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Responses API to Chat Completions proxy for Codex-compatible model providers.

Project description

ds4codex

ds4codex lets Codex use DeepSeek models through a small local proxy.

Codex talks to custom providers with the Responses API shape. DeepSeek exposes a Chat Completions compatible API. ds4codex sits between them and translates requests, responses, streaming events, tool calls, and thinking-mode options.

The package keeps the user-facing setup intentionally small:

  • one human-edited config file: ~/.codex/config.toml
  • one generated model catalog for Codex /model: ~/.codex/ds4codex-model-catalog.json
  • two CLI commands: ds4codex init and ds4codex run

Install

Install from PyPI:

pip install ds4codex -i https://pypi.org/simple

For local development from this repository:

pip install -e .

Quick Start

Initialize Codex and write your DeepSeek API key into the managed provider block:

ds4codex init --apikey sk-your-deepseek-api-key

Start the local proxy:

ds4codex run

Keep ds4codex run running while using Codex. Codex will connect to http://127.0.0.1:8099/v1.

After initialization, start Codex and use /model to choose:

  • DeepSeek V4 Flash
  • DeepSeek V4 Pro

What init Does

ds4codex init writes managed blocks into ~/.codex/config.toml and generates the model catalog JSON used by Codex /model.

Generated file:

~/.codex/ds4codex-model-catalog.json

Codex config blocks:

# BEGIN DS4CODEX ROOT
model = "deepseek-v4-flash"
model_provider = "ds4codex"
model_context_window = 1048576
model_catalog_json = "/home/you/.codex/ds4codex-model-catalog.json"
# END DS4CODEX ROOT

# BEGIN DS4CODEX SETTINGS
[ds4codex]
port = 8099
target_url = "https://api.deepseek.com/v1/chat/completions"
thinking = "disabled"
# END DS4CODEX SETTINGS

# BEGIN DS4CODEX PROVIDER
[model_providers.ds4codex]
name = "DeepSeek via ds4codex"
base_url = "http://127.0.0.1:8099/v1"
wire_api = "responses"
experimental_bearer_token = "sk-your-deepseek-api-key"
# END DS4CODEX PROVIDER

If ~/.codex/config.toml already exists, init preserves existing user config and only adds or refreshes the managed ds4codex blocks.

Useful options:

ds4codex init --port 9123
ds4codex init --apikey sk-your-deepseek-api-key
ds4codex init --force
ds4codex init --config-path /path/to/config.toml
ds4codex init --model-catalog-path /path/to/ds4codex-model-catalog.json

Model Catalog

The model catalog is required for a good Codex /model experience. It is a JSON file, not a directory.

ds4codex init points Codex at the catalog through:

model_catalog_json = "/home/you/.codex/ds4codex-model-catalog.json"

The catalog makes Codex aware of the two DeepSeek entries:

  • deepseek-v4-flash
  • deepseek-v4-pro

It also advertises Codex reasoning choices:

  • low
  • medium
  • high
  • xhigh

ds4codex first tries to reuse Codex's bundled model schema when the local codex executable is available. If codex is missing, not executable, or fails, ds4codex uses its own built-in template. This means ds4codex init does not require a working local codex binary.

Runtime Settings

The proxy reads runtime settings from the [ds4codex] section inside ~/.codex/config.toml:

[ds4codex]
port = 8099
target_url = "https://api.deepseek.com/v1/chat/completions"
thinking = "disabled"

~/.config/ds4codex/config.toml is not used.

Runtime values can also be overridden from the CLI:

ds4codex run --port 8099
ds4codex run --target-url https://api.deepseek.com/v1/chat/completions
ds4codex run --thinking high

or with environment variables:

DS4CODEX_PORT=8099 ds4codex run
DS4CODEX_TARGET_URL=https://api.deepseek.com/v1/chat/completions ds4codex run
DS4CODEX_THINKING=high ds4codex run

API Key Handling

The recommended path is:

ds4codex init --apikey sk-your-deepseek-api-key

This writes the token into:

[model_providers.ds4codex]
experimental_bearer_token = "sk-your-deepseek-api-key"

Codex sends that token to the local proxy as the incoming bearer token, and the proxy forwards it to DeepSeek.

Alternative runtime sources are also supported:

DS4CODEX_API_KEY=sk-your-deepseek-api-key ds4codex run
DEEPSEEK_API_KEY=sk-your-deepseek-api-key ds4codex run
ds4codex run --api-key sk-your-deepseek-api-key

Thinking Mode

thinking in [ds4codex] is only the default used when Codex does not send an explicit reasoning level.

Accepted practical values:

  • disabled
  • enabled
  • high
  • max

Codex /model exposes these reasoning levels through the generated catalog:

  • low
  • medium
  • high
  • xhigh

DeepSeek currently documents high and max for reasoning effort, so ds4codex maps Codex-style values before forwarding upstream:

  • low, medium, minimal -> high
  • high -> high
  • xhigh -> max

What's New in 0.1.6 — Tool Call Fixes

v0.1.6 fixes several critical tool-call issues discovered by comparing ds4codex against the mature annodex translation layer. Without these fixes, multi-turn tool use (especially with streaming) would silently fail or produce incomplete results.

  • reasoning_content injection for DeepSeek tool calls — DeepSeek rejects assistant messages carrying tool_calls without reasoning_content. Every function_call and custom_tool_call now includes the required placeholder.
  • Streaming tool-call deltastranslate_stream now processes delta.tool_calls incrementally, emitting proper response.output_item.added / function_call_arguments.delta / .done events.
  • Inline <think> tag parsing — providers that embed reasoning inside <think>...</think> tags instead of using the reasoning_content delta field are now supported.
  • Namespace tool expansiontype: "namespace" tool definitions (used by MCP servers) are flattened into namespace__tool entries that Chat Completions APIs consume.
  • custom_tool_call / custom_tool_call_output support — previously dropped silently; now mapped to standard assistant/tool message format.

See CHANGELOG.md for full release history.

Why the Proxy Is Required

The proxy is still required even though configuration lives in ~/.codex/config.toml.

Codex custom providers use:

wire_api = "responses"

DeepSeek uses a Chat Completions compatible endpoint:

https://api.deepseek.com/v1/chat/completions

ds4codex translates between those two protocols.

Troubleshooting

Tool call errors

If tool calls fail silently or DeepSeek returns errors about missing fields when Codex attempts tool use, upgrade to ds4codex >= 0.1.6:

pip install --upgrade ds4codex -i https://pypi.org/simple

If streaming tool calls stop mid-way or produce incomplete results, make sure you are on 0.1.6 or later. The streaming translator in earlier versions only forwarded text deltas and could not relay tool calls in streaming mode.

If /model does not show DeepSeek models, rerun:

ds4codex init --force

If you need a different local port, rerun:

ds4codex init --port 9123

Then confirm ~/.codex/config.toml contains model_catalog_json pointing to an existing ds4codex-model-catalog.json file.

If ds4codex init previously failed with PermissionError: [Errno 13] Permission denied: 'codex', upgrade to ds4codex >= 0.1.2. Current versions fall back to the built-in model template when local codex cannot be executed.

If DeepSeek returns messages[0].role: unknown variant developer, upgrade to ds4codex >= 0.1.3. Current versions map Codex developer messages to DeepSeek-compatible system messages.

If DeepSeek returns tools[0]: missing field function, upgrade to ds4codex >= 0.1.4. Current versions map Codex Responses-style function tools to the nested Chat Completions function shape DeepSeek expects.

If requests fail with an API-key error, check that one of these is true:

  • experimental_bearer_token in ~/.codex/config.toml contains a real DeepSeek key
  • DS4CODEX_API_KEY is set when running ds4codex run
  • DEEPSEEK_API_KEY is set when running ds4codex run
  • ds4codex run --api-key ... was used

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