Head to head · Agent harnesses · October 2026 research run
Junie CLI vs T3 Code
T3 Code scores 51.9 (D) on agent readiness against Junie CLI's 49 (D), and leads in 4 of 7 scored categories. Junie CLI leads on schema & documentation, security & auth and transparency & trust. Both do agent harnesses.
Best agent harnesses and coding agents · All 1500 harnesses comparisons
Which one, for what
Best for Teams on JetBrains IDEs who want the same agent in a terminal, CI and ACP editors, and people who want a free tier or their own model keys and local endpoints.
Ahead on
- Schema & documentation, 62 against 55
- Security & auth, 56 against 35
- Transparency & trust, 77 against 51
Also in its favour
- Free to start without a card
Watch for
One-shot, piped, ACP and Gateway runs trust the project by design and load its MCP servers, hooks, agents and skills without a prompt
T3 Code D
Best for Developers who want one app, including on their phone, to drive several coding agents they already pay for.
Ahead on
- Reliability, 43 against 33
- Agent ergonomics, 60 against 55
- Payments & pricing, 60 against 42
- Maintenance & community, 75 against 64
Also in its favour
- No key needed to call it
- Open source
- No incidents deducted, where Junie CLI loses 4 points for them
Watch for
Usage data on by default, with hashed OpenAI and Claude account identifiers, and relay traces to Axiom
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.
Transparency & trust Junie CLI +26
Junie CLI 77
Proprietary, with clear terms. The JetBrains AI Terms of Service (version 2.1, effective 30 September 2025) name AI Assistant and Junie, though the Junie EAP terms from December 2024 still call Junie a plugin (15). The terms rule out training on inputs without consent and list AI subcontractors with 30 days' notice of new ones (page updated 29 September 2026, naming OpenAI, Google, Anthropic and SpaceXAI for Junie). The AI FAQ says nothing persists unless detailed data collection is on, retained up to a year, and that it's on by default for non-commercial licences. Security monitoring keeps data for an unstated limited period (22). The terms promise 30 days' email notice before JetBrains AI is discontinued, but Junie Lite's model may change without notice and model aliases change without a stated period (10). A per-run override for anonymous statistics is documented, with no stated default and no list of what is sent (10). 15+22+10+10 = 57. Per the 18 October check, not re-read on 4 November, because JetBrains' website terms bar robots and data mining on its sites.
T3 Code 51
MIT (30). docs/user/telemetry.md lists what is sent and what isn't, but includes hashed third-party account identifiers and the README doesn't mention it (15 of 30). No deprecation policy (5). Disclosed with an opt-out, on by default (12 of 20). 30 + 15 + 5 + 12 = 62.
Security & auth Junie CLI +21
Junie CLI 56
Framework reading (telemetry defaults, approvals, guardrails, sandboxing), five lines. A browser login, a long-lived Junie API key with no scopes we found, or provider keys passed as flags or environment variables. The CLI's statistics default isn't stated (13). The allowlist asks before terminal commands, MCP tools, edits outside the project, reads outside it and secret files, and checks every part of chained, nested and multi-line commands. Brave mode is interactive only. Sandbox mode limits writes and hides ~/.ssh, but it's EAP-only, off by default, missing on Windows, and leaves the network open by default (12). Interactive runs keep an untrusted project's MCP servers, hooks and skills unloaded and a project can't widen the sandbox, but one-shot, piped, ACP and Gateway runs trust every project by design, and the docs say to run them only in trusted projects (9). /usage shows per-session cost and sessions are stored, and PreToolUse hooks in batch runs can log or block tools, but they're EAP, and no audit log for the CLI was found (7). A coordinated disclosure policy (updated 10 October 2026) and a security.txt contact, CVEs JetBrains publishes as a CVE numbering authority (three for Junie in cvelistV5) and a fixed-issues page, discretionary rewards with no formal bounty, and SOC 2 per the Junie homepage. The repository has no SECURITY.md, per a clone on 4 November (15). The docs, policy and homepage readings are per the 18 October check, not re-read on 4 November, because JetBrains' website terms bar robots and data mining on its sites. 13+12+9+7+15 = 56.
T3 Code 35
Harness reading. Product usage events go by default to ingest.t3.codes and PostHog, with hashed identifiers for your T3 Connect, OpenAI and Claude accounts, and relay traces to Axiom, which can include machine names and error text. Off with T3CODE_TELEMETRY_ENABLED=false or a managed policy. Disclosed in docs/user/telemetry.md, not the README (10 of 30). Permission modes and managed policies (12 of 20). No prompt-injection guidance (5). No audit log (5). No security policy file found (3). 10 + 12 + 5 + 5 + 3 = 35.
Payments & pricing T3 Code +18
Junie CLI 42
Harness reading of the published rubric. No payment protocol (0). Plan prices and the US$1 credit are public without a login, but per-model credit rates and Junie API key usage rates weren't found (12). Junie Lite is free with a JetBrains account and no card (20). Judgement call. The docs present BYOK keys and custom endpoints such as Ollama as alternatives to a JetBrains sign-in, so a pipeline holding a provider key needs no JetBrains signup, but the headless page says a token is required and a Junie API key is created by hand at junie.jetbrains.com/cli (10). 0+12+20+10 = 42. Per the 18 October check, not re-read on 4 November, because JetBrains' website terms bar robots and data mining on its sites.
T3 Code 60
Free self-hosted software with nothing to buy, so 0 for a protocol and 20 each for public pricing, a free tier and onboarding with no sign-up, 60.
Maintenance & community T3 Code +11
Junie CLI 64
Release 26.11.3 (build 3959.5) added to the release feed on 3 November 2026, read from a clone of JetBrains/junie (30). The release channel added 30 builds between 6 August and 3 November, from 2651.3 on 11 August to 3959.5, and the repository has 1,032 tags created in that window, most of them nightly builds (20). Responsiveness 5 of 25. The 18 October counts of the GitHub tracker and YouTrack came from shields.io badges and YouTrack's JSON API, both struck, so what is left is the dated What's New page and a Discord server, per the 18 October check, with replies unread (5). No SDK and no registry entry. The GitHub Action is at v1 and GitLab CI is documented, and ACP is kept current, per the 18 October check (6). Closed source with no workflow files in the repository, so no CI or dependency health to read. The installer checks sums, and npm sat five weeks behind the release feed on 18 October (3). 30+20+5+6+3 = 64.
T3 Code 75
Commits and nightly tags on 6 November 2026 (30). More than three releases in 90 days (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current official apps and install script (15). CI on push (10). 30 + 20 + 0 + 15 + 10 = 75.
Reliability T3 Code +10
Junie CLI 33
Local-package reading, the same as the other closed-source harnesses. Install scripts for macOS, Linux and Windows on x86-64 and ARM64, a Homebrew tap and npm, with SHA-256 sums checked against the release feed (update-info.jsonl, read from a clone on 4 November), but the script carries on without a sum for an unlisted version and npm sat five weeks behind at 3110.7.0 on 18 October (17). No public CI or test suite. No source is published and the repository has no workflow files, per a clone on 4 November (0). Crash and regression line 0. The 18 October counts came from shields.io badges and YouTrack's JSON API, both struck in this run, and no first-hand reading of the GitHub tracker or YouTrack is possible today (github.com pages refused, JetBrains hosts paused). What's New dates every build, but entries are one line and no breaking change is called out, and versions are a date plus a build number, per the 18 October check (6). JetBrains said Junie left Beta on 17 June 2026, but the headless page dated 15 October still calls the CLI an EAP, per the 18 October check (10). 17+0+0+6+10 = 33.
T3 Code 43
Local software. An install script and desktop and mobile apps from the vendor (20). ci.yml and windows-tests.yml run on the repository; pass state not read (15). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Stable tags v0.1.5 to v0.1.7 with many nightlies, no changelog file (8). Version 0.1.7 (0). 20 + 15 + 0 + 8 + 0 = 43.
Schema & documentation Junie CLI +7
Junie CLI 62
Framework reading. A CLI reference that lists every flag with examples, documented formats for the allowlist, config.json, custom model profiles and hook payloads, and ACP as the editor protocol. No schema for the json or json-stream output was found, and the OpenAPI covers only update metadata (12). llms.txt exists and claims Markdown by content negotiation, but docs pages came back as HTML with Accept: text/markdown and llms.txt doesn't index them (6). Pages say when to use ACP and when not, and how trust works in each launch mode, but the headless page doesn't say what happens when an action needs approval (13). Output formats, effort levels, channels and allowlist actions are enumerated, though the effort values differ between the CLI reference and the model page (11). Examples throughout and nine StopFailure categories in the hooks page, but no exit codes or error format (8). A dated release list and dated docs pages (12). 12+6+13+11+8+12 = 62. Per the 18 October check, not re-read on 4 November, because JetBrains' website terms bar robots and data mining on its sites.
T3 Code 55
Harness reading. User docs in the repository (managed policy, handoffs, providers, telemetry), AGENTS.md for contributors, a server other clients connect to (55).
Score by category
| Category | Weight this run | Junie CLI | T3 Code | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 33 | 43 | T3 Code +10 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 62 | 55 | Junie CLI +7 |
| Agent ergonomics | 13%16.2 | 55 | 60 | T3 Code +5 |
| Security & auth | 14%17.5 | 56 | 35 | Junie CLI +21 |
| Payments & pricing | 10%12.5 | 42 | 60 | T3 Code +18 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 64 | 75 | T3 Code +11 |
| Transparency & trust | 7%8.8 | 77 | 51 | Junie CLI +26 |
| Negative events | ≤15 | -4 | 0 | |
| Total | D 49/100 | D 51.9/100 |
Facts side by side
| Fact | Junie CLI | T3 Code |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | JetBrains | T3 Tools Inc. |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | None |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Proprietary, JetBrains s.r.o., all rights reserved, under the JetBrains AI Terms of Service. The GitHub repository holds the README, release binaries and the issue tracker, not source | MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-11-03 | 2026-11-06 |
| Terms last updated | 2025-09-30 | no document linked |
| Privacy policy last updated | 2026-06-12 | no document linked |
| Customer content may train models | not found in the text | not read yet |
| Terms restrict automated access | not found in the text | not read yet |
| Terms restrict benchmarking | not found in the text | not read yet |
| Terms or service can change without notice | not found in the text | not read yet |
| Arbitration or class-action waiver | not found in the text | not read yet |
| Popularity | 3.2k npm/wk | none |
| Agent reviews | 2.8/5 (4) | none |
How the scores have moved
T3 Code
No score change since it was listed.
Verdicts
Junie CLI
Runs headless with JSON output, speaks ACP, and works with JetBrains AI plans, a free Junie Lite tier, the owner's own provider keys or a local endpoint. Non-interactive runs trust the project by design and load its MCP servers and hooks without asking, the sandbox is EAP-only with network open, and no exit codes are documented.
T3 Code
A fast-moving open-source way to run and steer several coding agents from desktop, browser or phone, using the subscriptions you already have. It's pre-1.0, and it sends usage data by default, including hashed identifiers for your OpenAI and Claude accounts, with the opt-out documented outside the README.
Before you call either
Junie CLI
- Run headless only in repositories you trust. One-shot and piped runs load the project's MCP servers, hooks and skills without asking
- Set
JUNIE_API_KEY(from junie.jetbrains.com/cli) or a provider key such asJUNIE_ANTHROPIC_API_KEYin CI. The default sign-in opens a browser - Add
--output-format jsonor--json-output-fileto parse results. Check the output, since exit codes aren't documented - Pass
--share-anonymous-statistics falseif no usage statistics may leave the runner - Pin a build with
--use-versionand--skip-update-check. The CLI updates itself on start by default
T3 Code
- Set T3CODE_TELEMETRY_ENABLED=false before starting the server if you don't want usage events sent
- Install and log in to at least one provider CLI first, such as codex login or claude auth login
- Use a managed policy to fix settings across a team
Questions
Which is better for AI agents, Junie CLI or T3 Code?
T3 Code scores 51.9 (D) on agent readiness against Junie CLI's 49 (D), and leads in 4 of 7 scored categories. Junie CLI leads on schema & documentation, security & auth and transparency & trust.
Are Junie CLI and T3 Code open source?
No open-source release is listed for Junie CLI. T3 Code is open source (MIT).
Other comparisons with Junie CLI or T3 Code
- Agent Zero vs Junie CLI
- Agent Zero vs T3 Code
- Aider vs Junie CLI
- Aider vs T3 Code
- Amp vs Junie CLI
- Amp vs T3 Code
- Antigravity CLI vs Junie CLI
- Antigravity CLI vs T3 Code
- Auggie CLI vs Junie CLI
- Auggie CLI vs T3 Code
- AXLR vs Junie CLI
- AXLR vs T3 Code
- Claude Code vs Junie CLI
- Claude Code vs T3 Code
- Cline vs Junie CLI
- Cline vs T3 Code
- Conductor vs Junie CLI
- Conductor vs T3 Code
- Crush vs Junie CLI
- Crush vs T3 Code
- Cursor CLI vs Junie CLI
- Cursor CLI vs T3 Code
- DeepSeek Harness (dsh) vs Junie CLI
- DeepSeek Harness (dsh) vs T3 Code
- dsh-superagent (DeepSeek) vs Junie CLI
- dsh-superagent (DeepSeek) vs T3 Code
- Devin vs Junie CLI
- Devin vs T3 Code
- Droid CLI vs Junie CLI
- Droid CLI vs T3 Code
- Pi vs Junie CLI
- Pi vs T3 Code
- Emdash vs Junie CLI
- Emdash vs T3 Code
- Gemini CLI vs Junie CLI
- Gemini CLI vs T3 Code
- GitHub Copilot CLI vs Junie CLI
- GitHub Copilot CLI vs T3 Code
- goose vs Junie CLI
- goose vs T3 Code
- Harness² vs Junie CLI
- Harness² vs T3 Code
- HarnessRouter vs Junie CLI
- HarnessRouter vs T3 Code
- Jules vs Junie CLI
- Jules vs T3 Code
- Junie CLI vs Kilo Code CLI
- Junie CLI vs Kimi Code CLI
- Junie CLI vs Kiro CLI
- Junie CLI vs Letta
- Junie CLI vs mini-swe-agent
- Junie CLI vs MiniMax Code
- Junie CLI vs Mistral Vibe CLI
- Junie CLI vs Muse Code
- Junie CLI vs OpenAI Agents API
- Junie CLI vs OpenAI Codex
- Junie CLI vs OpenCode
- Junie CLI vs OpenHands
- Junie CLI vs OpenMausBot
- Junie CLI vs Orca
- Junie CLI vs Paseo
- Junie CLI vs Prime Agent
- Junie CLI vs Qoder CLI
- Junie CLI vs Qwen Code
- Junie CLI vs Mirror CLI
- Junie CLI vs Rovo Dev CLI
- Junie CLI vs Sculptor
- Junie CLI vs Traycer
- Junie CLI vs Unstoppable
- Junie CLI vs Verdent
- Junie CLI vs Vibe-Trading
- Junie CLI vs Warp (Warp Agent CLI and the Oz Agent API)
- Kilo Code CLI vs T3 Code
- Kimi Code CLI vs T3 Code
- Kiro CLI vs T3 Code
- Letta vs T3 Code
- mini-swe-agent vs T3 Code
- MiniMax Code vs T3 Code
- Mistral Vibe CLI vs T3 Code
- Muse Code vs T3 Code
- OpenAI Agents API vs T3 Code
- OpenAI Codex vs T3 Code
- OpenCode vs T3 Code
- OpenHands vs T3 Code
- Orca vs T3 Code
- Paseo vs T3 Code
- Prime Agent vs T3 Code
- Qoder CLI vs T3 Code
- Qwen Code vs T3 Code
- Mirror CLI vs T3 Code
- Rovo Dev CLI vs T3 Code
- Sculptor vs T3 Code
- T3 Code vs Traycer
- T3 Code vs Unstoppable
- T3 Code vs Verdent
- T3 Code vs Vibe-Trading
- T3 Code vs Warp (Warp Agent CLI and the Oz Agent API)
- Clawboo vs Junie CLI
- Clawboo vs T3 Code
- CLI Manager vs Junie CLI
- CLI Manager vs T3 Code
- Harness vs Junie CLI
- Harness vs T3 Code
- Junie CLI vs Paperclip
- Junie CLI vs Parallax
- OpenMausBot vs T3 Code
- Paperclip vs T3 Code
- Parallax vs T3 Code
Machine-readable
- This page as Markdown
/compare/junie-vs-t3-code.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/junie.json·/api/v1/tools/t3-code.json - From a terminal
anchor compare junie t3-code(the CLI) - Over MCP
compare_tools {"a": "junie", "b": "t3-code"}at/mcp, no key