{ "data": { "a": { "slug": "kimi-code-cli", "name": "Kimi Code CLI", "vendor": "Moonshot AI", "vendorUrl": "https://moonshotai.github.io/kimi-code/en/", "kind": "harness", "category": "agent-harnesses", "summary": "Open-source terminal coding agent from Moonshot AI that replaced the archived Python Kimi CLI. It runs Kimi, Anthropic, OpenAI or Gemini models, headless with `kimi -p`, as an ACP server, or behind a local REST server.", "url": "https://www.anchorterminal.com/tools/kimi-code-cli", "markdownUrl": "https://www.anchorterminal.com/tools/kimi-code-cli.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/kimi-code-cli.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/kimi-code-cli.json", "repo": "https://github.com/MoonshotAI/kimi-code", "license": "MIT", "transports": [], "packages": [ { "registry": "npm", "name": "@moonshot-ai/kimi-code" } ], "auth": "mixed", "authNotes": "Kimi Code OAuth (RFC 8628 device code through `/login` or `kimi login`) for a Kimi Code subscription, or a Kimi Platform API key. Anthropic, OpenAI, Gemini, Vertex AI and OpenAI-compatible providers take a key in `config.toml`. Provider keys in the shell are not read unless named through `api_key_env` or the `KIMI_MODEL_*` variables. OAuth tokens are stored in `~/.kimi-code/credentials/` with 0600 permissions.", "pricing": "free", "pricingNotes": "Free and MIT-licensed, with nothing to buy for the CLI. The owner pays the model provider. Kimi Platform API keys are billed pay-as-you-go per million tokens, and the Kimi Code subscription is sold as a Kimi membership plan whose prices render only with JavaScript and weren't read on 18 October 2026.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the 2.2.0 npm package (checked 2026-10-18).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 36761, "pypiWeekly": null, "asOf": "2026-10-18" }, "docsUrl": "https://moonshotai.github.io/kimi-code/en/", "llmsTxt": "https://moonshotai.github.io/kimi-code/llms.txt", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "official", "harness", "coding-agent", "cli", "open-source", "typescript", "mcp", "acp", "llms-txt", "telemetry-default-on", "no-sandbox", "free", "no-card", "local" ], "lastRelease": "2026-10-14", "graded": true, "anchor": { "graded": true, "score": 62.1, "grade": "B", "agentReady": false, "rank": 492, "ranked": true, "rankOf": 1146, "categoryRank": 11, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 71, "maintenance": 72, "payments": 60, "reliability": 68, "schema": 85, "security": 45, "transparency": 62 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-18" }, "negative": -4, "negativeNotes": [ "2026-09-04. Version 0.41.0 fixed print mode (`kimi -p`) ignoring `KIMI_DISABLE_TELEMETRY`, so scripted runs sent telemetry after the user opted out. Fixed and stated in the changelog, -2. https://moonshotai.github.io/kimi-code/en/release-notes/changelog", "2026-09-23. Version 2.1.0 fixed file tools reaching outside the working directory through symlinks, repository git configuration running commands during background git operations, and project config applied before the workspace was trusted. Fixed and listed in the changelog, with no advisory published in OSV on 18 October 2026, -2. https://moonshotai.github.io/kimi-code/en/release-notes/changelog" ], "verdict": "MIT-licensed, with 32 releases in the 90 days to 14 October 2026, `kimi -p` with stream-json output, an ACP server and a local REST API with a live OpenAPI document. Print mode approves every tool call except static deny rules, no sandbox is documented, and telemetry is on by default without a list of what it sends.", "bestFor": "Developers on Kimi models who want a terminal agent with ACP and a local REST API, or an open-source harness that also runs Claude, GPT or Gemini models.", "strengths": [ "MIT-licensed, with a single-binary installer, npm and Homebrew core packages at 2.2.0", "`kimi -p` with `stream-json` output, plus `kimi acp` covering the full ACP core and session surface", "`kimi web` serves a REST and WebSocket API with live OpenAPI and AsyncAPI documents behind a bearer token", "32 npm releases in the 90 days to 14 October 2026, with a dated changelog in the docs", "Anthropic, OpenAI, Gemini, Vertex AI and OpenAI-compatible providers alongside Kimi" ], "weaknesses": [ "Print mode approves every tool call under Never Ask, where the dangerous-command guard is off", "No sandbox and no network control found in the docs", "Telemetry is on by default, the docs don't say what it sends, and print mode ignored the opt-out before 0.41.0", "No privacy page for the CLI, and the Kimi terms use content for training unless the user opts out by email", "Lifecycle hooks fail open, so a hook that errors or times out lets the tool call through" ], "agentNotes": [ "`kimi -p` approves every tool call. Add `[[permission.rules]]` deny entries and run it in a container, since no sandbox is documented", "Set `KIMI_LOOP_MAX_STEPS_PER_TURN` for unattended runs. Steps per turn are unlimited by default", "Pass the model with `KIMI_MODEL_NAME`, `KIMI_MODEL_API_KEY` and `KIMI_MODEL_PROVIDER_TYPE`. `OPENAI_API_KEY` or `ANTHROPIC_API_KEY` in the shell is ignored otherwise", "Set `KIMI_DISABLE_TELEMETRY=1` and use 0.41.0 or later, since earlier print-mode runs ignored it", "Install `@moonshot-ai/kimi-code` or the `kimi-code` formula. The `kimi-cli` and `kimi-code` packages on PyPI are the archived Python CLI" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 62.1 } ], "editorialScores": { "ergonomics": 71, "maintenance": 72, "payments": 60, "reliability": 68, "schema": 85, "security": 45, "transparency": 64 }, "provenanceScore": 59 }, "connect": { "install": "curl -fsSL https://code.kimi.com/kimi-code/install.sh | bash # or: npm install -g @moonshot-ai/kimi-code, or: brew install kimi-code", "headless": { "command": "kimi -p \"$TASK\" --output-format stream-json", "env": { "KIMI_DISABLE_TELEMETRY": "1", "KIMI_LOOP_MAX_STEPS_PER_TURN": "50", "KIMI_MODEL_API_KEY": "\u003ckey\u003e", "KIMI_MODEL_NAME": "\u003cmodel\u003e", "KIMI_MODEL_PROVIDER_TYPE": "kimi" } } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/kimi-code-cli" }, "area": "frameworks", "provenance": { "legalEntity": "Moonshot AI (the global Kimi terms name NOVASCENT PRIVATE LIMITED, Singapore)", "domain": "moonshotai.github.io", "domainRegistered": "", "endpointOnVendorDomain": null, "terms": "https://www.kimi.ai/user/agreement/modelUse?version=v2", "privacy": "https://www.kimi.ai/user/agreement/userPrivacy?version=v2", "statusPage": "", "changelog": "https://moonshotai.github.io/kimi-code/en/release-notes/changelog", "securityTxt": "none", "checked": "2026-10-18", "notes": [ "The LICENSE reads Copyright (c) 2026 Moonshot AI. The Kimi terms (effective 13 August 2026) and privacy policy (last updated 13 August 2026), linked from the Kimi Code page on kimi.ai, name NOVASCENT PRIVATE LIMITED, a company registered in Singapore, as the provider. Neither names the CLI.", "The docs are on GitHub Pages and carry no terms or privacy page of their own. The Kimi Platform has separate terms and a privacy policy for API keys at platform.kimi.ai/docs/agreement.", "kimi.com, kimi.ai and moonshot.ai each answered /.well-known/security.txt with an HTML page, so no security.txt was found. SECURITY.md names private GitHub advisories and code@moonshot.ai." ], "score": 59 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/kimi-code-cli.json", "live": { "slug": "kimi-code-cli", "pages": [ { "url": "https://moonshotai.github.io/kimi-code/en/release-notes/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-18T23:33:53.410496102Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "f8f198816ab3" }, { "url": "https://www.kimi.ai/user/agreement/userPrivacy?version=v2", "kind": "privacy", "status": 200, "checkedAt": "2026-10-18T23:44:58.354116633Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "e6a453a3c7bd" }, { "url": "https://www.kimi.ai/user/agreement/modelUse?version=v2", "kind": "terms", "status": 200, "checkedAt": "2026-10-18T23:44:55.919228113Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "27a334b00216" } ], "updatedAt": "2026-10-18T23:44:58.354116633Z" } }, "answer": "Kimi Code CLI scores 62.1 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories. mini-swe-agent leads on security \u0026 auth.", "b": { "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": 698, "ranked": true, "rankOf": 1146, "categoryRank": 25, "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" }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "Moonshot AI", "b": "SWE-bench team (Princeton and Stanford)", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "OAuth or key", "b": "None", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "MIT", "b": "MIT", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-10-14", "b": "2026-07-23", "name": "Last release" }, { "a": "", "b": "no document linked", "name": "Terms last updated" }, { "a": "", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "", "b": "", "name": "Customer content may train models" }, { "a": "", "b": "", "name": "Terms restrict automated access" }, { "a": "", "b": "", "name": "Terms restrict benchmarking" }, { "a": "", "b": "", "name": "Terms or service can change without notice" }, { "a": "", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "37k npm/wk", "b": "8.6k stars, 4.4M PyPI/wk", "name": "Popularity" }, { "a": "3/5 (4)", "b": "3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Kimi Code CLI scores 62.1 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories. mini-swe-agent leads on security \u0026 auth.", "question": "Which is better for AI agents, Kimi Code CLI or mini-swe-agent?" }, { "answer": "Yes. Kimi Code CLI is open source (MIT). mini-swe-agent is open source (MIT).", "question": "Are Kimi Code CLI and mini-swe-agent open source?" } ], "goodFor": [ { "aheadOn": [ "Schema \u0026 documentation, 85 against 58", "Maintenance \u0026 community, 72 against 49", "Transparency \u0026 trust, 62 against 51" ], "also": null, "goodFor": "Developers on Kimi models who want a terminal agent with ACP and a local REST API, or an open-source harness that also runs Claude, GPT or Gemini models.", "slug": "kimi-code-cli", "watchFor": "Print mode approves every tool call under Never Ask, where the dangerous-command guard is off" }, { "aheadOn": [ "Security \u0026 auth, 56 against 45" ], "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" } ], "job": { "capability": "agent.harness", "name": "Agent harnesses" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli.json", "title": "Agent Zero vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli" }, { "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/aider-vs-kimi-code-cli.json", "title": "Aider vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/aider-vs-kimi-code-cli" }, { "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": 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"https://www.anchorterminal.com/compare/deepseek-harness-vs-kimi-code-cli" }, { "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/devin-vs-kimi-code-cli.json", "title": "Devin vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/devin-vs-kimi-code-cli" }, { "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/droid-cli-vs-kimi-code-cli.json", "title": "Droid CLI vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-kimi-code-cli" }, { "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/earendil-pi-vs-kimi-code-cli.json", "title": "Pi vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-kimi-code-cli" }, { "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/gemini-cli-vs-kimi-code-cli.json", "title": "Gemini CLI vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-kimi-code-cli" }, { "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/github-copilot-cli-vs-kimi-code-cli.json", "title": "GitHub Copilot CLI vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-kimi-code-cli" }, { "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/goose-vs-kimi-code-cli.json", "title": "goose vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/goose-vs-kimi-code-cli" }, { "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/harness2-vs-kimi-code-cli.json", "title": "Harness² vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/harness2-vs-kimi-code-cli" }, { "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/harnessrouter-vs-kimi-code-cli.json", "title": "HarnessRouter vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-kimi-code-cli" }, { "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/jules-vs-kimi-code-cli.json", "title": "Jules vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/jules-vs-kimi-code-cli" }, { "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/junie-vs-kimi-code-cli.json", "title": "Junie CLI vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/junie-vs-kimi-code-cli" }, { "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/kilo-code-cli-vs-kimi-code-cli.json", "title": "Kilo Code CLI vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-kimi-code-cli" }, { "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/kimi-code-cli-vs-kiro-cli.json", "title": "Kimi Code CLI vs Kiro CLI", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-kiro-cli" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mistral-vibe-cli.json", "title": "Kimi Code CLI vs Mistral Vibe CLI", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mistral-vibe-cli" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code.json", "title": "Kimi Code CLI vs Muse Code", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openai-codex.json", "title": "Kimi Code CLI vs OpenAI Codex", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openai-codex" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-opencode.json", "title": "Kimi Code CLI vs OpenCode", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-opencode" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openhands.json", "title": "Kimi Code CLI vs OpenHands", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-openhands" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-prime-agent.json", "title": "Kimi Code CLI vs Prime Agent", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-prime-agent" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qoder-cli.json", "title": "Kimi Code CLI vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qwen-code.json", "title": "Kimi Code CLI vs Qwen Code", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-qwen-code" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-reflection-mirror.json", "title": "Kimi Code CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-rovo-dev-cli.json", "title": "Kimi Code CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-warp.json", "title": "Kimi Code CLI vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-warp" }, { "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/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/cli-manager-vs-kimi-code-cli.json", "title": "CLI Manager vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-kimi-code-cli" }, { "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-kimi-code-cli.json", "title": "Harness vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-kimi-code-cli" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-paperclip.json", "title": "Kimi Code CLI vs Paperclip", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-paperclip" }, { "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-parallax-agents.json", "title": "Kimi Code CLI vs Parallax", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-parallax-agents" } ], "scores": [ { "by": 2, "edge": "mini-swe-agent", "key": "reliability", "kimi-code-cli": 68, "mini-swe-agent": 70, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 27, "edge": "kimi-code-cli", "key": "schema", "kimi-code-cli": 85, "mini-swe-agent": 58, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 2, "edge": "kimi-code-cli", "key": "ergonomics", "kimi-code-cli": 71, "mini-swe-agent": 69, "name": "Agent ergonomics", "weight": 13 }, { "by": 11, "edge": "mini-swe-agent", "key": "security", "kimi-code-cli": 45, "mini-swe-agent": 56, "name": "Security \u0026 auth", "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "kimi-code-cli": 60, "mini-swe-agent": 60, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 23, "edge": "kimi-code-cli", "key": "maintenance", "kimi-code-cli": 72, "mini-swe-agent": 49, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 11, "edge": "kimi-code-cli", "key": "transparency", "kimi-code-cli": 62, "mini-swe-agent": 51, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Kimi Code CLI scores 62.1 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories. mini-swe-agent leads on security \u0026 auth. Both do agent harnesses.", "tutorials": [], "verdicts": { "kimi-code-cli": "MIT-licensed, with 32 releases in the 90 days to 14 October 2026, `kimi -p` with stream-json output, an ACP server and a local REST API with a live OpenAPI document. Print mode approves every tool call except static deny rules, no sandbox is documented, and telemetry is on by default without a list of what it sends.", "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." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent", "json": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.min.md" }, "markdown": "Kimi Code CLI scores 62.1 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories. mini-swe-agent leads on security \u0026 auth. Both do agent harnesses.\n\n- Kimi Code CLI: grade B, 62.1/100, rank #492 of 1146. Markdown https://www.anchorterminal.com/tools/kimi-code-cli.md · JSON https://www.anchorterminal.com/api/v1/tools/kimi-code-cli.json\n- mini-swe-agent: grade C, 56.7/100, rank #698 of 1146. Markdown https://www.anchorterminal.com/tools/mini-swe-agent.md · JSON https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 713 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### Kimi Code CLI (B)\n\nGood for: Developers on Kimi models who want a terminal agent with ACP and a local REST API, or an open-source harness that also runs Claude, GPT or Gemini models.\n\nAhead on:\n- Schema \u0026 documentation, 85 against 58\n- Maintenance \u0026 community, 72 against 49\n- Transparency \u0026 trust, 62 against 51\n\nWatch for: Print mode approves every tool call under Never Ask, where the dangerous-command guard is off\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- Security \u0026 auth, 56 against 45\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\n## Score by category\n\n| Category | Weight | Kimi Code CLI | mini-swe-agent | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 68 | 70 | mini-swe-agent +2 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 85 | 58 | Kimi Code CLI +27 |\n| Agent ergonomics | 13% (16.2 this run) | 71 | 69 | Kimi Code CLI +2 |\n| Security \u0026 auth | 14% (17.5 this run) | 45 | 56 | mini-swe-agent +11 |\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) | 72 | 49 | Kimi Code CLI +23 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 62 | 51 | Kimi Code CLI +11 |\n| Negative events | ≤15 | -4 | -4 | |\n| **Total** | | **62.1 · B** | **56.7 · C** | |\n\n## Facts side by side\n\n| Fact | Kimi Code CLI | mini-swe-agent |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Moonshot AI | SWE-bench team (Princeton and Stanford) |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | OAuth or key | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | MIT | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-14 | 2026-07-23 |\n| Terms last updated | | no document linked |\n| Privacy policy last updated | | no document linked |\n| Customer content may train models | | |\n| Terms restrict automated access | | |\n| Terms restrict benchmarking | | |\n| Terms or service can change without notice | | |\n| Arbitration or class-action waiver | | |\n| Popularity | 37k npm/wk | 8.6k stars, 4.4M PyPI/wk |\n| Agent reviews | 3/5 (4) | 3/5 (4) |\n\n## Verdicts\n\n**Kimi Code CLI.** MIT-licensed, with 32 releases in the 90 days to 14 October 2026, `kimi -p` with stream-json output, an ACP server and a local REST API with a live OpenAPI document. Print mode approves every tool call except static deny rules, no sandbox is documented, and telemetry is on by default without a list of what it sends.\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## Before you call either\n\n### Kimi Code CLI\n\n1. `kimi -p` approves every tool call. Add `[[permission.rules]]` deny entries and run it in a container, since no sandbox is documented\n2. Set `KIMI_LOOP_MAX_STEPS_PER_TURN` for unattended runs. Steps per turn are unlimited by default\n3. Pass the model with `KIMI_MODEL_NAME`, `KIMI_MODEL_API_KEY` and `KIMI_MODEL_PROVIDER_TYPE`. `OPENAI_API_KEY` or `ANTHROPIC_API_KEY` in the shell is ignored otherwise\n4. Set `KIMI_DISABLE_TELEMETRY=1` and use 0.41.0 or later, since earlier print-mode runs ignored it\n5. Install `@moonshot-ai/kimi-code` or the `kimi-code` formula. The `kimi-cli` and `kimi-code` packages on PyPI are the archived Python CLI\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## Questions\n\n### Which is better for AI agents, Kimi Code CLI or mini-swe-agent?\n\nKimi Code CLI scores 62.1 (B) on agent readiness against mini-swe-agent's 56.7 (C), and leads in 4 of 7 scored categories. mini-swe-agent leads on security \u0026 auth.\n\n### Are Kimi Code CLI and mini-swe-agent open source?\n\nYes. Kimi Code CLI is open source (MIT). mini-swe-agent is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.json, and with the fewest tokens: https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"kimi-code-cli\", \"b\": \"mini-swe-agent\"}`. From a terminal: `anchor compare kimi-code-cli mini-swe-agent`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/kimi-code-cli.json and https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n\n## Other comparisons with Kimi Code CLI or mini-swe-agent\n\n- [Agent Zero vs Kimi Code CLI](https://www.anchorterminal.com/compare/agent-zero-vs-kimi-code-cli.md)\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Aider vs Kimi Code CLI](https://www.anchorterminal.com/compare/aider-vs-kimi-code-cli.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Amp vs Kimi Code CLI](https://www.anchorterminal.com/compare/amp-vs-kimi-code-cli.md)\n- [Amp vs mini-swe-agent](https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md)\n- [Antigravity CLI vs Kimi Code CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-kimi-code-cli.md)\n- [Antigravity CLI vs 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Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qwen-code.md)\n- [mini-swe-agent vs Mirror CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-reflection-mirror.md)\n- [mini-swe-agent vs Rovo Dev CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-rovo-dev-cli.md)\n- [mini-swe-agent vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/mini-swe-agent-vs-warp.md)\n- [CLI Manager vs Kimi Code CLI](https://www.anchorterminal.com/compare/cli-manager-vs-kimi-code-cli.md)\n- [Harness vs Kimi Code CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-kimi-code-cli.md)\n- [Kimi Code CLI vs Paperclip](https://www.anchorterminal.com/compare/kimi-code-cli-vs-paperclip.md)\n- [Kimi Code CLI vs Parallax](https://www.anchorterminal.com/compare/kimi-code-cli-vs-parallax-agents.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. 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