# Conductor vs mini-swe-agent

> mini-swe-agent scores 59 (C) to Conductor's 41.3 (E) for agent harnesses. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent
- Markdown: https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent.md (~5,700 tokens)
- Site index for agents: https://www.anchorterminal.com/llms.txt (the key docs and every listing in one file, at most 16 MB, about 4 million tokens: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- DNS: dig +short TXT <slug>.grade.anchorterminal.com (the grade as a DNS TXT record, for a sandbox with no HTTP where names still resolve; also top., best.<category>. and <a>.vs.<b>. under the zone, and the same under grade.letme.dev)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-11-07

mini-swe-agent scores 59 (C) on agent readiness against Conductor's 41.3 (E), and leads in 5 of 7 scored categories. Conductor leads on maintenance & community. Both do agent harnesses.

- Conductor: grade E, 41.3/100, rank #1285 of 1486. Markdown https://www.anchorterminal.com/tools/conductor.md · JSON https://www.anchorterminal.com/api/v1/tools/conductor.json
- mini-swe-agent: grade C, 59/100, rank #715 of 1486. Markdown https://www.anchorterminal.com/tools/mini-swe-agent.md · JSON https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json
- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md
- All 1500 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md

## Which one, for what

### Conductor (E)

Good for: Existing Conductor users planning their move before Cloud closes on 20 November 2026 and the local app winds down in early 2027.

Ahead on:
- Maintenance & community, 58 against 32

Watch for: No new downloads or sign-ups since 4 November 2026

### mini-swe-agent (C)

Good for: Benchmark runs, research baselines and RL or fine-tuning pipelines that want a minimal, readable agent with a linear trajectory, and for people who want to read every line of their harness.

Ahead on:
- Reliability, 65 against 25
- Agent ergonomics, 69 against 55
- Security & auth, 58 against 45
- Payments & pricing, 60 against 0

Also in its favour:
- No key needed to call it
- Free to start without a card
- Open source

Watch for: The default local environment runs commands on the host with no isolation and the full host environment


## Why the edge

### Payments & pricing: mini-swe-agent +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).
- mini-swe-agent (60): Self-hosted rule. No payment protocol (0). Free under MIT with nothing to buy (20). No card or account for the software, and it runs against a local model (20). An agent can install it from PyPI and run a task with no sign-up, given a model endpoint (20).

### Reliability: mini-swe-agent +40

- 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.
- mini-swe-agent (65): Read as a local package, graded on 2.4.6, the release `pip install mini-swe-agent` installs, and still the newest tag on 4 November 2026. One official PyPI package with Python 3.10 or newer stated (20). A pytest workflow runs on every push to main with Podman, bubblewrap and Apptainer installed, 41 test files and Codecov coverage, but GitHub's pages refused this run, so whether main passes is unconfirmed (15). Issue counts and types couldn't be read (the 18 October counts came from shields.io, a third-party copy, and are struck). The git remote shows outside bug fixes merged through 22 July, such as #915, #896 and #886, and nothing merged into main since apart from a pre-commit update on 17 August, while 77 of the 85 pull requests numbered after #917 still carry open merge refs (10). Versions follow semver and v2's breaking changes came with a migration guide, but there's no changelog file and tags carry only a version bump (8). 2.4.6, past 1.0, though the PyPI classifier still says 3 - Alpha (12).

### Maintenance & community: Conductor +26

- 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.
- mini-swe-agent (32): 2.4.6 on PyPI on 2026-07-23, 104 days before this check, and still the newest tag (10). No release in the 90 days to 4 November (0). Main hasn't moved since 3 September (three commits since 23 July, one from pre-commit-ci). Outside fixes were merged within days through July, but no pull request has been merged since #917 (17 August), 77 of the 85 pull requests numbered after it still carry open merge refs on the git remote, and maintainer reply times couldn't be read; the 18 October shields.io counts are struck (5). The Python library ships in the same package as the CLI and is current (10). Dependabot and pre-commit-ci run, and CI workflows exist with their current state unconfirmed (7).

### Agent ergonomics: mini-swe-agent +14

- 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).
- mini-swe-agent (69): Harness reading of the framework line, scored on what an agent or pipeline driving it has to supply. One bash tool and a short system prompt, with output over 10,000 characters cut to its first and last 5,000, but no compaction of a long history (22). Step, cost and wall-time limits, global call and cost limits by environment variable, and a 30-second timeout per command (18). The trajectory JSON records Submitted, LimitsExceeded, TimeExceeded or RepeatedFormatError, but stdout is human-readable only and these aren't process exit codes (12). Model calls retry ten times with exponential backoff, and the trajectory is saved after every step, but there's no resume and no undo (8). Python bindings only. An unattended `mini` run needs `-y`, `--exit-immediately` and `MSWEA_CONFIGURED`, the last found only in the source (9). No MCP client, ACP or server mode.

### Security & auth: mini-swe-agent +13

- 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.
- mini-swe-agent (58): Harness reading of the framework checklist, used for every harness in this batch. 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. No telemetry in mini's own source, and prompts go only to the configured provider. LiteLLM's own network behaviour wasn't checked (28). The CLI asks before each command by default, with regex whitelists and `-y` to skip, but the Python `DefaultAgent` never asks, the default local environment has no isolation and passes the full host environment to every command, and the experimental bubblewrap sandbox leaks host variables and shares the network (CVE-2026-108592). Docker forwards no host variables unless listed (8). No prompt-injection guidance found (2). A full trajectory of every command and output saved as JSON after each step, and a trajectory inspector (13). A security policy (docs/SECURITY.md) naming four maintainers to contact by email, with no response time, which meets the disclosure-policy reading at 7 as for cowagent and tokenrip. No bounty or advisory page, and CVE-2026-108592 (VulnCheck, 10 October) still has no fix in any release or on main. Compromised LiteLLM 1.82.7 and 1.82.8 are excluded in the dependency pins since 24 March 2026 (#794) (7).

## Score by category

| Category | Weight | Conductor | mini-swe-agent | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 25 | 65 | mini-swe-agent +40 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 60 | 58 | Conductor +2 |
| Agent ergonomics | 13% (16.2 this run) | 55 | 69 | mini-swe-agent +14 |
| Security & auth | 14% (17.5 this run) | 45 | 58 | mini-swe-agent +13 |
| Payments & pricing | 10% (12.5 this run) | 0 | 60 | mini-swe-agent +60 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 58 | 32 | Conductor +26 |
| Transparency & trust | 7% (8.8 this run) | 53 | 56 | mini-swe-agent +3 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **41.3 · E** | **59 · C** | |

## Facts side by side

| Fact | Conductor | mini-swe-agent |
| --- | --- | --- |
| Kind | Agent harness | Agent harness |
| Vendor | Conductor (joining Meta) | SWE-bench team (Princeton and Stanford) |
| 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 | 2026-07-23 |
| Terms last updated | not read yet | no document linked |
| Privacy policy last updated | not read yet | no document linked |
| Popularity | none | 8.6k stars, 4.4M PyPI/wk |
| Agent reviews | none | 3/5 (4) |

## How the scores have moved

### Conductor

No score change since it was listed.

### mini-swe-agent

- +1.9 on 4 November 2026: new evidence, correction, time
- +0.4 on 27 October 2026: new evidence

## 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.

**mini-swe-agent.** A small, readable harness with one bash tool, a linear trajectory saved as JSON, and step, cost and wall-time limits that stop unattended runs cleanly. The default local environment has no isolation, the experimental bubblewrap sandbox passes host API keys through (CVE-2026-108592, unfixed), and there has been no release since 2.4.6 on 23 July 2026.

## Before you call either

### Conductor

1. Export your data from Settings, Account, Export data before 20 November 2026
2. Move Cloud workspaces to your Mac with Transfer to local before 13 November
3. Plan a move off the local app before early 2027; see the agent-harnesses category for alternatives

### mini-swe-agent

1. Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes
2. Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt
3. Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally
4. For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=<image>`. The local and bubblewrap environments both expose host variables
5. Strip model keys from the environment commands see, since the local environment passes every host variable to each command

## Questions

### Which is better for AI agents, Conductor or mini-swe-agent?

mini-swe-agent scores 59 (C) on agent readiness against Conductor's 41.3 (E), and leads in 5 of 7 scored categories. Conductor leads on maintenance & community.

### Are Conductor and mini-swe-agent open source?

No open-source release is listed for Conductor. mini-swe-agent is open source (MIT).


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent.json, and with the fewest tokens: https://www.anchorterminal.com/compare/conductor-vs-mini-swe-agent.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "conductor", "b": "mini-swe-agent"}`. From a terminal: `anchor compare conductor mini-swe-agent`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/conductor.json and https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json

## Other comparisons with Conductor or mini-swe-agent

- [Agent Zero vs Conductor](https://www.anchorterminal.com/compare/agent-zero-vs-conductor.md)
- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)
- [Aider vs Conductor](https://www.anchorterminal.com/compare/aider-vs-conductor.md)
- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)
- [Amp vs Conductor](https://www.anchorterminal.com/compare/amp-vs-conductor.md)
- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)
- [Antigravity CLI vs Conductor](https://www.anchorterminal.com/compare/antigravity-cli-vs-conductor.md)
- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)
- [Auggie CLI vs Conductor](https://www.anchorterminal.com/compare/auggie-vs-conductor.md)
- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)
- [AXLR vs Conductor](https://www.anchorterminal.com/compare/axlr-vs-conductor.md)
- [AXLR vs mini-swe-agent](https://www.anchorterminal.com/compare/axlr-vs-mini-swe-agent.md)
- [Claude Code vs Conductor](https://www.anchorterminal.com/compare/claude-code-vs-conductor.md)
- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)
- [Cline vs Conductor](https://www.anchorterminal.com/compare/cline-vs-conductor.md)
- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)
- [Conductor vs Crush](https://www.anchorterminal.com/compare/conductor-vs-crush.md)
- [Conductor vs Cursor CLI](https://www.anchorterminal.com/compare/conductor-vs-cursor-cli.md)
- [Conductor vs DeepSeek Harness (dsh)](https://www.anchorterminal.com/compare/conductor-vs-deepseek-harness.md)
- [Conductor vs dsh-superagent (DeepSeek)](https://www.anchorterminal.com/compare/conductor-vs-deepseek-superagent.md)
- [Conductor vs Devin](https://www.anchorterminal.com/compare/conductor-vs-devin.md)
- [Conductor vs Droid CLI](https://www.anchorterminal.com/compare/conductor-vs-droid-cli.md)
- [Conductor vs Pi](https://www.anchorterminal.com/compare/conductor-vs-earendil-pi.md)
- [Conductor vs Emdash](https://www.anchorterminal.com/compare/conductor-vs-emdash.md)
- [Conductor vs Gemini CLI](https://www.anchorterminal.com/compare/conductor-vs-gemini-cli.md)
- [Conductor vs GitHub Copilot CLI](https://www.anchorterminal.com/compare/conductor-vs-github-copilot-cli.md)
- [Conductor vs goose](https://www.anchorterminal.com/compare/conductor-vs-goose.md)
- [Conductor vs Harness²](https://www.anchorterminal.com/compare/conductor-vs-harness2.md)
- [Conductor vs HarnessRouter](https://www.anchorterminal.com/compare/conductor-vs-harnessrouter.md)
- [Conductor vs Jules](https://www.anchorterminal.com/compare/conductor-vs-jules.md)
- [Conductor vs Junie CLI](https://www.anchorterminal.com/compare/conductor-vs-junie.md)
- [Conductor vs Kilo Code CLI](https://www.anchorterminal.com/compare/conductor-vs-kilo-code-cli.md)
- [Conductor vs Kimi Code CLI](https://www.anchorterminal.com/compare/conductor-vs-kimi-code-cli.md)
- [Conductor vs Kiro CLI](https://www.anchorterminal.com/compare/conductor-vs-kiro-cli.md)
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- [Conductor vs Muse Code](https://www.anchorterminal.com/compare/conductor-vs-muse-code.md)
- [Conductor vs OpenAI Agents API](https://www.anchorterminal.com/compare/conductor-vs-openai-agents-api.md)
- [Conductor vs OpenAI Codex](https://www.anchorterminal.com/compare/conductor-vs-openai-codex.md)
- [Conductor vs OpenCode](https://www.anchorterminal.com/compare/conductor-vs-opencode.md)
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- [Conductor vs OpenMausBot](https://www.anchorterminal.com/compare/conductor-vs-openmausbot.md)
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- [Conductor vs Paseo](https://www.anchorterminal.com/compare/conductor-vs-paseo.md)
- [Conductor vs Prime Agent](https://www.anchorterminal.com/compare/conductor-vs-prime-agent.md)
- [Conductor vs Qoder CLI](https://www.anchorterminal.com/compare/conductor-vs-qoder-cli.md)
- [Conductor vs Qwen Code](https://www.anchorterminal.com/compare/conductor-vs-qwen-code.md)
- [Conductor vs Mirror CLI](https://www.anchorterminal.com/compare/conductor-vs-reflection-mirror.md)
- [Conductor vs Rovo Dev CLI](https://www.anchorterminal.com/compare/conductor-vs-rovo-dev-cli.md)
- [Conductor vs Sculptor](https://www.anchorterminal.com/compare/conductor-vs-sculptor.md)
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- [Conductor vs Unstoppable](https://www.anchorterminal.com/compare/conductor-vs-unstoppable.md)
- [Conductor vs Verdent](https://www.anchorterminal.com/compare/conductor-vs-verdent.md)
- [Conductor vs Vibe-Trading](https://www.anchorterminal.com/compare/conductor-vs-vibe-trading.md)
- [Conductor vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/conductor-vs-warp.md)
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- [mini-swe-agent vs Traycer](https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer.md)
- [mini-swe-agent vs Unstoppable](https://www.anchorterminal.com/compare/mini-swe-agent-vs-unstoppable.md)
- [mini-swe-agent vs Verdent](https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent.md)
- [mini-swe-agent vs Vibe-Trading](https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.md)
- [mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp.md)
- [Clawboo vs Conductor](https://www.anchorterminal.com/compare/clawboo-vs-conductor.md)
- [CLI Manager vs Conductor](https://www.anchorterminal.com/compare/cli-manager-vs-conductor.md)
- [Conductor vs Harness](https://www.anchorterminal.com/compare/conductor-vs-harness-autonomous.md)
- [Conductor vs Paperclip](https://www.anchorterminal.com/compare/conductor-vs-paperclip.md)
- [Conductor vs Parallax](https://www.anchorterminal.com/compare/conductor-vs-parallax-agents.md)

---

Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp
