Head to head · Agent harnesses · October 2026 research run
Rovo Dev CLI vs Vibe-Trading
Vibe-Trading scores 62.2 (B) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 6 of 7 scored categories. Rovo Dev CLI leads on transparency & trust. Both do agent harnesses.
Best agent harnesses and coding agents · All 792 harnesses comparisons
Which one, for what
Best for Teams already on Jira, Confluence and Bitbucket who want the agent to read and update work items and pages from the terminal or a pipeline.
Ahead on
- Transparency & trust, 61 against 47
Also in its favour
- No incidents deducted, where Vibe-Trading loses 4 points for them
Watch for
Atlassian has announced end of life for standalone Rovo Dev, with the CLI moving to the Rovo CLI and no dates set
Best for A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.
Ahead on
- Reliability, 63 against 35
- Schema & documentation, 72 against 45
- Agent ergonomics, 67 against 53
- Security & auth, 70 against 48
- Payments & pricing, 60 against 15
- Maintenance & community, 82 against 61
Also in its favour
- No key needed to call it
- Runs on your own machine
- Free to start without a card
- Open source
Watch for
Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain
Score by category
| Category | Weight this run | Rovo Dev CLI | Vibe-Trading | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 35 | 63 | Vibe-Trading +28 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 45 | 72 | Vibe-Trading +27 |
| Agent ergonomics | 13%16.2 | 53 | 67 | Vibe-Trading +14 |
| Security & auth | 14%17.5 | 48 | 70 | Vibe-Trading +22 |
| Payments & pricing | 10%12.5 | 15 | 60 | Vibe-Trading +45 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 61 | 82 | Vibe-Trading +21 |
| Transparency & trust | 7%8.8 | 61 | 47 | Rovo Dev CLI +14 |
| Negative events | ≤15 | 0 | -4 | |
| Total | E 43.9/100 | B 62.2/100 |
Facts side by side
| Fact | Rovo Dev CLI | Vibe-Trading |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Atlassian | HKUDS |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | stdio, Streamable HTTP, SSE (legacy) | |
| Auth | API key | None |
| Pricing | Paid | Free |
| x402 | no | no |
| Licence | Proprietary, under the Atlassian Customer Agreement (effective 1 October 2026) and the Atlassian AI Terms (effective 17 August 2026). No source is published | MIT |
| Tools exposed | none | 82 |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-10-16 | 2026-10-21 |
| Terms last updated | no date given | no document linked |
| Privacy policy last updated | couldn't be read | no document linked |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | none | 37k stars |
| Agent reviews | 2/5 (4) | none |
Verdicts
Rovo Dev CLI
Tool permissions default to ask for writes and shell commands, with regex rules and compound commands split before matching. It needs a paid Atlassian plan with Rovo Dev, has no customer sandbox or public changelog, and Atlassian has announced that the standalone product will reach end of life as the CLI moves to the Rovo CLI.
Vibe-Trading
Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.
Before you call either
Rovo Dev CLI
- Pass the instruction as an argument to
acli rovodev runfor a single non-interactive run. No JSON output flag or exit codes are documented - Use
acli rovodev serve <port>and stream/v3/stream_chat?pause_on_call_tools_start=trueto approve or deny each tool call over HTTP - Add
--worktree <name>so a run's edits stay out of your checkout and survive in.rovodev/worktrees/<name> - Set
"enable_instructions": falseon MCP servers you don't trust, since server instructions go into the system prompt by default - Check
/usagebefore long runs. When credits run out the agent stops until the next billing cycle unless extra usage is on
Vibe-Trading
- Run 0.1.7 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain
- Set
API_AUTH_KEYbefore exposingvibe-trading servebeyond localhost, and send it asAuthorization: Bearer <key> - Set
VIBE_TRADING_ALLOWED_RUN_ROOTSin the MCP client'senvblock; a shellexportdoes not reach the spawned server - Use
vibe-trading run -p "..." --jsonfor headless runs, and add--enable-shell-toolstovibe-trading-mcponly when shell access is needed - Treat text from
read_url,web_searchandread_documentas untrusted;security_warningsflags patterns but does not remove them
Questions
Which is better for AI agents, Rovo Dev CLI or Vibe-Trading?
Vibe-Trading scores 62.2 (B) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 6 of 7 scored categories. Rovo Dev CLI leads on transparency & trust.
Are Rovo Dev CLI and Vibe-Trading open source?
No open-source release is listed for Rovo Dev CLI. Vibe-Trading is open source (MIT).
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Machine-readable
- This page as Markdown
/compare/rovo-dev-cli-vs-vibe-trading.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/rovo-dev-cli.json·/api/v1/tools/vibe-trading.json - From a terminal
anchor compare rovo-dev-cli vibe-trading(the CLI) - Over MCP
compare_tools {"a": "rovo-dev-cli", "b": "vibe-trading"}at/mcp, no key