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Claude Code

opencodex serves POST /v1/messages (plus count_tokens) alongside /v1/responses, so Claude Code can use every routed provider — OAuth logins, account pools, key failover and sidecars included — with zero extra auth work.

You can log in multiple Claude accounts via the Providers dashboard (ocx login anthropic / add-account). By default every request uses the active account only.

An experimental, opt-in Claude account pool (anthropicAccountPool.enabled) adds sticky session affinity and usage-aware new-session selection across those OAuth accounts. It does not gate 429 failover: with two or more usable accounts stored, a rate-limited request moves to another account whether the pool is on or off, and that cannot be switched off. For new sessions, anthropicAccountPool.strategy selects among eligible accounts: quota (default) picks the lowest known usage in the window set by quotaWindow (five-hour by default, or weekly / max-utilization) when above autoSwitchThreshold; round-robin spreads evenly (stickyLimit, default 1); fill-first drains the active account until cooldown, reauthentication, or threshold, then advances. It is off by default, shows a GUI warning, and is not battle-tested — Anthropic may restrict accounts that look like automated rotation; rotation does not protect against provider enforcement.

Operational contract when enabled:

  • Upstream 429 cools that account, clears its affinities, and may rotate to another eligible account within the same request (bounded). The cooldown uses a usable Retry-After when present, otherwise the latest valid reset time among windows Anthropic marks rejected, including weekly windows. Valid upstream deadlines are not shortened to a fixed cooldown ceiling. A refusal with no usable deadline falls back to a 60-second default backoff.
  • Responses report the serving account’s 5-hour and weekly utilization, and whichever of those two the response carries is recorded for that account — each window independently, and a refusal counts as well as a success. Usage-aware selection works from ordinary traffic, without waiting for a dashboard poll. Headers preserve model-specific quota windows and do not postpone usage probes or clear a failed usage probe’s unavailable status. Measurements whose known reset time has passed are discarded as unknown, including retained model-specific windows. Values without a known reset are preserved; missing data is never reported as zero usage.
  • Affinity is process-local (lost on proxy restart).
  • 401/403 credential failures quarantine the account (needsReauth) so it is excluded from selection until re-authenticated.
  • If every eligible account is cooling, the proxy returns 429 (not 401) with Retry-After when known.
  • Recovery, including 429 failover, uses quotaWindow to rank eligible replacements without changing the existing cooldown or failover limits; round-robin ignores quotaWindow.
  • autoSwitchThreshold: 0 turns off proactive usage-based switching only. New-session selection and 429 recovery still consult quotaWindow, so the window is inert only under round-robin. fill-first evaluates its drain threshold in the selected window.

See Configuration.

Terminal window
ocx claude

ocx claude ensures the proxy is running, then launches Claude Code with the environment wired:

Variable Value
ANTHROPIC_BASE_URL http://127.0.0.1:<port>
ANTHROPIC_AUTH_TOKEN Only when the proxy requires an API key — otherwise it is NOT set, so your claude.ai login (subscription + connectors) stays active
CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY 1 (native /model picker discovery)
CLAUDE_CODE_AUTO_COMPACT_WINDOW Auto-context compaction threshold (default 829800); only injected when auto-context is enabled
ANTHROPIC_MODEL claudeCode.model (optional)
ANTHROPIC_DEFAULT_HAIKU_MODEL claudeCode.tierModels.haiku ?? claudeCode.smallFastModel (optional; legacy ANTHROPIC_SMALL_FAST_MODEL too)
ANTHROPIC_DEFAULT_{OPUS,SONNET,FABLE}_MODEL claudeCode.tierModels.* (optional)
CLAUDE_CODE_ALWAYS_ENABLE_EFFORT 1 when alwaysEnableEffort is on (conditional)
CLAUDE_CODE_MAX_CONTEXT_TOKENS / DISABLE_COMPACT Legacy context override when maxContextTokens is set (conditional)
Variables you export yourself always win. Extra arguments pass through: ocx claude -p "hello".

One exception is about where a variable comes from, not about precedence. The bundled Bun runtime auto-loads a project .env / .env.local, so a stray ANTHROPIC_API_KEY in the directory you happen to launch from used to look identical to a deliberate export — and it silently disabled a healthy claude.ai subscription in favour of API billing. ocx claude now ignores Anthropic credentials that only a project dotenv introduced. A value you exported in your shell still wins, in every auth mode. To use an API key deliberately, export it (export ANTHROPIC_API_KEY=...) rather than leaving it in a project file.

Native fallback when Claude routing is off

Section titled “Native fallback when Claude routing is off”

ocx claude used to exit with an error when Claude routing was disabled. It now launches the native claude binary instead, so the command stays useful with routing off:

Where routing is off What happens
claudeCode.enabled: false in config Native launch, with a notice that routing is disabled
The running proxy reports enabled: false from GET /api/claude-code Native launch, with a notice to restart the service after re-enabling
claudeCode.enabled absent or true Routed through the proxy, unchanged

Only an explicit false triggers the fallback, so a proxy predating the field stays routed. A missing proxy is not a trigger either — with routing on, ocx claude still starts the proxy.

A native session must not inherit proxy state, so the fallback removes values it can prove OpenCodex owns: ANTHROPIC_BASE_URL only when it points at this proxy’s own loopback address and configured port and the paired admission token is one the proxy issued; the CLAUDE_CODE_* discovery and auto-context levers; and model slots that only resolve through the proxy (routed aliases and provider/model ids). Anything else is yours and is preserved — an unrelated http://localhost:8080 gateway and your own sk-ant- credential both survive.

If your saved /model picker default is a proxy-only model, the native session falls back to claudeCode.model when that is natively usable, and otherwise warns you to pass --model <Anthropic model>. An explicit --model argument always wins.

Claude Code needs a token in ANTHROPIC_AUTH_TOKEN to talk to a gateway, but setting that variable also disables your claude.ai login and its connectors. Which of the two you want depends on something opencodex can look up, so by default it does.

Leave Auth mode on Auto (the default) in Claude → Claude Code and opencodex decides at each launch:

What it finds What it does
A Claude login (~/.claude.json OAuth account, .credentials.json, the macOS keychain, or an exported ANTHROPIC_API_KEY) Leaves the token unset, so your subscription and connectors keep working
No Claude auth at all Injects a placeholder token, so Claude Code stops asking you to log in and routes through the proxy
It cannot tell (unreadable keychain, corrupt file) Assumes subscription and prints a warning — it never moves a paying subscriber onto the proxy on a failed read

This is recomputed every launch, not remembered, so logging in or out is picked up on the next ocx claude with nothing to reconfigure.

Pick Subscription or Proxy explicitly when you want it fixed. An explicit choice is stored in claudeCode.authMode and detection never overrides it — including after you log in or out later. Switch back to Auto to hand the decision back.

On macOS, auto-connect (claudeCode.systemEnv) follows the same resolution, so a plain claude launched outside ocx behaves the same way. That file is a snapshot refreshed when the proxy starts or you save settings, while ocx claude always resolves live.

Claude Desktop uses a separate profile from Claude Code. Open Claude → Desktop in the dashboard to place each available route in one of four families: Opus, Fable, Sonnet, or Haiku. All routes start in Opus on a new profile. The first Opus route becomes the initial overall default, and every non-empty family always has one family default.

Drag a row to another family if you like. Dragging is optional: every row also has a visible move control that works with a mouse, touch, or keyboard. Use Make default to choose a family’s default, then select Save and apply to Desktop. Empty families are allowed. If a saved default is temporarily unavailable, the first available route in that family is used until it returns.

You can also manage the same profile from the command line:

The profile-editing instructions below describe the local profile. Connected remote apply is described separately below.

Terminal window
ocx claude desktop [apply]
ocx claude desktop show [--json]
ocx claude desktop status [--json]
ocx claude desktop move <route> <opus|fable|sonnet|haiku> [--default]
ocx claude desktop default <opus|fable|sonnet|haiku> <route|none>
ocx claude desktop export <path|->
ocx claude desktop import <path> [--apply]

ocx claude desktop and apply both write the current profile to Claude Desktop. show gives a readable summary; status reports the applied profile, drift, request activity, and Windows managed-policy health. Add --json for scripts. export - writes versioned JSON to standard output. Import validates the complete file before saving, so an invalid file leaves the current profile unchanged. Add --apply to write a valid imported profile to Desktop immediately. Use none only for an empty family; every non-empty family must keep one default.

On Windows, a machine-managed Claude policy can make Desktop ignore the local third-party profile. OpenCodex reports this as present; a policy it cannot read is unknown, which is also a warning rather than a clean result. The diagnostic reports only that state—it does not expose policy value names or data, and it never removes or bypasses policy. Resolve the policy with your administrator, then fully quit and reopen Claude Desktop. Applying again also preserves profile keys that OpenCodex does not own while refreshing its gateway and model fields.

Apply writes to Claude Desktop’s real Electron user-data configLibrary: ~/Library/Application Support/Claude/configLibrary on macOS, %APPDATA%\Claude\configLibrary on Windows, and ${XDG_CONFIG_HOME:-~/.config}/Claude/configLibrary on Linux. Set OPENCODEX_CLAUDE_DESKTOP_CONFIG_DIR for an explicit library override or CLAUDE_USER_DATA_DIR for an alternate Desktop user-data root. The legacy Claude-3p directory is not read or deleted automatically.

Non-Anthropic routes receive stable aliases such as claude-opus-4-8-2026MMDD. The date-looking part is a synthetic route slot, not the model’s release date. Real Anthropic Claude routes keep their real ids. New routes default to the Opus family, but moving a route does not change the provider or model it calls. The legacy apply flags --static, --hybrid, and --discovery-only remain available for existing scripts.

When claudeCode.systemEnv is set to true (default: off), ocx start uses launchctl setenv to inject ANTHROPIC_BASE_URL and the related Claude Code environment variables system-wide. New terminal windows and tabs therefore route plain claude commands through the proxy without requiring the ocx claude wrapper. Already-open shells are unaffected and must be reopened.

ocx stop and proxy shutdown unset the injected keys (it does not restore previous values — only the keys opencodex injected are removed). The proxy also writes ~/.opencodex/claude-env.sh; ocx start installs a .zshrc source hook that loads it automatically only when an executable Claude Code CLI is present on PATH. Startup and ocx ensure remove the OpenCodex-owned hook when Claude Code is absent or system environment integration is inactive. Claude Desktop uses its separate profile and does not cause shell-hook installation.

Disable with claudeCode.systemEnv: false in the configuration or with the GUI toggle. This feature is macOS-only; on other platforms, use ocx claude.

Native Claude passthrough (subscription pierce)

Section titled “Native Claude passthrough (subscription pierce)”

With no auth override set, Claude Code keeps its claude.ai OAuth login and sends it to the proxy. Requests for genuine claude*/anthropic* models that no alias or model map claims are forwarded verbatim to api.anthropic.com with your credential — betas, thinking signatures, prompt caching and billing identity stay fully native, and routed models keep working in the same session via the picker aliases.

Header handling: hop-by-hop headers plus host, content-length, accept-encoding, x-opencodex-api-key, and origin are always stripped before forwarding. On a non-loopback bind, native passthrough also requires a valid proxy credential in x-opencodex-api-key; Authorization and x-api-key then belong only to Anthropic. A proxy admission secret found in either provider header is removed, while a genuine provider credential in the other header is preserved. Ambiguous comma-joined credential headers are not forwarded.

The passthrough fires when all of these conditions are met: nativePassthrough is not false; the model begins with claude or anthropic; the bearer token or x-api-key starts with sk-ant-; alias/model-map resolution returns the same model unchanged; and, on a non-loopback bind, the dedicated proxy admission header is valid. This also means the “claude.ai connectors are disabled” warning no longer appears with ocx claude.

Disable with claudeCode.nativePassthrough: false; point elsewhere with claudeCode.anthropicBaseUrl.

When this machine is connected to a hub, ocx claude desktop apply (or ocx claude desktop) uses the hub’s Desktop model snapshot. It writes the connected hub origin and the hub-issued model IDs into the local Desktop configuration without generating replacement aliases locally. Static and hybrid modes copy the snapshot entries; discovery-only mode uses the hub origin without embedding the model list.

The hub owns the Desktop profile, family assignments and defaults. Change those on the hub, then apply again on the connected client and reselect the model in Desktop. Old aliases created only on the client require reapply/reselection; they are not automatically migrated. Local show, profile edits, and import/export remain local views and operations, not hub-profile management. While connected, ocx claude desktop import <path> --apply is unsupported and refuses the import before saving. Import without --apply remains local.

Apply reads the snapshot using the existing connection’s data credential. It needs no admin token and uploads no profile. If the hub is too old to support the snapshot, the response is invalid, or no Desktop models are available, apply fails without substituting a local catalog or loopback origin. Upgrade/configure the hub and apply again.

This alias change does not fix the separate thinking / redacted_thinking replay and prompt-cache request in #3719. Proxy admission alone does not enable native Anthropic passthrough; translated Anthropic routes can still use prompt caching. Replay fidelity and cache-hit comparisons remain separate work.

Key rotation and recovery update the credential stored in the connection-owned Desktop profile alongside the local connection credential. No manual Desktop reapply is required just to migrate the key. Existing model IDs, family/default choices and the user’s current profile selection are preserved; rotation does not select the managed profile again or re-enable a disabled integration. CLI JSON rotation: "committed" means the new key is active. rotation: "rolled_back" means the previous key was retained or restored, not that a new key was committed or the previous key revoked. Uncertain or incomplete recovery is reported as such, rather than as successful rotation.

The first connected apply records the prior managed settings and selection for restoration. Repeated apply and key rotation retain that original baseline. ocx disconnect restores the connection-owned settings while preserving current user-added fields and unrelated profiles. The previous selection is restored only if the managed profile is still selected; a later valid user selection stays selected. A newly created profile with user additions is retained in readable standard mode instead of deleting those additions. --keep-catalog keeps the catalog, not the Desktop connection credential.

For an older managed profile without an original record, OpenCodex can migrate it when it unambiguously belongs to the current hub and a recognized connection key. Apply, rotation/recovery or direct disconnect can handle this case without a new flag or prerequisite reapply. A warning explains that disconnect will use standard mode because the previous settings were not recorded. That fallback removes only the connection-owned gateway settings, preserves user fields and a separate valid selection, and is reported as standard fallback, not original restoration.

Conflicting managed fields, unrecognized credentials or damaged restoration records are preserved and reported for resolution. Interrupted cleanup can resume for the same connection; it does not clear a newer connection or claim completion while restoration remains incomplete. Finish pending rotation recovery before starting disconnect, and retain the same catalog choice when retrying it.

Fully quit and reopen Claude Desktop after apply, rotation/recovery or restoration: changing files does not replace a credential already held by the running app. OpenCodex does not kill/restart the app automatically. Disconnect works locally without automatically revoking the hub key or erasing arbitrary external copies; revoke separately on the hub if desired.

Claude Code 2.1.129+ discovers gateway models via GET /v1/models?limit=1000 and lists them in the native /model picker labeled “From gateway”. Because the picker only accepts ids beginning with claude or anthropic, opencodex exposes routed models as stable, reversible aliases:

Surface Format Example
Claude Code CLI claude-ocx-<provider>--<model> (plain) or claude-ocx2-… (escaped) claude-ocx-native--gpt-5.6-sol
Claude Desktop 3P claude-opus-4-8-<code> (3-char base36 hash) claude-opus-4-8-ncb

The proxy picks the family per request: ?ids=cli or ?ids=desktop wins; otherwise the claude-code/* user-agent gets the readable CLI form and other clients get the Desktop hash. Both families decode forever — a model saved in settings.json under either form keeps working. Each entry carries an honest display name such as gemini-3-pro (gemini), plus full model capabilities (reasoning-effort ladder, thinking types) in the official ModelInfo shape so Claude Desktop’s third-party gateway mode can offer its effort selector. Real Anthropic models keep their canonical ids. The synthetic 2026 date is an internal slot, not a release date. Legacy hash aliases and claude-ocx-<provider>--<model> ids from older configs still resolve.

If Claude Desktop’s footer picker does not change the model for an already-running 3P conversation, you can try /model <id>, but this workaround may also fail on affected Desktop builds. Issue #3782 reports that on Windows with Claude Desktop 1.46388.4, the conversation continues using its initial model after both footer-picker and /model changes. The report does not establish which client or routing component causes the behavior.

You can also try selecting the intended default model in the OpenCodex Claude Desktop profile, reapplying the profile, and starting a new conversation. This is a troubleshooting step, not a guaranteed fix. OpenCodex cannot observe picker state; it routes the model id carried by each request. Confirm what the client sends under Logs → requestedModel.

Models with an authoritative 1M context window get an extra …[1m] picker row: selecting it makes Claude Code account a full 1M context for that model (auto-compaction stays on) — the proxy strips the marker before routing. Selecting one persists it to Claude Code’s settings.json model field; inbound requests resolve the alias back to the routed model. On older Claude Code versions the picker stays native — set slots via ANTHROPIC_MODEL or type any routed id with /model (Claude Code passes strings through).

Alias grammar rules: provider must not contain / or -- or equal native. Plain model ids (no / or ~) keep the v1 prefix claude-ocx-…. Model ids that contain / or ~ mint the v2 prefix claude-ocx2-… with escapes (/~s, ~~t), e.g. openrouter/anthropic/claude-opus-4-8claude-ocx2-openrouter--anthropic~sclaude-opus-4-8. v1 aliases decode literally (so a historical model id that contained the two-char sequences ~s / ~t is preserved); v2 aliases expand the escapes. Routes that the readable form cannot express fall back to the hashed alias. Model ids MAY contain -- (resolution splits on the first -- only); native slugs containing -- fall back to the hashed form.

Model resolution order: [1m] marker stripped → readable alias decoded → Desktop hashed alias decoded → modelMap exact match → date-stripped match (-20250514 removed) → passthrough.

An unresolved date-shaped Desktop ID can also be a genuine native model missing from discovery. Messages and count-tokens return HTTP 503 with the fixed desktop_model_mapping_unavailable error when the available evidence cannot resolve that ID; this does not establish that the model is invalid. Unknown legacy hash aliases still return HTTP 400. Neither case strips the date or falls back to another route. Known IDs, registered mappings and exact modelMap matches keep their existing behavior, including recognized real native IDs. Refresh model discovery or reapply the connected hub profile before trying again; retrying alone does not guarantee resolution.

Each entry carries a display name like gemini-3-pro (gemini), plus full model capabilities (reasoning-effort ladder, thinking types) in the official ModelInfo shape. Real Anthropic models keep their canonical ids on both surfaces.

Models with an authoritative context window of 1M (or, under auto-context, above 200k and at least the compaction threshold) get an extra …[1m] picker row. Selecting it makes Claude Code account a full 1M context. The proxy strips the case-insensitive [1m] suffix before alias resolution and routing.

Auto context (big-context models without the 200k ceiling)

Section titled “Auto context (big-context models without the 200k ceiling)”

Claude Code accounts 200k tokens for any model it does not recognize. Auto context (on by default) fixes that:

  1. Models whose real window is above 200k and at least the auto-compact threshold get the [1m] marker on their picker rows and env slots.
  2. CLAUDE_CODE_AUTO_COMPACT_WINDOW (default 829800, range 1000001000000) is injected so the conversation auto-summarizes at that point.

Three config states:

  • absent / true: enabled (default)
  • false: disabled — no markers, no compaction window injection
  • legacy maxContextTokens set: auto-context is implicitly disabled

The compaction value is adjustable on the Claude page. Warning: raising it past a model’s real window breaks that model — the chat errors out before the summary can fire.

Sub-1M native Anthropic models are never auto-marked. Values you export yourself always win (the proxy uses YOUR value to decide which models are safe to mark). Invalid hand-edited config values fall back to 829,800.

effectiveModelEnv computes six slots injected by ocx claude / system env / shell file: ANTHROPIC_MODEL, four ANTHROPIC_DEFAULT_{OPUS,SONNET,HAIKU,FABLE}_MODEL, and legacy ANTHROPIC_SMALL_FAST_MODEL. The effective Haiku is tierModels.haiku ?? smallFastModel, fed to both Haiku variables.

When both tierModels.haiku and smallFastModel are absent, OpenCodex leaves both helper variables unset; Claude Code then chooses its native helper model (currently Sonnet), which may incur native-provider charges.

Proxy startup/ensure, ocx claude, and relevant dashboard saves sync your featured subagent roster (Subagents tab, up to 5 models) plus ocx-self into ~/.claude/agents/ocx-*.md.

  • ocx-self pins your /model picker default (falling back to claudeCode.model); omitted when neither exists. It does NOT use model inheritance.
  • Each agent body contains an <!-- ocx-route: <model> --> directive — the proxy uses this to pin the real route. The Agent tool’s model argument is therefore inert; pass "haiku" as a placeholder.
  • Frontmatter carries the alias; routing is directive-driven.
  • Only marker-verified ocx-*.md files containing generated-by: opencodex are ever overwritten or pruned; your own agents are never touched.
  • Files are atomically synced per file (write + rename).
  • enabled: false or injectAgents: false prunes all verified-owned definitions.
  • GUI PUT and roster changes resync immediately; every foreground or background proxy start/ensure reconciles the owned files before a later Claude Code launch reads them.

Dispatch: subagent_type: "ocx-gpt-5-6-sol". 1M-capable targets carry [1m] automatically.

Claude Code’s bundled claude-api skill injects ~840KB (~136k tokens) of Anthropic documentation that auto-triggers on Claude model mentions. Routed models are not trained on that bundle, so by default opencodex replaces the skill’s content with a short stub on routed requests. Native Anthropic passthrough is untouched.

Two carriers are handled:

  1. Tool-result carrier: assistant Skill(...) calls — the paired tool_result body is replaced by a stub when the lowercased JSON input contains a blocked name.
  2. Text-block carrier: a user text block ≥10,000 characters starting with Base directory for this skill: — matched when the directory basename equals a blocked name (case-insensitive).

Configure with claudeCode.blockedSkills (default ["claude-api"]; [] disables elision entirely). The stub keeps tool call/result pairing intact.

claudeCode.modelMap rewrites inbound Anthropic model ids before routing:

{
"claudeCode": {
"modelMap": {
"claude-sonnet-4-5": "gemini/gemini-3-pro",
"claude-haiku-4-5": "gemini/gemini-3-flash"
}
}
}

Lookup order: discovery alias → exact id → id with date suffix stripped (-20250514) → passthrough.

See Desktop alias resolution for the rejection policy.

Sidecar matrix: web search and image understanding

Section titled “Sidecar matrix: web search and image understanding”

Routed models do not all have the same hosted tools or image support. opencodex fills those gaps before the main model answers:

  • The web-search sidecar runs the real hosted search, then gives the routed model the answer and sources as a tool result.
  • The vision sidecar describes an attached image before calling a model listed in noVisionModels, then replaces the image with that description.

Both sidecars can use either backend:

Backend How it runs What it requires
openai A small GPT model through the ChatGPT forward provider A ChatGPT login and an enabled authMode: "forward" provider
anthropic Claude through stored Anthropic OAuth; web search uses web_search_20250305 and vision sends the image to Claude for description An enabled adapter: "anthropic", authMode: "oauth" provider whose active stored account is not marked needsReauth

An explicit backend always wins. When it is omitted, the web-search sidecar always selects openai (anthropic runs only when explicitly configured), while the vision sidecar selects anthropic if a usable stored Anthropic OAuth account exists, otherwise openai. Explicitly selecting anthropic without a usable credential fails closed: opencodex does not silently borrow ChatGPT credentials or switch backends. The OpenAI backend likewise stays off without both login auth and a forward provider.

Claude-inbound routed replays attach the main ChatGPT login to the internal request, so OpenAI sidecars remain reachable even though Claude Code’s inbound bearer is only the proxy credential. That bearer is never forwarded to the routed main provider.

{
"webSearchSidecar": {
"backend": "anthropic",
"model": "claude-sonnet-5",
"maxSearchesPerTurn": 3
},
"visionSidecar": {
"backend": "anthropic",
"model": "claude-sonnet-5",
"maxDescriptionsPerTurn": 8
}
}

maxDescriptionsPerTurn limits new image descriptions in one main-model turn. Cache hits and duplicate in-flight descriptions do not consume the cap. Successful descriptions for data: images are cached by backend, model, detail, image bytes, and request context, so the same image-and-context pair is not described again on every replay. Remote https: images are never cached because their contents can change.

See the configuration reference for every key. Anthropic-OAuth web search and image description reuse the repository’s existing Claude Code OAuth fingerprint precedent, but should still be soak-tested with your account and workload before you depend on them for long unattended runs.

Claude Code’s /effort setting is preserved across the adapter:

Wire format Mapping
thinking.type: "adaptive" + output_config.effort Effort passed directly (minimal|low|medium|high|xhigh|max|ultra)
thinking.type: "enabled" + budget_tokens ≤4096→low, ≤16384→medium, above→high
thinking.type: "disabled" reasoning: { effort: "none" }; summary omitted

The resolved value appears in the request log’s Reasoning effort column.

Inbound translation (Messages → Responses)

Section titled “Inbound translation (Messages → Responses)”

The proxy translates every Anthropic Messages API request into the Codex Responses API format:

Messages input Responses output
Top-level system instructions (text blocks joined with \n\n)
messages[].role: "system" Also folded into instructions
User text / image input_text / input_image (base64 → data URL)
Assistant text output_text
Assistant tool_use function_call (input → JSON-stringified arguments)
User tool_result function_call_output (is_error[tool error] prefix)
thinking / redacted_thinking replay reasoning items with bounded ocxr1 envelopes for signatures and redacted payloads
Function tools {type: "function"} (web_search*{type: "web_search"})
tool_choice autoauto, nonenone, anyrequired, named function→{type:"function",name}, hosted WebSearch/web_search→{type:"web_search"}
max_tokens max_output_tokens
stop_sequences stop

Replay preserves non-hidden signed blocks (including empty thinking) and opaque redacted blocks on the intended Anthropic adapter. hideThinkingSummary remains unchanged: locally hidden signed text is not exposed to Claude clients, and lossless replay through that hidden Claude boundary is not established. Older combined reasoning envelopes cannot recover original block order once streaming text has been emitted. claudeCode.compatibility: "enforce" still rejects thinking replay. This does not establish live Anthropic acceptance or cache-hit improvements; #3719 remains open.

Error cases (400): malformed JSON; missing/empty model; missing/empty messages; unsupported role; tool_result without tool_use_id; tool_use without id/name; named tool_choice without name.

Outbound translation (Responses → Messages SSE)

Section titled “Outbound translation (Responses → Messages SSE)”
Responses event Messages SSE
response.created message_start + ping
Heartbeat ping
Text deltas content_block_startcontent_block_delta (text) → content_block_stop
Reasoning summary/text thinking block with the replayed signature, or a bounded ocxr1 fallback envelope
Redacted reasoning redacted_thinking blocks replayed from the reasoning envelope
Function-call frames tool_use block with input_json_delta
Terminal event message_deltamessage_stop
EOF before terminal 502-style api_error

Stop reason mapping: completedtool_use (if any tool call) or end_turn; incomplete/max_output_tokensmax_tokens; incomplete/content_filterrefusal.

Error taxonomy: 400 invalid_request_error, 401 authentication_error, 402 billing_error, 403 permission_error, 404 not_found_error, 409 conflict_error, 413 request_too_large, 429 rate_limit_error, 504 timeout_error, 529 overloaded_error, other 5xx api_error. Retry-After is preserved.

Anthropic-routed requests: the adapter manages cache breakpoints for tools, system content, and the penultimate user message, plus top-level automatic cache_control. Stable turns normally produce about a 99.9% cache hit rate.

Native OpenAI/ChatGPT routing: derives a session-scoped prompt_cache_key (from metadata.user_id when present, falling back to a system-content hash) and session_id header for cache affinity. The cache key includes model and full tool schemas.

Token math: Anthropic output subtracts cached_tokens and cache_write_tokens from input_tokens, exposing them as cache_read_input_tokens and cache_creation_input_tokens. Request logs map those back to inclusive inputTokens, with reads in both cachedInputTokens and cacheReadInputTokens, writes in cacheCreationInputTokens. The Usage page reports cache hits and cache creation separately.

count_tokens: routed models use an approximation (serialized system + messages + tools). Native Anthropic models with an sk-ant- credential pass the request through to the real Anthropic /v1/messages/count_tokens endpoint.

ocx debug claude on|off|status|reset, OCX_CLAUDE_DEBUG=1, or PUT /api/debug {"claude": true} controls inbound capture. GET /api/claude/inbound-debug returns {enabled, entries} (newest first, ring of 20).

Each entry records: at, endpoint, model, resolvedModel, stream, maxTokens, thinkingType, thinkingBudgetTokens, outputConfigEffort, metadataKeys, hasMetadataUserId, hasSystem, raw anthropicBeta, and eight-character HMAC equality tags for user id / system. No prompt text, raw object, or stable cross-run hash is stored. Disabling Claude debug immediately clears the ring.

The dashboard sidebar has a dedicated Claude page (below API) and a Claude ON toggle (label intentionally identical in every language). The page shows:

  • Inbound kill switch (enabled toggle)
  • Quickstart (ocx claude) and manual env block
  • Fast Mode selector (Auto / ON / OFF)
  • Auto-context toggle and compaction threshold dropdown
  • Subagent auto-registration toggle
  • Model interception (modelMap) editor
  • Live preview of picker aliases

GET /api/claude-code returns effective defaults, config, context-window registry, effective env, available route ids, aliases, and port. PUT /api/claude-code is partial and preserves omitted fields; null resets context/blocklist/compact-window values.

Claude Code says “Did 0 searches” — Current builds translate completed Responses web_search_call items into paired Anthropic server_tool_use and web_search_tool_result blocks, including usage.server_tool_use.web_search_requests. Update opencodex if an older build completed the search but Claude Code still counted zero.

A sidecar does not activate — For backend: "openai", confirm you are logged into ChatGPT and have an enabled authMode: "forward" provider. For backend: "anthropic", confirm the active stored Anthropic OAuth account is not marked needsReauth. An explicit Anthropic selection without that credential intentionally fails closed.

“claude.ai connectors are disabled” — An ANTHROPIC_API_KEY or ANTHROPIC_AUTH_TOKEN is set in your shell. ocx claude deliberately does NOT set ANTHROPIC_API_KEY; if you have it exported, unset it. ocx claude injects ANTHROPIC_BASE_URL, discovery, auto-context, and configured model slots — but never ANTHROPIC_API_KEY.

Models not showing in /model picker — Verify CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY=1 is set (automatic with ocx claude). Run ocx claude to refresh the gateway model cache at ~/.claude/cache/gateway-models.json. Check claudeCode.enabled is not false.

Stale environment after port change — If the proxy port changed, old shells may have a stale ANTHROPIC_BASE_URL. Open a new terminal, or re-run ocx claude.

200k context ceiling despite big model — Select the [1m] variant in the picker, or enable auto-context (on by default). If the picker shows no [1m] row, the model’s authoritative context window may be below the auto-compact threshold.

High token count from skill loads — The bundled claude-api skill (~136k tokens) auto-loads on Claude model mentions. This is normal for native passthrough; on routed models, opencodex stubs it by default (blockedSkills: ["claude-api"]).

Subagent dispatches to wrong model — Roster agents (ocx-*) use <!-- ocx-route: ... --> directives, not the Agent tool’s model argument. Make sure the directive matches the intended route. Pass "haiku" as the model placeholder.