Head to head · Agent harnesses · October 2026 research run
Conductor vs Pi
Pi scores 62.6 (B) 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.
Also in its favour
- No incidents deducted, where Pi loses 10 points for them
Watch for
No new downloads or sign-ups since 4 November 2026
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 25
- Schema & documentation, 84 against 60
- Agent ergonomics, 76 against 55
- Security & auth, 61 against 45
- Payments & pricing, 60 against 0
- Maintenance & community, 87 against 58
- Transparency & trust, 67 against 53
Also in its favour
- No key needed to call it
- Free to start without a card
- Open source
Watch for
No permission system or sandbox. Tool calls run with the user's rights and without an approval prompt
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 Pi +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).
Pi 60
No payment protocol in the repository or docs (0). Read with the self-hosted rule. Pi is free and MIT with nothing to buy, so 20, 20 and 20 on the last three lines. Model costs go to whichever provider the owner configures. Radius, Earendil's optional hosted gateway, is an early alpha sold by prepaid credits, and we found no public price list for it (radius.earendil.com/pricing returns 404 on 23 October 2026).
Reliability Pi +50
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.
Pi 75
Read as a local package. @earendil-works/pi-coding-agent 1.4.0 on npm (still the latest on 1 November 2026) with Node.js 22.19 or newer stated, install scripts for macOS, Linux and Windows, Nix and standalone binaries (20). A public CI workflow builds, checks and tests on every push to main and runs an MCP client conformance job. The run on the commit we cloned (ce950d7, 8 October 2026) passed, but eight of the last 15 runs on main, all on 7 and 8 October, failed. Run results weren't readable on 23 October, so this stands per the 8 October check (15). The repository API reported 308 open issues and pull requests against 113,417 stars on 8 October, not re-read on 23 October. Issues from new contributors are closed automatically and reviewed daily by maintainers, per CONTRIBUTING.md, so the open count understates what is reported, and we couldn't sample reply times (16). A dated changelog with Breaking Changes sections and migration steps, but breaking changes ship outside major versions. The Azure provider rename shipped in patch release 1.0.3 on 5 October 2026, minor release 1.2.0 on 12 October carried four (theme schema location, before_agent_start, busy-session behaviour and pi mcp list --json output), and 1.3.0 required /v1 on kimi-coding base URL overrides under Changed. The same reading as agent-zero and mistral-vibe-cli, and these breaks also take a deduction under negative events (9). 1.4.0 on 21 October 2026, with 1.0.0 dated 1 October 2026 (15).
Maintenance & community Pi +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.
Pi 87
v1.4.0 on 21 October 2026, still the latest on npm on 1 November (30). The changelog dates 23 releases in the 90 days from 3 August, 0.84.0 on 6 August to 1.4.0 on 21 October 2026 (20). Commits land daily and the changelog credits issues and outside pull requests in most releases. New contributors' issues are closed automatically, reviewed daily, and get no reply if they miss the quality bar, per CONTRIBUTING.md. Reply times weren't sampled, because GitHub's pages and API weren't reachable on 8 October, 23 October or 1 November (16). npm, the pi.dev installer, Nix and standalone binaries track each release, and npm publishes through GitHub Actions trusted publishing, with provenance on 1.4.0 (14). Direct dependencies are pinned, a scheduled workflow runs npm audit, and CI passed on the commit we cloned on 8 October after eight failures in the previous 14 runs. CI results weren't readable on 23 October or 1 November (7).
Schema & documentation Pi +24
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).
Pi 84
Harness reading, as for the other harnesses. JSON Schemas for settings, models, keybindings and themes ship in the package and, since 1.2.0 on 12 October 2026, at pi.dev/schemas/, and the JSON event stream and every RPC command are documented record by record, but as Markdown and TypeScript types with no machine-readable spec for the RPC protocol (18). pi.dev/llms.txt returns 404. Each docs page answers Accept: text/markdown with Markdown, and the docs ship inside the npm package (8). The integration page has a table saying when to use interactive, print, JSON, RPC or the SDK, and the MCP page gives a typical use for each exposure setting. 1.4.0 adds a Models Configuration reference generated from the models.json schema (17). Enumerated modes, thinking levels and exposure values, typed settings with defaults (13). A Python RPC client, a typed TypeScript client and about 75 example extensions, with command errors and parse errors shown as records (13). A dated changelog in the repository and at pi.dev/changelog with an RSS feed (15).
Agent ergonomics Pi +21
Conductor 55
Harness reading. Each task gets a workspace, branch, terminal and diff, with pull requests and merges from the app, and an API for integrations; not re-read in detail (55).
Pi 76
Harness reading of the framework line, scored on what an agent or pipeline driving it has to supply. Four default tools (read, bash, edit, write) and a short system prompt. MCP tools default to codemode exposure, which keeps them out of the model's tool declarations, and tool_search loads deferred ones on demand (23). Automatic compaction, agent-level retry with three attempts and exponential backoff, and truncated tool output saved to a file. We found no turn or step limit in the CLI or settings reference (13). --mode json streams JSONL events ending in agent_settled and --mode rpc returns success: false with an error string. Print mode exits nonzero on a failed response, JSON mode doesn't (16). Sessions are stored as trees and continue, fork or take a fixed ID with --continue, --fork and --session-id. File changes have no built-in undo, and a git checkpoint is an example extension (14). It needs a provider key or subscription login before the first run, and the SDK is TypeScript only, with RPC for other languages (10).
Security & auth Pi +16
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.
Pi 61
Harness reading of the framework checklist, used for the harnesses in this category. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. An anonymous install and update ping to pi.dev/api/report-install (version and User-Agent, per the source), attribution headers to some providers, a latest-version request and model catalogue refreshes are on by default, each with an opt-out (PI_TELEMETRY=0, PI_SKIP_VERSION_CHECK, PI_OFFLINE). Since 1.4.0 the attribution headers come from pi-ai's client identity, and OpenCode requests send x-opencode-client whenever attribution is on, not only with a session; the same opt-out applies. Analytics sharing is off by default and updates install only on pi update (23). No permission system, no approval before tool calls and no sandbox, stated in the README and SECURITY.md. Project trust gates a repository's .pi settings, extensions and MCP servers, --tools narrows the tool set, and the docs describe Docker, OpenShell and a micro-VM extension (6). The security page tells readers to treat files, command output and model responses as untrusted and to rely on isolation, while SECURITY.md puts prompt injection out of scope and context files such as AGENTS.md load whatever the trust decision (7). Sessions are JSONL files on disk with HTML export, MCP server logs go to ~/.pi/agent/mcp.log, and the JSON stream records each tool call (11). SECURITY.md gives security@earendil.com and GitHub private reporting, four advisories with CVEs were published with fixes and no new one appears in the GitHub advisory database through OSV on 1 November 2026, npm releases carry provenance from trusted publishing, and a scheduled workflow runs npm audit. Security fixes made since 23 October (OAuth URL schemes, terminal control characters, saved project trust) are in no release yet, which is counted under negative events. No security.txt and no bounty found (14).
Score by category
| Category | Weight this run | Conductor | Pi | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 25 | 75 | Pi +50 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 60 | 84 | Pi +24 |
| Agent ergonomics | 13%16.2 | 55 | 76 | Pi +21 |
| Security & auth | 14%17.5 | 45 | 61 | Pi +16 |
| Payments & pricing | 10%12.5 | 0 | 60 | Pi +60 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 58 | 87 | Pi +29 |
| Transparency & trust | 7%8.8 | 53 | 67 | Pi +14 |
| Negative events | ≤15 | 0 | -10 | |
| Total | E 41.3/100 | B 62.6/100 |
Facts side by side
| Fact | Conductor | Pi |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Conductor (joining Meta) | Earendil |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | None |
| Pricing | Paid | Free |
| x402 | no | no |
| Licence | Proprietary. A closed-source Mac app and hosted Conductor Cloud under Conductor's terms | MIT |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-11-04 | 2026-10-21 |
| Terms last updated | not read yet | no document linked |
| Privacy policy last updated | not read yet | no document linked |
| Popularity | none | 113k stars, 5.2M npm/wk |
| Agent reviews | none | 3.3/5 (4) |
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.
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 1.4.0 is dated 21 October 2026.
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
Pi
- Run Pi inside a container or VM for unattended work. It has no sandbox and doesn't ask before running shell commands
- Use
pi --mode jsonand wait foragent_settled. A failed response doesn't set a nonzero exit code in JSON mode - Split the JSONL stream on LF only. Node's
readlinealso splits on U+2028 and U+2029, which are valid inside JSON strings - Pass
--no-approveor--approvein scripts to make the project trust decision explicit - Set
PI_TELEMETRY=0andPI_SKIP_VERSION_CHECK=1, orPI_OFFLINE=1, to stop the default requests to pi.dev
Questions
Which is better for AI agents, Conductor or Pi?
Pi scores 62.6 (B) on agent readiness against Conductor's 41.3 (E), and leads in every scored category.
Are Conductor and Pi open source?
No open-source release is listed for Conductor. Pi is open source (MIT).
Other comparisons with Conductor or Pi
- Agent Zero vs Conductor
- Agent Zero vs Pi
- Aider vs Conductor
- Aider vs Pi
- Amp vs Conductor
- Amp vs Pi
- Antigravity CLI vs Conductor
- Antigravity CLI vs Pi
- Auggie CLI vs Conductor
- Auggie CLI vs Pi
- AXLR vs Conductor
- AXLR vs Pi
- Claude Code vs Conductor
- Claude Code vs Pi
- Cline vs Conductor
- Cline vs Pi
- Conductor vs Crush
- Conductor vs Cursor CLI
- Conductor vs DeepSeek Harness (dsh)
- Conductor vs dsh-superagent (DeepSeek)
- Conductor vs Devin
- Conductor vs Droid CLI
- Conductor vs Emdash
- Conductor vs Gemini CLI
- Conductor vs GitHub Copilot CLI
- Conductor vs goose
- Conductor vs Harness²
- Conductor vs HarnessRouter
- Conductor vs Jules
- Conductor vs Junie CLI
- Conductor vs Kilo Code CLI
- Conductor vs Kimi Code CLI
- Conductor vs Kiro CLI
- Conductor vs Letta
- Conductor vs mini-swe-agent
- Conductor vs MiniMax Code
- Conductor vs Mistral Vibe CLI
- Conductor vs Muse Code
- Conductor vs OpenAI Agents API
- Conductor vs OpenAI Codex
- Conductor vs OpenCode
- Conductor vs OpenHands
- Conductor vs OpenMausBot
- Conductor vs Orca
- Conductor vs Paseo
- Conductor vs Prime Agent
- Conductor vs Qoder CLI
- Conductor vs Qwen Code
- Conductor vs Mirror CLI
- Conductor vs Rovo Dev CLI
- Conductor vs Sculptor
- 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 Pi
- Cursor CLI vs Pi
- DeepSeek Harness (dsh) vs Pi
- dsh-superagent (DeepSeek) vs Pi
- Devin vs Pi
- Droid CLI vs Pi
- Pi vs Emdash
- Pi vs Gemini CLI
- Pi vs GitHub Copilot CLI
- Pi vs goose
- Pi vs Harness²
- Pi vs HarnessRouter
- Pi vs Jules
- Pi vs Junie CLI
- Pi vs Kilo Code CLI
- Pi vs Kimi Code CLI
- Pi vs Kiro CLI
- Pi vs Letta
- Pi vs mini-swe-agent
- Pi vs MiniMax Code
- Pi vs Mistral Vibe CLI
- Pi vs Muse Code
- Pi vs OpenAI Agents API
- Pi vs OpenAI Codex
- Pi vs OpenCode
- Pi vs OpenHands
- Pi vs OpenMausBot
- Pi vs Orca
- Pi vs Paseo
- Pi vs Prime Agent
- Pi vs Qoder CLI
- Pi vs Qwen Code
- Pi vs Mirror CLI
- Pi vs Rovo Dev CLI
- Pi vs Sculptor
- Pi vs T3 Code
- Pi vs Traycer
- Pi vs Unstoppable
- Pi vs Verdent
- Pi vs Vibe-Trading
- Pi 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-earendil-pi.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/conductor.json·/api/v1/tools/earendil-pi.json - From a terminal
anchor compare conductor earendil-pi(the CLI) - Over MCP
compare_tools {"a": "conductor", "b": "earendil-pi"}at/mcp, no key