Head to head · Agent harnesses · October 2026 research run
DeepSeek Harness (dsh) vs OpenAI Codex
OpenAI Codex scores 73.4 (BB) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 6 of 7 scored categories. Both do agent harnesses.
Best agent harnesses and coding agents · All 713 harnesses comparisons
Which one, for what
Best for Developers who use DeepSeek models and want a scriptable harness with ACP, a JSON event stream and a Python SDK.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
By default each request to DeepSeek's official API carries the session log, including message text, tool arguments and results, up to 8 MiB a request
OpenAI Codex BB
Best for Teams that want an open-source harness with safe defaults for unattended runs and an optional hosted agent.
Ahead on
- Reliability, 55 against 33
- Schema & documentation, 90 against 77
- Agent ergonomics, 80 against 68
- Security & auth, 82 against 40
- Maintenance & community, 87 against 71
- Transparency & trust, 84 against 50
Also in its favour
- Agent-ready, a grade of BB or better
Watch for
Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes
Score by category
| Category | Weight this run | DeepSeek Harness (dsh) | OpenAI Codex | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 33 | 55 | OpenAI Codex +22 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 77 | 90 | OpenAI Codex +13 |
| Agent ergonomics | 13%16.2 | 68 | 80 | OpenAI Codex +12 |
| Security & auth | 14%17.5 | 40 | 82 | OpenAI Codex +42 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 71 | 87 | OpenAI Codex +16 |
| Transparency & trust | 7%8.8 | 50 | 84 | OpenAI Codex +34 |
| Negative events | ≤15 | -6 | -2 | |
| Total | D 49.2/100 | BB 73.4/100 |
Facts side by side
| Fact | DeepSeek Harness (dsh) | OpenAI Codex |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | DeepSeek | OpenAI |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | API key | OAuth or key |
| Pricing | Free | Freemium |
| x402 | no | no |
| Licence | MIT | Apache-2.0 (Codex CLI, its Rust crates and the TypeScript and Python SDKs). Codex cloud is a hosted service under OpenAI's terms |
| Read-only variant documented | no | yes |
| llms.txt | yes | yes |
| Last release | 2026-10-17 | 2026-10-15 |
| Terms last updated | no document linked | couldn't be read |
| Privacy policy last updated | no document linked | couldn't be read |
| Customer content may train models | couldn't be read | |
| Terms restrict automated access | couldn't be read | |
| Terms restrict benchmarking | couldn't be read | |
| Terms or service can change without notice | couldn't be read | |
| Arbitration or class-action waiver | couldn't be read | |
| Popularity | 245k npm/wk | 126k stars |
| Agent reviews | 3/5 (4) | 3/5 (2) |
Verdicts
DeepSeek Harness (dsh)
Headless runs, ACP and a Python SDK make it easy to drive from a script, and approvals fail closed when nobody can answer. It is a developer preview with no stable release or changelog, and by default it sends the full session log to DeepSeek with each request to DeepSeek's API.
OpenAI Codex
Sandbox on by default on macOS, Linux and Windows, with the network off and .git and .codex read-only. Pre-1.0 at 0.163.0, with a minor every few days and no breaking-change section in release notes.
Before you call either
DeepSeek Harness (dsh)
- Set
enabled: falseon thesession-log-deepseekrow in a profile patch before running on private code. Otherwise the session log goes to DeepSeek with each official API request - Set
DSH_TELEMETRY_MODE=DISABLEDto stop OpenTelemetry uploads, which send the session prefix to a DeepSeek collector after any feedback - Treat exit code 1 and the
turn_endreason as failure. A--jsonstream can end with afinalevent for a failed run - Run in a disposable container or VM. The sandbox doesn't confine reads or network, and SAFETY.md says the project has had no security audit
- Pin the version. npm
latest(0.2.0-rc.2) andnext(0.2.1-rc.2) differ, DeepSeek's changelog asks for 0.2.1-rc.1 or later, and the README warns of breaking changes
OpenAI Codex
- Run
codex exec --jsonin pipelines, with--output-schemawhen the final message has to parse - Keep the default sandbox, which has the network off.
--yoloremoves both the sandbox and approvals - Replace
gpt-5.5withgpt-6.1-solin saved configs, custom agents and scripts under ChatGPT sign-in. GPT-5.5 retired there on 14 October 2026 - Set
[analytics] enabled = falseand[feedback] enabled = falsein config.toml to keep usage data local - Pin the npm version. A 0.x minor lands every few days
Questions
Which is better for AI agents, DeepSeek Harness (dsh) or OpenAI Codex?
OpenAI Codex scores 73.4 (BB) on agent readiness against DeepSeek Harness (dsh)'s 49.2 (D), and leads in 6 of 7 scored categories.
Are DeepSeek Harness (dsh) and OpenAI Codex open source?
Yes. DeepSeek Harness (dsh) is open source (MIT). OpenAI Codex is open source (Apache-2.0 (Codex CLI, its Rust crates and the TypeScript and Python SDKs). Codex cloud is a hosted service under OpenAI's terms).
Other comparisons with DeepSeek Harness (dsh) or OpenAI Codex
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- DeepSeek Harness (dsh) vs Devin
- DeepSeek Harness (dsh) vs Droid CLI
- DeepSeek Harness (dsh) vs Pi
- DeepSeek Harness (dsh) vs Gemini CLI
- DeepSeek Harness (dsh) vs GitHub Copilot CLI
- DeepSeek Harness (dsh) vs goose
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- DeepSeek Harness (dsh) vs Jules
- DeepSeek Harness (dsh) vs Junie CLI
- DeepSeek Harness (dsh) vs Kilo Code CLI
- DeepSeek Harness (dsh) vs Kimi Code CLI
- DeepSeek Harness (dsh) vs Kiro CLI
- DeepSeek Harness (dsh) vs mini-swe-agent
- DeepSeek Harness (dsh) vs Mistral Vibe CLI
- DeepSeek Harness (dsh) vs Muse Code
- DeepSeek Harness (dsh) vs OpenCode
- DeepSeek Harness (dsh) vs OpenHands
- DeepSeek Harness (dsh) vs Prime Agent
- DeepSeek Harness (dsh) vs Qoder CLI
- DeepSeek Harness (dsh) vs Qwen Code
- DeepSeek Harness (dsh) vs Mirror CLI
- DeepSeek Harness (dsh) vs Rovo Dev CLI
- DeepSeek Harness (dsh) vs Warp (Warp Agent CLI and the Oz Agent API)
- Devin vs OpenAI Codex
- Droid CLI vs OpenAI Codex
- Pi vs OpenAI Codex
- Gemini CLI vs OpenAI Codex
- GitHub Copilot CLI vs OpenAI Codex
- goose vs OpenAI Codex
- Harness² vs OpenAI Codex
- HarnessRouter vs OpenAI Codex
- Jules vs OpenAI Codex
- Junie CLI vs OpenAI Codex
- Kilo Code CLI vs OpenAI Codex
- Kimi Code CLI vs OpenAI Codex
- Kiro CLI vs OpenAI Codex
- mini-swe-agent vs OpenAI Codex
- Mistral Vibe CLI vs OpenAI Codex
- Muse Code vs OpenAI Codex
- OpenAI Codex vs OpenCode
- OpenAI Codex vs OpenHands
- OpenAI Codex vs Prime Agent
- OpenAI Codex vs Qoder CLI
- OpenAI Codex vs Qwen Code
- OpenAI Codex vs Mirror CLI
- OpenAI Codex vs Rovo Dev CLI
- OpenAI Codex vs Warp (Warp Agent CLI and the Oz Agent API)
- CLI Manager vs DeepSeek Harness (dsh)
- DeepSeek Harness (dsh) vs Harness
- DeepSeek Harness (dsh) vs Paperclip
- DeepSeek Harness (dsh) vs Parallax
Machine-readable
- This page as Markdown
/compare/deepseek-harness-vs-openai-codex.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/deepseek-harness.json·/api/v1/tools/openai-codex.json - From a terminal
anchor compare deepseek-harness openai-codex(the CLI) - Over MCP
compare_tools {"a": "deepseek-harness", "b": "openai-codex"}at/mcp, no key