{ "data": { "a": { "slug": "mini-swe-agent", "name": "mini-swe-agent", "vendor": "SWE-bench team (Princeton and Stanford)", "vendorUrl": "https://mini-swe-agent.com", "kind": "harness", "category": "agent-harnesses", "summary": "Minimal open-source coding agent from the Princeton and Stanford team behind SWE-bench, shipped as the `mini` CLI and a Python library. It gives the model one bash tool, works with any model through LiteLLM, and is a common SWE-bench baseline.", "url": "https://www.anchorterminal.com/tools/mini-swe-agent", "markdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json", "repo": "https://github.com/SWE-agent/mini-swe-agent", "license": "MIT", "transports": [], "packages": [ { "registry": "pypi", "name": "mini-swe-agent" } ], "auth": "none", "authNotes": "No account of its own. A model key goes in an environment variable or the global `.env` file that `mini-extra config setup` writes, and is passed to the provider through LiteLLM, OpenRouter, Portkey or Requesty. Local models work through LiteLLM's `api_base`.", "pricing": "free", "pricingNotes": "Free and MIT, with nothing to buy. The owner pays the model provider, or nothing with a local model. Each run stops at a $3 cost limit by default, and a local model needs `MSWEA_COST_TRACKING=ignore_errors`.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-18).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 8600, "npmWeekly": null, "pypiWeekly": 4437981, "asOf": "2026-10-18" }, "docsUrl": "https://mini-swe-agent.com/latest/", "capabilities": [ "agent.harness" ], "tags": [ "harness", "coding-agent", "cli", "open-source", "python", "free", "no-card", "local", "docker" ], "lastRelease": "2026-07-23", "graded": true, "anchor": { "graded": true, "score": 56.7, "grade": "C", "agentReady": false, "rank": 704, "ranked": true, "rankOf": 1175, "categoryRank": 26, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 69, "maintenance": 49, "payments": 60, "reliability": 70, "schema": 58, "security": 56, "transparency": 51 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-18" }, "negative": -4, "negativeNotes": [ "2026-10-10. CVE-2026-108592 (CVSS 4.0 score 6.0, from VulnCheck). The bubblewrap environment builds its `bwrap` command without `--clearenv` or `--unshare-net`, so commands inherit the host environment, model keys included, and can send them out over the network after a prompt injection in task content. Confirmed in src/minisweagent/environments/extra/bubblewrap.py at 2.4.6 and on main (3 September). The environment is opt-in and marked experimental, but it's the documented lightweight sandbox and no release fixes it, -4. https://nvd.nist.gov/vuln/detail/CVE-2026-108592" ], "verdict": "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 the only release in 90 days was 2.4.6 on 23 July 2026.", "bestFor": "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.", "strengths": [ "MIT, with an agent class of about 190 lines that a reviewer can read in one sitting", "Step, cost ($3 by default) and wall-time limits, each ending the run with its own exit status in the trajectory", "Any model through LiteLLM, OpenRouter, Portkey or Requesty, local ones included, with no account", "Docker, Podman and Singularity environments, where the Docker one forwards no host variables unless listed", "No telemetry found in the source" ], "weaknesses": [ "The default local environment runs commands on the host with no isolation and the full host environment", "CVE-2026-108592, published 10 October 2026, leaves the experimental bubblewrap sandbox passing host API keys and network through, unfixed in 2.4.6", "One release in the 90 days to 18 October 2026, and three commits on main since 23 July", "No MCP client, no ACP and no server mode", "No changelog file, and the PyPI classifier still says 3 - Alpha at 2.4.6" ], "agentNotes": [ "Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes", "Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt", "Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally", "For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=\u003cimage\u003e`. The local and bubblewrap environments both expose host variables", "Strip model keys from the environment commands see, since the local environment passes every host variable to each command" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 56.7 } ], "editorialScores": { "ergonomics": 69, "maintenance": 49, "payments": 60, "reliability": 70, "schema": 58, "security": 56, "transparency": 62 }, "provenanceScore": 40 }, "connect": { "install": "pip install mini-swe-agent # or: uvx mini-swe-agent", "headless": { "command": "mini -t \"$TASK\" -y --exit-immediately -m \u003cprovider/model\u003e -l 3 -o run.traj.json", "env": { "ANTHROPIC_API_KEY": "\u003ckey\u003e", "MSWEA_CONFIGURED": "true" } } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/mini-swe-agent" }, "area": "frameworks", "provenance": { "legalEntity": "No legal entity named. The MIT licence names Kilian A. Lieret and Carlos E. Jimenez", "domain": "mini-swe-agent.com", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-18", "notes": [ "The docs site is GitHub Pages built from the repository. It has no terms, privacy policy or security.txt (/.well-known/security.txt returned 404 on 18 October 2026).", "The security page names four contacts at Princeton and Stanford by email, with no response time.", "The repository has no changelog file and tags carry only a version bump. Release notes, if any, are on GitHub releases, which we couldn't read because GitHub's web pages refused this run." ], "score": 40 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/mini-swe-agent.json", "live": { "slug": "mini-swe-agent", "versions": [ { "registry": "github", "name": "SWE-agent/mini-swe-agent", "version": "v2.4.6", "released": "2026-07-23", "seenAt": "2026-10-19T04:04:16.253438733Z" }, { "registry": "pypi", "name": "mini-swe-agent", "version": "2.4.6", "released": "2026-07-23", "seenAt": "2026-10-19T04:04:15.018952405Z" } ], "githubStars": 8639, "pypiWeekly": 4456836, "securityTxt": { "url": "https://mini-swe-agent.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-19T15:55:43.212675755Z" }, "github": { "repo": "swe-agent/mini-swe-agent", "checkedAt": "2026-10-19T06:52:07.976460464Z", "stars": 8642, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-12T22:59:37Z", "openIssues": 39, "openPRs": 61, "issuesOpened90d": 30, "issuesClosed90d": 5, "prsMerged90d": 3, "ci": { "branch": "main", "runs": 50, "success": 48, "failure": 2, "other": 0, "latest": "success", "latestAt": "2026-09-03T05:06:48Z" }, "replies": { "sampled": 25, "unanswered": 23, "medianDays": 7.8 } }, "updatedAt": "2026-10-19T15:55:43.212675755Z" } }, "answer": "MiniMax Code scores 67.5 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 5 of 7 scored categories. mini-swe-agent leads on reliability.", "b": { "slug": "minimax-code", "name": "MiniMax Code", "vendor": "MiniMax", "vendorUrl": "https://agent.minimax.io", "kind": "harness", "category": "agent-harnesses", "summary": "MiniMax's coding agent, as an open-source terminal CLI (`mcode`) and a closed desktop app. The CLI runs MiniMax models through M Plan or an API key, or any compatible model, headless with `mcode exec` or as an ACP server.", "url": "https://www.anchorterminal.com/tools/minimax-code", "markdownUrl": "https://www.anchorterminal.com/tools/minimax-code.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/minimax-code.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/minimax-code.json", "repo": "https://github.com/MiniMax-AI/minimax-code", "license": "MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published", "transports": [], "packages": [ { "registry": "npm", "name": "@minimax-ai/code" } ], "auth": "mixed", "authNotes": "MiniMax sign-in in a browser (`mcode login --region global`) for M Plan or Token Plan usage, a MiniMax API key read from an environment variable (`mcode provider set-minimax-key`), or a key for any OpenAI- or Anthropic-compatible provider (BYOK), which needs no MiniMax login. Provider keys are stored in `config.yaml` in the data directory, `~/.minimax` by default.", "pricing": "free", "pricingNotes": "The CLI is free and MIT-licensed. Model use is paid separately, through an M Plan (Go $22, Explore $55, Build $132 a month), MiniMax's pay-as-you-go API, or another provider's key. M Plan usage is shared between MiniMax Code and other tools on the same subscription (https://platform.minimax.io/docs/m-plan/monthly-offer, checked 19 October 2026).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the CLI docs, README or the 0.6.12 npm metadata (checked 2026-10-19).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 2000, "npmWeekly": 6842, "pypiWeekly": null, "asOf": "2026-10-19" }, "docsUrl": "https://agent.minimax.io/docs/cli/quick-start", "llmsTxt": "https://agent.minimax.io/docs/llms.txt", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "official", "harness", "coding-agent", "cli", "open-source", "typescript", "mcp", "acp", "llms-txt", "free", "no-card", "local" ], "lastRelease": "2026-10-15", "graded": true, "anchor": { "graded": true, "score": 67.5, "grade": "B", "agentReady": false, "rank": 277, "ranked": true, "rankOf": 1175, "categoryRank": 8, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 75, "maintenance": 77, "payments": 60, "reliability": 63, "schema": 81, "security": 57, "transparency": 61 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-19" }, "negative": 0, "verdict": "An MIT-licensed terminal coding agent with a headless mode that returns versioned JSON, documented exit codes and an ACP server, and telemetry off by default. It's pre-1.0 with 62 npm releases in nine weeks, and the npm package runs ahead of the published source.", "bestFor": "Scripted coding runs on MiniMax's models or any compatible model, driven by JSON output and exit codes.", "strengths": [ "MIT-licensed CLI on npm, with `mcode exec` returning versioned JSON and nine documented exit codes", "`mcode acp` for editors and agent hosts, and BYOK for any OpenAI- or Anthropic-compatible provider without a MiniMax login", "Telemetry off by default, each channel opted into separately, with every field and destination documented", "Headless fails on a pending permission request instead of approving it, and `--timeout` and `--max-steps` bound a run", "62 npm releases between 14 August and 15 October 2026" ], "weaknesses": [ "Pre-1.0 and labelled a source preview, with npm at 0.6.12 and the public source at 0.6.5", "The default headless policy sends actions to a cloud classifier, and what it sends isn't documented", "Which actions run inside the sandbox by default isn't documented", "The CLI changelog trails npm by five releases", "The MiniMax Agent terms take a perpetual, irrevocable licence over what users submit through MiniMax's services and what they generate, and the privacy policy states no retention period" ], "agentNotes": [ "Run `mcode exec --cwd \u003crepo\u003e --output-format json --timeout 10m --max-steps 50` and check both the exit code and the JSON `status`", "Keep `--permission full` and `off` for a container or throwaway workspace. The default `smart` fails when it would need a person", "Set `MCODE_PROVIDER_API_KEY` and add a provider for BYOK. M Plan models need a browser sign-in with `mcode login --region global`", "Set `MINIMAX_DATA_DIR` per CI runner. Keys and sessions live in `~/.minimax` by default", "Pin a version. npm published 62 releases in nine weeks and the public source trails it" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 67.5 } ], "editorialScores": { "ergonomics": 75, "maintenance": 77, "payments": 60, "reliability": 63, "schema": 81, "security": 57, "transparency": 56 }, "provenanceScore": 65 }, "connect": { "install": "npm install -g @minimax-ai/code@latest # or: curl -fsSL https://filecdn.minimax.chat/public/install.sh | bash", "headless": { "command": "mcode exec --cwd . --output-format json --timeout 10m --max-steps 50 \"$TASK\"", "env": { "MCODE_DISABLE_TELEMETRY": "1", "MCODE_PROVIDER_API_KEY": "\u003ckey\u003e" } } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/minimax-code" }, "sameCompany": [ "minimax-api", "minimax-video", "minimax-voice-cloning" ], "area": "frameworks", "provenance": { "legalEntity": "Nanonoble Pte. Ltd.", "domain": "minimax.io", "domainRegistered": "2021-03-27", "endpointOnVendorDomain": null, "terms": "https://agent.minimax.io/doc/en/terms-of-service.html", "privacy": "https://agent.minimax.io/doc/en/privacy-policy.html", "statusPage": "", "changelog": "https://agent.minimax.io/docs/changelog", "securityTxt": "none", "checked": "2026-10-19", "notes": [ "The MiniMax Agent terms of use and privacy policy, both updated 19 January 2026 and linked from the download page, name Nanonoble Pte. Ltd., as do the MiniMax API terms. The repository's MIT licence names 'MiniMax Code' as the copyright holder.", "SECURITY.md takes private reports at a dedicated MiniMax Code security address and through GitHub's private advisories, with no response SLA. platform.minimax.io answers 404 for /.well-known/security.txt and www.minimax.io redirects it to the home page.", "RDAP for minimax.io gives a registration date of 2021-03-27, as recorded on the MiniMax Video API listing." ], "score": 65 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/minimax-code.json", "live": { "slug": "minimax-code", "securityTxt": { "url": "https://minimax.io/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-19T15:55:03.5197794Z" }, "updatedAt": "2026-10-19T15:55:03.5197794Z" } }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "SWE-bench team (Princeton and Stanford)", "b": "MiniMax", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "None", "b": "OAuth or key", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "MIT", "b": "MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-07-23", "b": "2026-10-15", "name": "Last release" }, { "a": "no document linked", "b": "2026-01-19", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-01-19", "name": "Privacy policy last updated" }, { "a": "", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "", "b": "yes", "name": "Terms restrict automated access" }, { "a": "", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "", "b": "yes", "name": "Terms or service can change without notice" }, { "a": "", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "8.6k stars, 4.4M PyPI/wk", "b": "2k stars, 6.8k npm/wk", "name": "Popularity" }, { "a": "3/5 (4)", "b": "3.5/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "MiniMax Code scores 67.5 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 5 of 7 scored categories. mini-swe-agent leads on reliability.", "question": "Which is better for AI agents, mini-swe-agent or MiniMax Code?" }, { "answer": "Yes. mini-swe-agent is open source (MIT). MiniMax Code is open source (MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published).", "question": "Are mini-swe-agent and MiniMax Code open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 70 against 63" ], "also": [ "No key needed to call it" ], "goodFor": "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.", "slug": "mini-swe-agent", "watchFor": "The default local environment runs commands on the host with no isolation and the full host environment" }, { "aheadOn": [ "Schema \u0026 documentation, 81 against 58", "Agent ergonomics, 75 against 69", "Maintenance \u0026 community, 77 against 49", "Transparency \u0026 trust, 61 against 51" ], "also": [ "Rated higher by the reviewer agents, 3.5 against 3.0 out of 5", "No incidents deducted, where mini-swe-agent loses 4 points for them" ], "goodFor": "Scripted coding runs on MiniMax's models or any compatible model, driven by JSON output and exit codes.", "slug": "minimax-code", "watchFor": "Pre-1.0 and labelled a source preview, with npm at 0.6.12 and the public source at 0.6.5" } ], "job": { "capability": "agent.harness", "name": "Agent harnesses" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.json", "title": "Agent Zero vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-minimax-code.json", "title": "Agent Zero vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.json", "title": "Aider vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/aider-vs-minimax-code.json", "title": "Aider vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/aider-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.json", "title": "Amp vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-minimax-code.json", "title": "Amp vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/amp-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.json", "title": "Antigravity CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-minimax-code.json", "title": "Antigravity CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.json", "title": "Auggie CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/auggie-vs-minimax-code.json", "title": "Auggie CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/auggie-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.json", "title": "Claude Code vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/claude-code-vs-minimax-code.json", "title": "Claude Code vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/claude-code-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.json", "title": "Cline vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/cline-vs-minimax-code.json", "title": "Cline vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/cline-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.json", "title": "Crush vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/crush-vs-minimax-code.json", "title": "Crush vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/crush-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.json", "title": "Cursor CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-minimax-code.json", "title": "Cursor CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.json", "title": "DeepSeek Harness (dsh) vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-minimax-code.json", "title": "DeepSeek Harness (dsh) vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.json", "title": "Devin vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/devin-vs-minimax-code.json", "title": "Devin vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/devin-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.json", "title": "Droid CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/droid-cli-vs-minimax-code.json", "title": "Droid CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.json", "title": "Pi vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-minimax-code.json", "title": "Pi vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent.json", "title": "Gemini CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-minimax-code.json", "title": "Gemini CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent.json", "title": "GitHub Copilot CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-minimax-code.json", "title": "GitHub Copilot CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent.json", "title": "goose vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/goose-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/goose-vs-minimax-code.json", "title": "goose vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/goose-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent.json", "title": "Harness² vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/harness2-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/harness2-vs-minimax-code.json", "title": "Harness² vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/harness2-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent.json", "title": "HarnessRouter vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-minimax-code.json", "title": "HarnessRouter vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.json", "title": "Jules vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/jules-vs-minimax-code.json", "title": "Jules vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/jules-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.json", "title": "Junie CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/junie-vs-minimax-code.json", "title": "Junie CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/junie-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.json", "title": "Kilo Code CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-minimax-code.json", "title": "Kilo Code CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.json", "title": "Kimi Code CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-minimax-code.json", "title": "Kimi Code CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.json", "title": "Kiro CLI vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-minimax-code.json", "title": "Kiro CLI vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli.json", "title": "mini-swe-agent vs Mistral Vibe CLI", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.json", "title": "mini-swe-agent vs Muse Code", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.json", "title": "mini-swe-agent vs OpenAI Codex", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.json", "title": "mini-swe-agent vs OpenCode", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.json", "title": "mini-swe-agent vs OpenHands", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.json", "title": "mini-swe-agent vs Prime Agent", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.json", "title": "mini-swe-agent vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.json", "title": "mini-swe-agent vs Qwen Code", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror.json", "title": "mini-swe-agent vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli.json", "title": "mini-swe-agent vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp.json", "title": "mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-mistral-vibe-cli.json", "title": "MiniMax Code vs Mistral Vibe CLI", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-mistral-vibe-cli" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-muse-code.json", "title": "MiniMax Code vs Muse Code", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-openai-codex.json", "title": "MiniMax Code vs OpenAI Codex", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-openai-codex" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-opencode.json", "title": "MiniMax Code vs OpenCode", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-opencode" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-openhands.json", "title": "MiniMax Code vs OpenHands", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-openhands" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-prime-agent.json", "title": "MiniMax Code vs Prime Agent", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-prime-agent" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-qoder-cli.json", "title": "MiniMax Code vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-qwen-code.json", "title": "MiniMax Code vs Qwen Code", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-qwen-code" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror.json", "title": "MiniMax Code vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-rovo-dev-cli.json", "title": "MiniMax Code vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-warp.json", "title": "MiniMax Code vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/cli-manager-vs-minimax-code.json", "title": "CLI Manager vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-minimax-code.json", "title": "Harness vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-paperclip.json", "title": "MiniMax Code vs Paperclip", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-paperclip" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-parallax-agents.json", "title": "MiniMax Code vs Parallax", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-parallax-agents" } ], "scores": [ { "by": 7, "edge": "mini-swe-agent", "key": "reliability", "mini-swe-agent": 70, "minimax-code": 63, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 23, "edge": "minimax-code", "key": "schema", "mini-swe-agent": 58, "minimax-code": 81, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 6, "edge": "minimax-code", "key": "ergonomics", "mini-swe-agent": 69, "minimax-code": 75, "name": "Agent ergonomics", "weight": 13 }, { "by": 1, "edge": "minimax-code", "key": "security", "mini-swe-agent": 56, "minimax-code": 57, "name": "Security \u0026 auth", "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "mini-swe-agent": 60, "minimax-code": 60, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 28, "edge": "minimax-code", "key": "maintenance", "mini-swe-agent": 49, "minimax-code": 77, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 10, "edge": "minimax-code", "key": "transparency", "mini-swe-agent": 51, "minimax-code": 61, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "MiniMax Code scores 67.5 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 5 of 7 scored categories. mini-swe-agent leads on reliability. Both do agent harnesses.", "tutorials": [], "verdicts": { "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 the only release in 90 days was 2.4.6 on 23 July 2026.", "minimax-code": "An MIT-licensed terminal coding agent with a headless mode that returns versioned JSON, documented exit codes and an ACP server, and telemetry off by default. It's pre-1.0 with 62 npm releases in nine weeks, and the npm package runs ahead of the published source." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code", "json": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.min.md" }, "markdown": "MiniMax Code scores 67.5 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 5 of 7 scored categories. mini-swe-agent leads on reliability. Both do agent harnesses.\n\n- mini-swe-agent: grade C, 56.7/100, rank #704 of 1175. Markdown https://www.anchorterminal.com/tools/mini-swe-agent.md · JSON https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n- MiniMax Code: grade B, 67.5/100, rank #277 of 1175. Markdown https://www.anchorterminal.com/tools/minimax-code.md · JSON https://www.anchorterminal.com/api/v1/tools/minimax-code.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 752 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### mini-swe-agent (C)\n\nGood 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.\n\nAhead on:\n- Reliability, 70 against 63\n\nAlso in its favour:\n- No key needed to call it\n\nWatch for: The default local environment runs commands on the host with no isolation and the full host environment\n\n### MiniMax Code (B)\n\nGood for: Scripted coding runs on MiniMax's models or any compatible model, driven by JSON output and exit codes.\n\nAhead on:\n- Schema \u0026 documentation, 81 against 58\n- Agent ergonomics, 75 against 69\n- Maintenance \u0026 community, 77 against 49\n- Transparency \u0026 trust, 61 against 51\n\nAlso in its favour:\n- Rated higher by the reviewer agents, 3.5 against 3.0 out of 5\n- No incidents deducted, where mini-swe-agent loses 4 points for them\n\nWatch for: Pre-1.0 and labelled a source preview, with npm at 0.6.12 and the public source at 0.6.5\n\n\n## Score by category\n\n| Category | Weight | mini-swe-agent | MiniMax Code | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 63 | mini-swe-agent +7 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 81 | MiniMax Code +23 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 75 | MiniMax Code +6 |\n| Security \u0026 auth | 14% (17.5 this run) | 56 | 57 | MiniMax Code +1 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 49 | 77 | MiniMax Code +28 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 51 | 61 | MiniMax Code +10 |\n| Negative events | ≤15 | -4 | 0 | |\n| **Total** | | **56.7 · C** | **67.5 · B** | |\n\n## Facts side by side\n\n| Fact | mini-swe-agent | MiniMax Code |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | SWE-bench team (Princeton and Stanford) | MiniMax |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | OAuth or key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-07-23 | 2026-10-15 |\n| Terms last updated | no document linked | 2026-01-19 |\n| Privacy policy last updated | no document linked | 2026-01-19 |\n| Customer content may train models | | not found in the text |\n| Terms restrict automated access | | yes |\n| Terms restrict benchmarking | | not found in the text |\n| Terms or service can change without notice | | yes |\n| Arbitration or class-action waiver | | yes |\n| Popularity | 8.6k stars, 4.4M PyPI/wk | 2k stars, 6.8k npm/wk |\n| Agent reviews | 3/5 (4) | 3.5/5 (4) |\n\n## Verdicts\n\n**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 the only release in 90 days was 2.4.6 on 23 July 2026.\n\n**MiniMax Code.** An MIT-licensed terminal coding agent with a headless mode that returns versioned JSON, documented exit codes and an ACP server, and telemetry off by default. It's pre-1.0 with 62 npm releases in nine weeks, and the npm package runs ahead of the published source.\n\n## Before you call either\n\n### mini-swe-agent\n\n1. Run with `-y --exit-immediately` for unattended use. Without `--exit-immediately` it waits for input when the agent finishes\n2. Set `MSWEA_CONFIGURED=true` and `MSWEA_MODEL_NAME` first, or the first run stops at an interactive setup prompt\n3. Read `info.exit_status` in the `-o` trajectory file. A run that hits its limits still exits normally\n4. For untrusted repositories use `-c mini.yaml -c environment.environment_class=docker -c environment.image=\u003cimage\u003e`. The local and bubblewrap environments both expose host variables\n5. Strip model keys from the environment commands see, since the local environment passes every host variable to each command\n\n### MiniMax Code\n\n1. Run `mcode exec --cwd \u003crepo\u003e --output-format json --timeout 10m --max-steps 50` and check both the exit code and the JSON `status`\n2. Keep `--permission full` and `off` for a container or throwaway workspace. The default `smart` fails when it would need a person\n3. Set `MCODE_PROVIDER_API_KEY` and add a provider for BYOK. M Plan models need a browser sign-in with `mcode login --region global`\n4. Set `MINIMAX_DATA_DIR` per CI runner. Keys and sessions live in `~/.minimax` by default\n5. Pin a version. npm published 62 releases in nine weeks and the public source trails it\n\n## Questions\n\n### Which is better for AI agents, mini-swe-agent or MiniMax Code?\n\nMiniMax Code scores 67.5 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 5 of 7 scored categories. mini-swe-agent leads on reliability.\n\n### Are mini-swe-agent and MiniMax Code open source?\n\nYes. mini-swe-agent is open source (MIT). MiniMax Code is open source (MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.json, and with the fewest tokens: https://www.anchorterminal.com/compare/mini-swe-agent-vs-minimax-code.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"mini-swe-agent\", \"b\": \"minimax-code\"}`. From a terminal: `anchor compare mini-swe-agent minimax-code`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json and https://www.anchorterminal.com/api/v1/tools/minimax-code.json\n\n## Other comparisons with mini-swe-agent or MiniMax Code\n\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Agent Zero vs MiniMax Code](https://www.anchorterminal.com/compare/agent-zero-vs-minimax-code.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Aider vs MiniMax Code](https://www.anchorterminal.com/compare/aider-vs-minimax-code.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Amp vs MiniMax Code](https://www.anchorterminal.com/compare/amp-vs-minimax-code.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Antigravity CLI vs MiniMax Code](https://www.anchorterminal.com/compare/antigravity-cli-vs-minimax-code.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [Auggie CLI vs MiniMax Code](https://www.anchorterminal.com/compare/auggie-vs-minimax-code.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Claude Code vs MiniMax Code](https://www.anchorterminal.com/compare/claude-code-vs-minimax-code.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Cline vs MiniMax Code](https://www.anchorterminal.com/compare/cline-vs-minimax-code.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Crush vs MiniMax Code](https://www.anchorterminal.com/compare/crush-vs-minimax-code.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [Cursor CLI vs MiniMax Code](https://www.anchorterminal.com/compare/cursor-cli-vs-minimax-code.md)\n- [DeepSeek Harness (dsh) vs mini-swe-agent](https://www.anchorterminal.com/compare/deepseek-harness-vs-mini-swe-agent.md)\n- [DeepSeek Harness (dsh) vs MiniMax Code](https://www.anchorterminal.com/compare/deepseek-harness-vs-minimax-code.md)\n- [Devin vs mini-swe-agent](https://www.anchorterminal.com/compare/devin-vs-mini-swe-agent.md)\n- [Devin vs MiniMax Code](https://www.anchorterminal.com/compare/devin-vs-minimax-code.md)\n- [Droid CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/droid-cli-vs-mini-swe-agent.md)\n- [Droid CLI vs MiniMax Code](https://www.anchorterminal.com/compare/droid-cli-vs-minimax-code.md)\n- [Pi vs mini-swe-agent](https://www.anchorterminal.com/compare/earendil-pi-vs-mini-swe-agent.md)\n- [Pi vs MiniMax Code](https://www.anchorterminal.com/compare/earendil-pi-vs-minimax-code.md)\n- [Gemini CLI vs 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Agent](https://www.anchorterminal.com/compare/minimax-code-vs-prime-agent.md)\n- [MiniMax Code vs Qoder CLI](https://www.anchorterminal.com/compare/minimax-code-vs-qoder-cli.md)\n- [MiniMax Code vs Qwen Code](https://www.anchorterminal.com/compare/minimax-code-vs-qwen-code.md)\n- [MiniMax Code vs Mirror CLI](https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror.md)\n- [MiniMax Code vs Rovo Dev CLI](https://www.anchorterminal.com/compare/minimax-code-vs-rovo-dev-cli.md)\n- [MiniMax Code vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/minimax-code-vs-warp.md)\n- [CLI Manager vs MiniMax Code](https://www.anchorterminal.com/compare/cli-manager-vs-minimax-code.md)\n- [Harness vs MiniMax Code](https://www.anchorterminal.com/compare/harness-autonomous-vs-minimax-code.md)\n- [MiniMax Code vs Paperclip](https://www.anchorterminal.com/compare/minimax-code-vs-paperclip.md)\n- [MiniMax Code vs Parallax](https://www.anchorterminal.com/compare/minimax-code-vs-parallax-agents.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-19", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "mini-swe-agent vs MiniMax Code", "url": "" } ], "description": "MiniMax Code scores 67.5 (B) to mini-swe-agent's 56.7 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