5 within Phase 1's own
   list", not top-level section 5) while in the area.

2. tests/unit/listenerMiddleware.test.ts: added the required QNBS-v3
   comment next to the new featureFlagsActions import.

3. Added the required QNBS-v3 comment before the new "local-first
   shadow sync" describe block.

4. Rewrote the local-first sync test to assert the actual
   selector-to-binding boundary directly instead of inferring success
   from an absence of logger calls in an unmocked-dependency,
   environment-dependent setup. Added real mocks for
   services/localFirst/{projectDoc,docBinding,docPersistence} and
   services/storage/storageEncryptionService so the test can assert
   the exact object selectProjectData(state) returns is what reaches
   ProjectDocBinding's constructor and syncFromProject/verify.

   Hit two real bugs while building this: (a) an arrow-function mock
   implementation can never be used as a constructor -- switched to a
   real class, which Biome's useArrowFunction rule doesn't flag either
   (a function-expression fix would have been immediately reverted by
   the same linter that was satisfied by removing the arrow function
   in the first place); (b) vi.fn().mockImplementation() can't type a
   class constructor against its generic (...args) => any signature --
   mocked the class directly instead of wrapping it in vi.fn().
Re-checked the plan's own findings against current main before starting
implementation (Phase 0's explicit purpose), and found the original
draft's Claude analysis was incomplete in a way that changes the whole
approach:

- AiProviderCard.tsx's primary provider dropdown already has an
  'anthropic' entry with a dedicated warning block -- missed originally
  because the investigation searched for the literal string "claude",
  never "anthropic" (the actual identifier), when checking that file.
  Its existing i18n copy already half-promises desktop support
  ("...or use the Tauri desktop app for Anthropic calls").
- streamAnthropic() throws unconditionally on EVERY platform, including
  desktop -- but CORS is a browser-only restriction. It never even
  checks isTauriRuntime() before throwing. Tauri's native HTTP plugin
  (@tauri-apps/plugin-http, services/localServerHttp.ts) already solves
  exactly this class of problem for Ollama/LM Studio/vLLM (ADR-0012);
  the same escape hatch works for any HTTPS endpoint, including
  api.anthropic.com, since native networking isn't subject to browser
  CORS at all.

Restructured Phase 2 into two independent tracks: Track A (desktop) is
a narrow bug fix reusing ADR-0012's established pattern, no new
infrastructure, ships first. Track B (web/PWA) is the actual new
architecture -- the serverless proxy -- and is now correctly scoped to
only the three web deploy targets (desktop no longer needs it at all).
Updated the Executive Summary, both Definition of Done checklists, and
all internal cross-references accordingly.
Formalizes GROK-PROVIDER-INTEGRATION-PLAN.md's Phase 0 decision record:
Grok is a pure UI-wiring fix (backend already works); Claude splits
into Track A (desktop, native-HTTP via the ADR-0012 pattern, ships
first, no new infrastructure) and Track B (web/PWA, this app's first
serverless backend dependency, ships second). Also documents why the
Ollama-in-PWA follow-up (Issue #266) is a separate decision, not a
Track-B variant -- a hosted proxy can't reach a user's own localhost.
Grok (xAI, Cloud 4) had a real, working backend (aiProviderService.ts's
streamGrok(), key storage, a live /v1/models connection test) but was
never selectable as a primary provider -- reachable only as a hybrid-
fallback-chain option. This closes that UI/wiring gap; no new backend
work needed.

- AiProviderCard.tsx: added Grok to the primary provider dropdown with
  its own API-key input + model selector (grok-3 / grok-3-mini),
  reusing the existing storageService key-storage plumbing and the
  already-working testAIConnection() grok case for Test Connection.
  Also fixed the whole provider array's i18n while touching it --
  gemini/openai/ollama/anthropic labels were hardcoded literals too,
  not just Grok's gap.
- providerFactory.ts: providerToKind() gets a distinct 'grok' kind
  (not folded into 'openaiCompatible') -- Grok needs a fixed baseURL
  (https://api.x.ai/v1) and a real stored key, unlike the Ollama
  default that also maps to 'openaiCompatible'; folding it in would
  have silently sent Grok requests through Ollama's localhost default.
- worldScriptCompletionFetch.ts: resolveModelConfig() branches on the
  new 'grok' kind, bringing Grok into the newer Writer-streaming path
  (useWorldScriptAI), not just legacy thunks.
- i18n: added settings.ai.grokKey + settings.ai.provider.{gemini,
  openai,ollama,anthropic,grok} across all 19 locales -- hand-
  translated for the 5 production locales (de/en/es/fr/it), EN
  fallback seeded for the other 14 pending the established bulk-
  translate workflow. Bundles rebuilt; README's key-count badge/table
  updated 2849 -> 2855.
- Tests: providerFactory (grok maps to 'grok', not 'unsupported'),
  worldScriptCompletionFetch (grok success path + missing-key 401),
  AiProviderCard (renders key input + model selector, saves via
  storageService.saveApiKey('grok', ...)).

No CSP change needed: https://api.x.ai is already in
src-tauri/tauri.conf.json, and the web CSP's https: scheme-source
(ADR-0004) already covers it. No new feature flag -- confirmed via
`pnpm exec tsx scripts/audit-feature-parity.ts` (22 flags, 0 drifts).

The many locales/*/{characters,common,dashboard,desktop,export,
outline,worlds,writer}.json changes in this commit are incidental --
running the i18n tooling's --fix pass re-sorted keys in files it
touched along the way. No content was added, removed, or changed in
any of those files, only key order.
Claude/Anthropic's streamAnthropic() threw unconditionally on every
platform, including desktop -- but CORS is a browser-only restriction.
Tauri's native HTTP plugin (localServerFetch, ADR-0012) already exists
in this codebase to bypass exactly this class of problem for Ollama;
the same escape hatch works for any HTTPS endpoint, since native
networking isn't subject to browser CORS at all.

- aiProviderService.ts: streamAnthropic() branches on isTauriRuntime()
  before throwing -- desktop calls https://api.anthropic.com/v1/messages
  directly via localServerFetch (Messages API format: x-api-key +
  anthropic-version headers). generateTextSingleProvider()'s anthropic
  case now delegates to the fixed streamAnthropic instead of its own
  separate unconditional throw. testAIConnection()'s anthropic case
  gets the same branch, using a minimal (max_tokens: 1) real request as
  the connectivity check since Anthropic has no public /v1/models
  endpoint to probe. Image generation is deliberately left throwing --
  Anthropic's API doesn't offer that endpoint at all, so this isn't a
  CORS bug to fix.
- src-tauri/tauri.conf.json: added https://api.anthropic.com to the
  CSP connect-src (mirrors the existing Grok entry).
- AiProviderCard.tsx: the existing 'anthropic' warning-only block is
  now desktop-conditional -- desktop renders a real API-key input +
  model selector (Opus/Sonnet/Haiku 4.x) exactly like every other
  cloud provider; web/PWA keeps the warning, with copy updated to say
  desktop now genuinely works rather than "might" (Track B's proxy
  note stays "coming soon", since that part isn't built yet).
- i18n: added settings.ai.anthropicKey; revised anthropicCorsNote/
  anthropicHint wording across the 5 production locales to reflect
  desktop actually working now; EN fallback seeded for the other 14.
  2855 -> 2856 keys; README badge/table updated.
- Tests: aiProviderService (testAIConnection + streamText desktop
  success/failure/no-key paths, web-path unchanged), AiProviderCard
  (desktop shows key input, web shows warning, key save wired to
  storageService.saveApiKey('anthropic', ...)).

Track B (the web/PWA serverless proxy) is unaffected by this commit --
still not built, still the only path for browser-tab Claude.
Track A (previous commit) fixed Claude on desktop. This closes the
other half: browser tabs have no native-HTTP escape hatch from CORS,
so Anthropic requests from Vercel/Cloudflare Pages deployments now
relay through this app's own stateless serverless proxy -- its first
backend dependency ever (previously a purely static SPA + a desktop
bundle with no server of its own).

- api/_shared/claudeProxyCore.ts: platform-agnostic relay core (Web
  Request/Response only, no @vercel/node or @cloudflare/workers-types
  dependency). Forwards { apiKey, model, messages, maxTokens? } to
  Anthropic's Messages API and returns the response unmodified. Mandatory
  abuse controls per ADR-0016 (the endpoint is public and unauthenticated
  by construction -- CWE-400 surface): Zod schema validation, a 256 KiB
  body-size cap checked against both the Content-Length header and the
  actual body (defeats a spoofed header), a same-origin check (Origin
  must match the deployment's own host), a best-effort per-client-IP
  rate limit (20 req/60s, in-memory -- explicitly not distributed, see
  code comment), and a 20s outbound timeout to Anthropic. Never logs the
  key, prompt, or response on any path -- asserted directly in tests via
  console spies across every branch.
- api/claude-proxy.ts: Vercel Edge Function entry point (thin wrapper).
- functions/api/claude-proxy.ts: Cloudflare Pages Function equivalent,
  at the matching /api/claude-proxy route (Cloudflare has no automatic
  "/api" prefix the way some platforms do -- the path has to earn it).
- services/deployTarget.ts: isServerlessProxyCapable() -- reuses
  import.meta.env.BASE_URL (already this codebase's build-time
  GitHub-Pages-vs-edge marker, see config/resolveViteBase.ts) to detect
  whether the current web build can host the proxy at all. GitHub Pages
  is static-only and never can.
- services/aiProviderService.ts: streamAnthropic() now has three
  branches -- desktop (Track A, unchanged), proxy-capable web (fetches
  /api/claude-proxy), and GitHub Pages (throws immediately, before ever
  checking for a key, since no key would help). testAIConnection's
  anthropic case gets the same three-way split. Retired the
  'backendProxyRequired' TestConnectionErrorKind (nothing can produce it
  anymore) in favor of 'proxyUnavailableStaticHost'.
- AiProviderCard.tsx: extracted the whole anthropic UI block into
  components/settings/AnthropicProviderFields.tsx -- both to keep
  AiProviderCard under the Biome cognitive-complexity gate (52 > 50
  before the split) and under CLAUDE.md's 700-line file-size target.
  Desktop and proxy-capable web now render the same real key + model
  UI every other cloud provider gets; only GitHub Pages keeps the
  warning block, with copy rewritten from a generic CORS note to the
  actual "no proxy host" reason.
- i18n: settings.ai.anthropicProxyNote (new); anthropicCorsNote/
  anthropicHint/corsRestriction copy rewritten (desktop and Vercel/CF
  no longer say "coming soon" -- they work); testError.
  backendProxyRequired removed, testError.proxyUnavailableStaticHost
  added. Hand-translated for the 5 production locales; EN fallback
  seeded for the other 14. 2856 -> 2857 keys; README badge/table/count
  updated in all 4 places.
- docs/SECURITY-THREAT-MODEL.md: new "Claude serverless proxy
  trust-model change" section, an Information Disclosure row, a Denial
  of Service row (the abuse-control list), a Mitigation Mapping row,
  and a checklist item -- this is the first provider whose BYOK key
  transits infrastructure WorldScript runs, and that's stated plainly
  rather than folded into the general BYOK framing.
- README.md: privacy bullet and the encryption section both carry the
  same caveat; the Cloud 3 provider-stack row lists the actual model
  ids (Opus 4.7/Sonnet 4.6/Haiku 4.5, not the stale "Claude 3.5
  Sonnet") and where Claude does/doesn't work.
- docs/adr/0016: documents why providerFactory.ts's Vercel-AI-SDK layer
  still returns 'unsupported' for anthropic (would need the
  @ai-sdk/anthropic package -- Anthropic's Messages API isn't
  OpenAI-Chat-Completions-shaped like Grok/Ollama are, so that's a new
  runtime dependency out of scope here) and why no dedicated E2E spec
  was added (no other cloud provider -- including Grok -- has one in
  this repo; the RTL/unit level is where this class of Settings-form
  coverage already lives).

Tests: 14 new (claudeProxyCore: schema/size/origin/rate-limit/timeout/
relay-fidelity/no-logging), 3 new (Vercel + Cloudflare entry-point
delegation), 3 new (deployTarget branch coverage), aiProviderService's
Anthropic describe block rewritten for the three-way split,
AiProviderCard's anthropic describe block rewritten with a new
proxy-capable-web case. 126 tests green across the full Track B
surface; lint, typecheck, i18n:check, docs:check, and parity:check
(22 flags, 0 drifts -- no new flag needed) all clean.
…DR-0017, Issue #266)

Issue #266's own comment thread already worked out the correct answer:
CORS is the server's own configuration, not an immutable browser wall.
If a user starts their own Ollama server with OLLAMA_ORIGINS covering
the PWA's exact origin, a direct browser fetch to localhost succeeds --
real, standards-compliant CORS, the same non-magic model NovelCrafter's
own browser-Ollama support uses. This wires that up as an explicit,
default-off opt-in, without touching the "PWA stays desktop-only by
default" guarantee ADR-0012 established.

- features/featureFlags/featureFlagsSlice.ts: new enableBrowserOllama
  flag, default off (23rd flag, 7th user opt-in).
- features/featureCatalog.ts: catalog entry (tier: ai, risk: medium,
  matches enableVoiceSupport's classification for a similarly-scoped
  opt-in) with real gateLocations.
- hooks/useSettingsView.ts: dispatch case for the new flag (caught by
  scripts/audit-feature-parity.ts's "toggle fires, Redux doesn't
  update" check -- exactly the class of drift that gate exists for).
- services/aiProviderService.ts: testAIConnection's ollama case now
  accepts opts.browserOllamaEnabled instead of hard-requiring
  isTauriRuntime(); a generic 'unreachable' result remaps to a new
  'corsSuspected' kind when running the opt-in browser path -- CORS
  rejection and "server genuinely down" are identical TypeErrors at
  the JS level, so this is an honestly-hedged heuristic, not a
  diagnosis.
- services/localServerHttp.ts: NO functional change -- verified during
  implementation that resolveFetch() already returns globalThis.fetch
  unconditionally on the web; the "PWA never probes localhost" policy
  lived entirely in the UI/testAIConnection call sites, not the
  transport layer. Added a comment explaining why, so a future reader
  doesn't go looking for a change that was never needed here.
- components/settings/AiProviderCard.tsx (+ AiSections.tsx passing the
  flag down): canAttemptOllama = isDesktop || browserOllamaEnabled
  replaces every bare isDesktop check gating the ollama auto-probe
  effect, Load Models, and Test Connection. When on, an info block
  renders the exact `OLLAMA_ORIGINS=<origin> ollama serve` command for
  window.location.origin -- always correct for the current deployment,
  never a guessed/generic value, since WorldScript ships from multiple
  possible origins (unlike NovelCrafter's single fixed SaaS URL).
- docs/adr/0017-pwa-browser-ollama-opt-in.md: new ADR: why this differs
  from the Claude proxy pattern (a hosted function can reach the public
  internet, never a user's own localhost -- hard networking fact, not
  policy), why WorldScript never defaulted this on unlike NovelCrafter,
  explicit non-goals (no LAN-IP, no PNA, not the default). ADR-0012
  cross-referenced both directions.
- docs/FEATURE-PARITY.md, CLAUDE.md (x2), tests/CLAUDE.md, AGENTS.md
  (x2), .github/copilot-instructions.md: flag-count references updated
  22->23 total / 6->7 opt-in-off across every doc that enumerates them.
- i18n: settings.featureFlags.enableBrowserOllama, ai.ollamaBrowserOptInTitle/
  Body, ai.testError.corsSuspected -- hand-translated for the 5
  production locales, EN fallback seeded for the other 14. 2857 -> 2861
  keys; README updated in all 4 places.
- Help articles (help.aiStudio.providers.content, help.faq.api.content,
  5 production locales): fixed pre-existing stale content discovered
  while updating for this work -- wrong model names (Claude 3.5
  Sonnet/Grok-2, both outdated), a genuine CSP-vs-CORS factual error in
  the Ollama description (CORS blocks localhost, not CSP -- the exact
  misconception ADR-0012 already corrected elsewhere), and a missing
  OpenRouter entry (shipped as Cloud 5, never documented in either
  article). Not scope creep: same articles, same edit, left broken
  would misinform users reading about the very feature this PR ships.
- README.md: Ollama provider-stack row now documents both the desktop
  native path and the new opt-in browser path with the ADR-0017 link.

Tests: 5 new (testAIConnection's browserOllamaEnabled on/off,
corsSuspected remapping, non-remap of timeout/success), 5 new
(AiProviderCard's flag-off/on UI states, auto-probe, button enablement,
desktop-unaffected), 1 new (useSettingsView's dispatch case), plus the
parametrized featureFlagsSlice case and updated 21->22 toggle count in
FeatureFlagsSection. 336 tests green across the full affected surface;
lint, typecheck, i18n:check, docs:check, and parity:check (23 flags,
0 drifts) all clean.
audit-tokens.mjs's raw-hex rule (/#[0-9a-fA-F]{3,8}\b/) can't distinguish
a CSS color literal from a GitHub issue reference -- "#266" matches
just as well as "#f0f". The previous commit's two brand-new comments
referencing Issue #266 (an info-block comment in AiProviderCard.tsx, a
roadmapTarget string in featureCatalog.ts) pushed the count to 161
against a baseline of 160. Reworded both to drop the "#" immediately
before the digits rather than raising the baseline -- same rule this
repo already applies to biome-ignore suppressions.
Add missing single-line QNBS-v3 rationale comments (Grok key state,
key-persistence handler, the openaiCompatible-reuse decision in
worldScriptCompletionFetch.ts, two test fixtures/blocks) and collapse
four multi-line QNBS-v3 comments to the required single line.

Not addressed here (documented, not fixed): the ADR-0016 wording
describing Claude desktop as immediately usable is accurate once the
full stacked sequence merges (Track A is PR #300, already stacked next)
and will read correctly at that point without further edits; the
locale-translation findings for settings.ai.grokKey reflect this repo's
established i18n tiering (5 production locales get hand translations,
14 beta locales intentionally carry an EN fallback per CLAUDE.md's own
i18n section), not a defect; the vi.mock hoisting concern in
listenerMiddleware.test.ts is a false positive verified against the
actual passing suite -- ProjectDocBinding is consumed via a dynamic
await import() inside test bodies, not a static top-level import, so
by the time any mock factory runs the module has already evaluated
top-to-bottom once.
…-opt-in

# Conflicts:
#	tests/unit/settings/AiProviderCard.test.tsx
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qnbs added 3 commits July 30, 2026 23:39
…eb-proxy

# Conflicts:
#	README.md
#	components/settings/AiProviderCard.tsx
#	docs/adr/0016-native-grok-and-claude-providers.md
#	locales/ar/settings.json
#	locales/de/settings.json
#	locales/el/settings.json
#	locales/en/settings.json
#	locales/es/settings.json
#	locales/eu/settings.json
#	locales/fa/settings.json
#	locales/fi/settings.json
#	locales/fr/settings.json
#	locales/he/settings.json
#	locales/hu/settings.json
#	locales/is/settings.json
#	locales/it/settings.json
#	locales/ja/settings.json
#	locales/ko/settings.json
#	locales/pt/settings.json
#	locales/ru/settings.json
#	locales/sv/settings.json
#	locales/zh/settings.json
#	public/locales/ar/bundle.json
#	public/locales/de/bundle.json
#	public/locales/el/bundle.json
#	public/locales/en/bundle.json
#	public/locales/es/bundle.json
#	public/locales/eu/bundle.json
#	public/locales/fa/bundle.json
#	public/locales/fi/bundle.json
#	public/locales/fr/bundle.json
#	public/locales/he/bundle.json
#	public/locales/hu/bundle.json
#	public/locales/is/bundle.json
#	public/locales/it/bundle.json
#	public/locales/ja/bundle.json
#	public/locales/ko/bundle.json
#	public/locales/pt/bundle.json
#	public/locales/ru/bundle.json
#	public/locales/sv/bundle.json
#	public/locales/zh/bundle.json
#	services/aiProviderService.ts
#	tests/unit/aiProviderService.test.ts
#	tests/unit/settings/AiProviderCard.test.tsx
…ects

PR #301's Build, E2E Tests, and E2E Deep Coverage jobs all failed at the
same root cause: pnpm run build's predev/prebuild sync step invokes
sync-readme-metrics.mjs, which hard-fails via its own drift guard when a
metric occurrence in README.md doesn't match the real, computed value.

Four README occurrences read "6477 tests / 529 files" (no "+"), while
every regex the script uses -- both its targeted replacements and the
drift guard's generic check -- expects the "6477+ tests" convention the
rest of the file already follows. Because the file count only changed
NOW (529 -> 532, from adding claudeProxyCore.test.ts,
claudeProxyEntrypoints.test.ts, and deployTarget.test.ts across Track B
and the Ollama addendum), the guard fired for the first time -- the "+"-
less phrasing had been silently tolerated as long as the numeric value
happened to still match.

Restored the "+" suffix (this repo's actual, already-established
convention for a fast-changing count, not a new one) rather than adding
a parallel no-"+" regex path to the script -- the script's convention
was correct; my own earlier edit was the drift. Running the script now
auto-updates 529 -> 532 and is idempotent on a second run.
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qnbs and others added 2 commits July 31, 2026 00:36
…learing it (CWE-770)

A spoofed x-forwarded-for burst that pushed the tracked-client map over its
5000-entry cap triggered a wholesale rateLimitLog.clear(), resetting every
real client's rate-limit window — a DoS vector against the limiter itself.
Now evicts stale-window entries first, then oldest-by-insertion-order,
never the current caller's own entry. Also fixes two doc-drift nitpicks
CodeRabbit caught on the same PR: a stale functions/claude-proxy.ts path in
two header comments (actual path is functions/api/claude-proxy.ts), and a
multi-line JSDoc block in AnthropicProviderFields.tsx that should have been
the repo's single-line QNBS-v3 comment format.

Co-Authored-By: Claude Sonnet 5 <[email protected]>
Base automatically changed from feat/claude-track-b-web-proxy to main July 30, 2026 23:04
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