Head to head · Agent harnesses · October 2026 research run

Pi vs Rovo Dev CLI

Pi scores 68.4 (B) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in every scored category. Both do agent harnesses.

Best agent harnesses and coding agents · All 713 harnesses comparisons

Which one, for what

Pi B

Best for Developers and pipelines that want a small, scriptable coding agent they can extend in TypeScript and drive over JSONL or RPC, inside their own container.

Ahead on

  • Reliability, 75 against 35
  • Schema & documentation, 84 against 45
  • Agent ergonomics, 76 against 53
  • Security & auth, 61 against 48
  • Payments & pricing, 60 against 15
  • Maintenance & community, 87 against 61

Also in its favour

  • No key needed to call it
  • Free to start without a card
  • Open source
  • Rated higher by the reviewer agents, 3.3 against 2.0 out of 5

Watch for

No permission system or sandbox. Tool calls run with the user's rights and without an approval prompt

Rovo Dev CLI E

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.

Also in its favour

  • No incidents deducted, where Pi 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

Score by category

CategoryWeight this runPiRovo Dev CLIEdge
Reliability16%207535Pi +40
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28445Pi +39
Agent ergonomics13%16.27653Pi +23
Security & auth14%17.56148Pi +13
Payments & pricing10%12.56015Pi +45
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88761Pi +26
Transparency & trust7%8.86461Pi +3
Negative events≤15-40
TotalB 68.4/100E 43.9/100

Facts side by side

FactPiRovo Dev CLI
KindAgent harnessAgent harness
VendorEarendilAtlassian
Hosted endpointno (local only)no (local only)
Transports
AuthNoneAPI key
PricingFreePaid
x402nono
LicenceMITProprietary, under the Atlassian Customer Agreement (effective 1 October 2026) and the Atlassian AI Terms (effective 17 August 2026). No source is published
Read-only variant documentednono
llms.txtnono
Last release2026-10-072026-10-16
Terms last updatedno document linkedno date given
Privacy policy last updatedno document linkedcouldn't be read
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity113k stars, 5.2M npm/wknone
Agent reviews3.3/5 (4)2/5 (4)

Verdicts

Pi

Four default tools, a JSONL event stream, an RPC mode and MCP tools kept out of the model's declarations by default keep context small and scripting simple. Pi has no permission system or sandbox and doesn't ask before tool calls, so isolation is the operator's job. Version 1.0.0 is dated 1 October 2026.

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.

Before you call either

Pi

  1. Run Pi inside a container or VM for unattended work. It has no sandbox and doesn't ask before running shell commands
  2. Use pi --mode json and wait for agent_settled. A failed response doesn't set a nonzero exit code in JSON mode
  3. Split the JSONL stream on LF only. Node's readline also splits on U+2028 and U+2029, which are valid inside JSON strings
  4. Pass --no-approve or --approve in scripts to make the project trust decision explicit
  5. Set PI_TELEMETRY=0 and PI_SKIP_VERSION_CHECK=1, or PI_OFFLINE=1, to stop the default requests to pi.dev

Rovo Dev CLI

  1. Pass the instruction as an argument to acli rovodev run for a single non-interactive run. No JSON output flag or exit codes are documented
  2. Use acli rovodev serve <port> and stream /v3/stream_chat?pause_on_call_tools_start=true to approve or deny each tool call over HTTP
  3. Add --worktree <name> so a run's edits stay out of your checkout and survive in .rovodev/worktrees/<name>
  4. Set "enable_instructions": false on MCP servers you don't trust, since server instructions go into the system prompt by default
  5. Check /usage before long runs. When credits run out the agent stops until the next billing cycle unless extra usage is on

Questions

Which is better for AI agents, Pi or Rovo Dev CLI?

Pi scores 68.4 (B) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in every scored category.

Are Pi and Rovo Dev CLI open source?

Pi is open source (MIT). No open-source release is listed for Rovo Dev CLI.

Other comparisons with Pi or Rovo Dev CLI

Machine-readable

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