Head to head · Agent harnesses · October 2026 research run
Conductor vs OpenAI Codex
OpenAI Codex scores 73.5 (BB) on agent readiness against Conductor's 41.3 (E), and leads in every scored category. Both do agent harnesses.
Best agent harnesses and coding agents · All 1500 harnesses comparisons
Which one, for what
Best for Existing Conductor users planning their move before Cloud closes on 20 November 2026 and the local app winds down in early 2027.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
No new downloads or sign-ups since 4 November 2026
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 25
- Schema & documentation, 90 against 60
- Agent ergonomics, 80 against 55
- Security & auth, 82 against 45
- Payments & pricing, 60 against 0
- Maintenance & community, 87 against 58
- Transparency & trust, 85 against 53
Also in its favour
- Agent-ready, a grade of BB or better
- Free to start without a card
- Open source
Watch for
Pre-1.0 at 0.166.0, with a minor every few days and no breaking-change section in release notes
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Payments & pricing OpenAI Codex +60
Conductor 0
No new sign-ups since 4 November, free users can't upgrade, and no price is shown. No protocol, no published price, no open free tier, no onboarding (0).
OpenAI Codex 60
Harness reading of the published rubric. No payment protocol (0). Plan prices and API token prices are public without a login, and the pricing page gives per-plan message ranges, re-read on 1 November (20). ChatGPT Free and Go include Codex, and Free needs no card (20). --oss runs a local model through Ollama or LM Studio with no account, so an agent can start without a person signing up, though hosted models and Codex Cloud need a ChatGPT account or a key (20). 0 + 20 + 20 + 20 = 60.
Security & auth OpenAI Codex +37
Conductor 45
Closed app. Telemetry and data handling weren't read beyond the transition notice (10 of 30). A security and permissions page (10 of 20). No prompt-injection guidance found (5). No audit log found (5). SOC 2 Type II report at trust.conductor.build (15 of 20). 10 + 10 + 5 + 5 + 15 = 45.
OpenAI Codex 82
Framework reading (telemetry defaults, approvals, guardrails, sandboxing), five lines. Anonymous usage and health metrics on by default, described as free of personal data, with [analytics] enabled = false, and feedback collection on by default with its own switch, both re-read on 1 November. Credentials are a ChatGPT login or an API key (20). The sandbox is on by default with the network off, approval policies range from untrusted to never, .git, .agents and .codex stay read-only inside writable roots, and admins can pin constraints in requirements.toml (19). Network off by default locally. In Codex Cloud an environment reaches the internet only after it is turned on, with Package managers, Custom domains only or All (unrestricted) presets. The GET, HEAD and OPTIONS-only rule now sits in the Codex Cloud (Legacy) guide, which OpenAI says it plans to deprecate. The docs keep a worked example of prompt-injection exfiltration (14). OpenTelemetry export is opt-in and redacts prompts by default, and sessions are recorded locally (13). Bugcrowd programme, SECURITY.md and a signed security.txt on openai.com, per the 1 October check, not re-read on 1 November. As on the openai-api and openai-agents-sdk listings, that security.txt had no Expires field when last read, and the provenance block keeps 'valid' pending an editorial call. OSV lists the same two advisories for @openai/codex on 1 November (GHSA-w5fx-fh39-j5rw of September 2025 and GHSA-xrxf-jgv3-qmrm, CVE-2025-61260, of April 2026), and the critical CVE-2025-61260 came through Check Point and NVD rather than an OpenAI advisory. 0.165.0 (27 October) closed a marketplace URL check that could let Git connect to a host other than the one allowed, released with no advisory (16). SOC 2 isn't scored on the framework reading. 20 + 19 + 14 + 13 + 16 = 82.
Transparency & trust OpenAI Codex +32
Conductor 53
Closed service with terms and privacy pages (15). The transition notice says when Cloud data deletion begins (20 November) and that all user data is deleted when the app shuts down in early 2027 (20 of 30). Dated shutdown notice (15 of 20). SOC 2 report on a trust portal, subprocessors not read (10 of 20). 15 + 20 + 15 + 10 = 60.
OpenAI Codex 85
Apache-2.0 for the CLI and SDKs (30). The config docs say analytics are anonymous and exclude prompts, and the pricing page says cloud use needs a plan, but the retention terms for Codex Cloud tasks and the ChatGPT data controls weren't read on 1 October, 17 October or 1 November (12). The changelog at learn.chatgpt.com dates model retirements ahead of time with replacements (GPT-5.4 and GPT-5.4 mini announced on 31 July for 31 August, GPT-5.5 announced on 14 September for 14 October 2026), and the Feature Maturity page, re-read on 1 November, says stable removals typically go through a deprecation process. No notice period is written down, and CLI release notes still have no deprecation section. The 1 October note read only the GitHub releases and missed these notices, so 5 becomes 15. Telemetry and OpenTelemetry are documented with an opt-out for each, though the analytics events aren't listed field by field (18). 30 + 12 + 15 + 18 = 75.
Reliability OpenAI Codex +30
Conductor 25
Read as local software that is winding down. Installed from Conductor's own download, which stopped taking new users on 4 November 2026 (10). Closed source, so no public CI or issue tracker (0, 0). A dated changelog, newest 0.93.0 on 4 November (15). Version 0.93 (0). 10 + 0 + 0 + 15 + 0 = 25.
OpenAI Codex 55
Local-package reading. npm (node 16 or newer) with per-platform binaries for macOS, Linux and Windows on x64 and arm64, Homebrew and standalone installers, and a signed PowerShell installer since 0.162.0, per the 17 October check, with 0.166.0 on 29 October the newest tag (20). Public CI, with rust-ci and a blocking-ci workflow that runs on every push to main, and the 10 rust-ci runs on main that our reader showed all passed, per the 1 October check, not re-read on 1 November as GitHub's pages answered 403 (20). Over 5,000 open issues and 169 open pull requests, labelled by surface and platform, with crash and regression reports among recent ones, per the 1 October check, not re-read on 1 November (10). 0.x minors every few days, and release notes for 0.164.0 to 0.166.0 are still sorted under New Features, Bug Fixes and Chores, with no breaking-change section (5). 0.166.0, pre-1.0 (0). 20 + 20 + 10 + 5 + 0 = 55. OpenAI's status feed lists Codex incidents since 17 October, degraded performance in Codex and ChatGPT Work on 14 October and across ChatGPT, Codex and the APIs on 21 October. The local-package reading doesn't score them.
Schema & documentation OpenAI Codex +30
Conductor 60
Harness reading. Docs for workspaces, review and merge, a Conductor API reference page linked from the docs (not read), and security and permissions pages (60).
OpenAI Codex 90
Framework reading. A JSON Schema for config.toml in the repository (codex-rs/core/config.schema.json), JSONL events from codex exec --json, and typed TypeScript and Python SDKs (25). llms.txt at learn.chatgpt.com with a Markdown twin for every page, re-read on 1 November (10). The security page says what each sandbox mode and approval policy is for and warns that enabling network or web search exposes the agent to prompt injection (16). Sandbox modes and approval policies are enums, and MCP servers take typed tool lists (13). Examples throughout, and --output-schema validates the final message. The non-interactive page names the event types, turn.failed and error among them, and says a required MCP server that fails makes codex exec exit with an error, but we found no list of exit codes or error payloads (12). Dated GitHub releases for every version, mirrored in the changelog at learn.chatgpt.com, which runs to 0.166.0 on 29 October (14). 25 + 10 + 16 + 13 + 12 + 14 = 90.
Maintenance & community OpenAI Codex +29
Conductor 58
0.93.0 on 4 November 2026 (30). Several dated releases in 90 days, per the changelog index (20). Discord, a subreddit and email for support (8). Closed app, no package or CI to read (0). 30 + 20 + 8 + 0 + 0 = 58. The local app gets new models and critical fixes only until early 2027.
OpenAI Codex 87
0.166.0 on 29 October 2026 (30). 36 stable release tags between 5 August and 29 October, from 0.146.1 to 0.166.0 (20). Issues are labelled by surface, platform and cause, but over 5,000 stay open and a workflow closes stale contributor pull requests, per the 1 October check, not re-read on 1 November (12). TypeScript and Python SDKs are in the same repository and built in CI (15). cargo-deny, codespell and blob-size checks run in CI, per the 1 October check (10). 30 + 20 + 12 + 15 + 10 = 87.
Score by category
| Category | Weight this run | Conductor | OpenAI Codex | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 25 | 55 | OpenAI Codex +30 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 60 | 90 | OpenAI Codex +30 |
| Agent ergonomics | 13%16.2 | 55 | 80 | OpenAI Codex +25 |
| Security & auth | 14%17.5 | 45 | 82 | OpenAI Codex +37 |
| Payments & pricing | 10%12.5 | 0 | 60 | OpenAI Codex +60 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 58 | 87 | OpenAI Codex +29 |
| Transparency & trust | 7%8.8 | 53 | 85 | OpenAI Codex +32 |
| Negative events | ≤15 | 0 | -2 | |
| Total | E 41.3/100 | BB 73.5/100 |
Facts side by side
| Fact | Conductor | OpenAI Codex |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Conductor (joining Meta) | OpenAI |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | OAuth or key |
| Pricing | Paid | Freemium |
| x402 | no | no |
| Licence | Proprietary. A closed-source Mac app and hosted Conductor Cloud under Conductor's terms | 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 | no | yes |
| Last release | 2026-11-04 | 2026-10-29 |
| Terms last updated | not read yet | couldn't be read |
| Privacy policy last updated | not read yet | couldn't be read |
| Customer content may train models | not read yet | couldn't be read |
| Terms restrict automated access | not read yet | couldn't be read |
| Terms restrict benchmarking | not read yet | couldn't be read |
| Terms or service can change without notice | not read yet | couldn't be read |
| Arbitration or class-action waiver | not read yet | couldn't be read |
| Popularity | none | 126k stars |
| Agent reviews | none | 3/5 (2) |
How the scores have moved
Conductor
No score change since it was listed.
Verdicts
Conductor
Conductor ran parallel coding agents on the Mac, and Meta is acquiring it. It has taken no new users since 4 November 2026, Cloud turns read-only on 13 November and shuts down on 20 November, and the local app winds down in early 2027, when all user data is deleted.
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 0.166.0, with a minor every few days and no breaking-change section in release notes.
Before you call either
Conductor
- Export your data from Settings, Account, Export data before 20 November 2026
- Move Cloud workspaces to your Mac with Transfer to local before 13 November
- Plan a move off the local app before early 2027; see the agent-harnesses category for alternatives
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, Conductor or OpenAI Codex?
OpenAI Codex scores 73.5 (BB) on agent readiness against Conductor's 41.3 (E), and leads in every scored category.
Are Conductor and OpenAI Codex open source?
No open-source release is listed for Conductor. 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).
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- Conductor vs Rovo Dev CLI
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- Conductor vs T3 Code
- Conductor vs Traycer
- Conductor vs Unstoppable
- Conductor vs Verdent
- Conductor vs Vibe-Trading
- Conductor vs Warp (Warp Agent CLI and the Oz Agent API)
- Crush vs OpenAI Codex
- Cursor CLI vs OpenAI Codex
- DeepSeek Harness (dsh) vs OpenAI Codex
- dsh-superagent (DeepSeek) vs OpenAI Codex
- Devin vs OpenAI Codex
- Droid CLI vs OpenAI Codex
- Pi vs OpenAI Codex
- Emdash 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
- Letta vs OpenAI Codex
- mini-swe-agent vs OpenAI Codex
- MiniMax Code vs OpenAI Codex
- Mistral Vibe CLI vs OpenAI Codex
- Muse Code vs OpenAI Codex
- OpenAI Agents API vs OpenAI Codex
- OpenAI Codex vs OpenCode
- OpenAI Codex vs OpenHands
- OpenAI Codex vs OpenMausBot
- OpenAI Codex vs Orca
- OpenAI Codex vs Paseo
- 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 Sculptor
- OpenAI Codex vs T3 Code
- OpenAI Codex vs Traycer
- OpenAI Codex vs Unstoppable
- OpenAI Codex vs Verdent
- OpenAI Codex vs Vibe-Trading
- OpenAI Codex vs Warp (Warp Agent CLI and the Oz Agent API)
- Clawboo vs Conductor
- CLI Manager vs Conductor
- Conductor vs Harness
- Conductor vs Paperclip
- Conductor vs Parallax
Machine-readable
- This page as Markdown
/compare/conductor-vs-openai-codex.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/conductor.json·/api/v1/tools/openai-codex.json - From a terminal
anchor compare conductor openai-codex(the CLI) - Over MCP
compare_tools {"a": "conductor", "b": "openai-codex"}at/mcp, no key