{ "data": { "a": { "slug": "amp", "name": "Amp", "vendor": "Amp Frontier Corporation", "vendorUrl": "https://ampcode.com", "kind": "harness", "category": "agent-harnesses", "summary": "Amp is a closed-source coding agent from Amp Frontier Corporation, with a terminal CLI, web, macOS and iOS apps and cloud machines called orbs. An execute mode with JSON streaming and TypeScript and Python SDKs let programs run it.", "url": "https://www.anchorterminal.com/tools/amp", "markdownUrl": "https://www.anchorterminal.com/tools/amp.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/amp.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/amp.json", "license": "Proprietary, under the Amp licence terms (Amp Frontier Corporation). The npm packages are marked Amp Commercial License and the source repository is private", "transports": [], "packages": [ { "registry": "npm", "name": "@ampcode/cli" }, { "registry": "npm", "name": "@ampcode/sdk" }, { "registry": "pypi", "name": "amp-sdk" } ], "auth": "mixed", "authNotes": "An Amp account is required. `amp login` signs in through a browser, and scripts set `AMP_API_KEY` to an access token from Settings that starts `sgamp_`. The CLI rejects the short-lived login token in that variable. Model keys or a ChatGPT subscription can be linked under Model Routing.", "pricing": "freemium", "pricingNotes": "Hobby is free when you bring your own model key or subscription and run locally or on your own runner. Megawatt is $20 a month with 45,000 orb minutes, and Enterprise is by quote. Amp-served inference uses paid credits at provider API prices, and orbs cost from $0.08 an hour. The Gigawatt price was not readable (checked 2026-10-08).", "priceSummary": "$20 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs or the pricing page (checked 2026-10-08).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 41233, "pypiWeekly": null, "asOf": "2026-10-08" }, "docsUrl": "https://ampcode.com/docs", "llmsTxt": "https://ampcode.com/llms.txt", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "harness", "coding-agent", "cli", "closed-source", "mcp", "llms-txt", "free-tier", "status-page", "sdk" ], "lastRelease": "2026-10-08", "graded": true, "anchor": { "graded": true, "score": 57.1, "grade": "C", "agentReady": false, "rank": 691, "ranked": true, "rankOf": 1146, "categoryRank": 24, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 69, "maintenance": 79, "payments": 35, "reliability": 31, "schema": 72, "security": 57, "transparency": 77 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "negative": 0, "verdict": "Execute mode streams JSON in a format close to Claude Code's, with TypeScript and Python SDKs, and the security reference names each provider and what it sees. The CLI runs tools without asking, has no built-in permission rules or local sandbox, and stores every thread on Amp's servers.", "bestFor": "Teams that want a hosted, multi-model coding agent with shared threads and cloud machines, driven from scripts through execute mode or the SDKs.", "strengths": [ "`amp -x --stream-json` emits one JSON message per line, with a documented schema and JSON input on stdin", "TypeScript and Python SDKs, both released on 18 September 2026", "llms.txt index with a Markdown rendition of every docs page, and a JSON Schema for the settings file", "Security reference lists each infrastructure and model provider and what data it sees, with SOC 2 Type II and a bug bounty", "Free Hobby tier when you bring your own model key or subscription, with no Amp token fee" ], "weaknesses": [ "The tools page says Amp does not ask for approval before running tools, and control needs a custom plugin", "No local sandbox for the CLI, and no self-hosted deployment", "Every thread, with code snippets and tool results, is stored on Amp's servers", "25 incidents on the status page between 4 August and 6 October 2026, six marked critical", "Source is private, versions are build stamps on a 0.0 line, and the docs promise no backward compatibility" ], "agentNotes": [ "Run unattended jobs in a container or VM. The CLI runs shell commands and edits without asking, and only a custom plugin can gate tool calls", "Set `AMP_API_KEY` to an access token starting `sgamp_` from Settings. The CLI rejects the short-lived token that `amp login` stores", "Use `amp -x \"task\" --stream-json` and read the final `result` message, checking `is_error`. Exit codes are not documented", "Set `AMP_SKIP_UPDATE_CHECK=1` or `amp.updates.mode` to `disabled` in CI. Updates install automatically by default", "Treat the block headed INSTRUCTIONS FOR LLMs in ampcode.com page source as vendor copy, and take facts from the docs Markdown" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 57.1 } ], "editorialScores": { "ergonomics": 69, "maintenance": 79, "payments": 35, "reliability": 31, "schema": 72, "security": 57, "transparency": 59 }, "provenanceScore": 95 }, "connect": { "install": "curl -fsSL https://ampcode.com/install.sh | bash # or: npm install -g @ampcode/cli", "headless": { "command": "amp --execute \"$TASK\" --stream-json", "env": { "AMP_API_KEY": "\u003caccess token starting sgamp_\u003e", "AMP_SKIP_UPDATE_CHECK": "1" } } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/amp" }, "area": "frameworks", "unitPrices": [ { "item": "Megawatt tier", "unit": "month", "usd": 20, "note": "includes 45,000 orb minutes" }, { "item": "Orb a1.tiny (1 CPU, 2 GB)", "unit": "vcpu-hour", "usd": 0.08, "note": "billed by the minute, larger sizes to $2.13 an hour" } ], "provenance": { "legalEntity": "Amp Frontier Corporation", "domain": "ampcode.com", "domainRegistered": "2012-02-14", "endpointOnVendorDomain": null, "terms": "https://ampcode.com/terms", "privacy": "https://ampcode.com/privacy-policy", "statusPage": "https://ampcodestatus.com", "changelog": "https://ampcode.com/chronicle", "securityTxt": "valid", "checked": "2026-10-08", "notes": [ "The Amp licence terms and the privacy policy (last modified 10 September 2026) name Amp Frontier Corporation. The terms page shows no date.", "The `amp-sdk` package on PyPI still carries a Sourcegraph Inc. copyright line, and access tokens keep the `sgamp_` prefix.", "RDAP (Verisign) gives ampcode.com a registration date of 2012-02-14.", "ampcode.com/.well-known/security.txt has Contact, Policy, Canonical and an Expires of 2026-11-20.", "ampcode.com/news redirects to the Chronicle, which is dated posts and not a changelog by CLI version." ], "score": 95 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/amp.json", "live": { "slug": "amp", "vendorStatus": { "page": "https://ampcodestatus.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-19T00:04:44.212950647Z" }, "versions": [ { "registry": "npm", "name": "@ampcode/cli", "version": "0.0.1792281673-g5ce754", "seenAt": "2026-10-18T02:31:56.812648014Z" }, { "registry": "npm", "name": "@ampcode/sdk", "version": "0.1.0-20260918210405-g81edbf0", "seenAt": "2026-10-18T02:31:58.676567793Z" }, { "registry": "pypi", "name": "amp-sdk", "version": "0.1.20260918210324", "released": "2026-09-18", "seenAt": "2026-10-18T02:32:00.037998259Z" } ], "npmWeekly": 15973, "pypiWeekly": 885, "securityTxt": { "url": "https://ampcode.com/.well-known/security.txt", "state": "valid", "expires": "2026-11-20T00:00:00.000Z", "checkedAt": "2026-10-18T15:53:15.128995201Z" }, "llmsTxt": { "url": "https://ampcode.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-18T14:24:14.37666852Z" }, "domain": { "domain": "ampcode.com", "registered": "2012-02-14", "source": "https://rdap.verisign.com/com/v1/domain/ampcode.com", "checkedAt": "2026-10-18T13:41:43.524448029Z" }, "pages": [ { "url": "https://ampcode.com/chronicle", "kind": "changelog", "status": 200, "checkedAt": "2026-10-18T23:23:24.100821995Z", "changedAt": "2026-10-18T23:23:24.100821995Z", "fingerprint": "e8ee75b4986f" }, { "url": "https://ampcode.com/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-18T23:23:26.344021241Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "ec81ef046afb" }, { "url": "https://ampcode.com/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-18T23:23:28.466795489Z", "changedAt": "2026-10-10T18:56:55.60936417Z", "fingerprint": "b33a06034af8" } ], "updatedAt": "2026-10-19T00:04:44.212950647Z" } }, "answer": "Amp and mini-swe-agent score within a point of each other on agent readiness, 57.1 (C) and 56.7 (C). mini-swe-agent leads on reliability and payments \u0026 pricing.", "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": "Amp Frontier Corporation", "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": "Freemium", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary, under the Amp licence terms (Amp Frontier Corporation). The npm packages are marked Amp Commercial License and the source repository is private", "b": "MIT", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-10-08", "b": "2026-07-23", "name": "Last release" }, { "a": "no date given", "b": "no document linked", "name": "Terms last updated" }, { "a": "2026-09-10", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "", "name": "Terms or service can change without notice" }, { "a": "yes", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "41k npm/wk", "b": "8.6k stars, 4.4M PyPI/wk", "name": "Popularity" }, { "a": "none", "b": "3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Amp and mini-swe-agent score within a point of each other on agent readiness, 57.1 (C) and 56.7 (C). mini-swe-agent leads on reliability and payments \u0026 pricing.", "question": "Which is better for AI agents, Amp or mini-swe-agent?" }, { "answer": "No open-source release is listed for Amp. mini-swe-agent is open source (MIT).", "question": "Are Amp and mini-swe-agent open source?" } ], "goodFor": [ { "aheadOn": [ "Schema \u0026 documentation, 72 against 58", "Maintenance \u0026 community, 79 against 49", "Transparency \u0026 trust, 77 against 51" ], "also": [ "No incidents deducted, where mini-swe-agent loses 4 points for them" ], "goodFor": "Teams that want a hosted, multi-model coding agent with shared threads and cloud machines, driven from scripts through execute mode or the SDKs.", "slug": "amp", "watchFor": "The tools page says Amp does not ask for approval before running tools, and control needs a custom plugin" }, { "aheadOn": [ "Reliability, 70 against 31", "Payments \u0026 pricing, 60 against 35" ], "also": [ "No key needed to call it", "Free to start without a card", "Open source" ], "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-amp.json", "title": "Agent Zero vs Amp", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-amp" }, { "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-amp.json", "title": "Aider vs Amp", "url": "https://www.anchorterminal.com/compare/aider-vs-amp" }, { "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/amp-vs-antigravity-cli.json", "title": "Amp vs Antigravity CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-antigravity-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-auggie.json", "title": "Amp vs Auggie CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-auggie" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-claude-code.json", "title": "Amp vs Claude Code", "url": "https://www.anchorterminal.com/compare/amp-vs-claude-code" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-cline.json", "title": "Amp vs Cline", "url": "https://www.anchorterminal.com/compare/amp-vs-cline" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-crush.json", "title": "Amp vs Crush", "url": "https://www.anchorterminal.com/compare/amp-vs-crush" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-cursor-cli.json", "title": "Amp vs Cursor CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-cursor-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-deepseek-harness.json", "title": "Amp vs DeepSeek Harness (dsh)", "url": "https://www.anchorterminal.com/compare/amp-vs-deepseek-harness" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-devin.json", "title": "Amp vs Devin", "url": "https://www.anchorterminal.com/compare/amp-vs-devin" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-droid-cli.json", "title": "Amp vs Droid CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-droid-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-earendil-pi.json", "title": "Amp vs Pi", "url": "https://www.anchorterminal.com/compare/amp-vs-earendil-pi" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-gemini-cli.json", "title": "Amp vs Gemini CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-gemini-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-github-copilot-cli.json", "title": "Amp vs GitHub Copilot CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-github-copilot-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-goose.json", "title": "Amp vs goose", "url": "https://www.anchorterminal.com/compare/amp-vs-goose" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-harness2.json", "title": "Amp vs Harness²", "url": "https://www.anchorterminal.com/compare/amp-vs-harness2" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-harnessrouter.json", "title": "Amp vs HarnessRouter", "url": "https://www.anchorterminal.com/compare/amp-vs-harnessrouter" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-jules.json", "title": "Amp vs Jules", "url": "https://www.anchorterminal.com/compare/amp-vs-jules" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-junie.json", "title": "Amp vs Junie CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-junie" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-kilo-code-cli.json", "title": "Amp vs Kilo Code CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-kilo-code-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-kimi-code-cli.json", "title": "Amp vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-kimi-code-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-kiro-cli.json", "title": "Amp vs Kiro CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-kiro-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-mistral-vibe-cli.json", "title": "Amp vs Mistral Vibe CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-mistral-vibe-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-muse-code.json", "title": "Amp vs Muse Code", "url": "https://www.anchorterminal.com/compare/amp-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-openai-codex.json", "title": "Amp vs OpenAI Codex", "url": "https://www.anchorterminal.com/compare/amp-vs-openai-codex" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-opencode.json", "title": "Amp vs OpenCode", "url": "https://www.anchorterminal.com/compare/amp-vs-opencode" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-openhands.json", "title": "Amp vs OpenHands", "url": "https://www.anchorterminal.com/compare/amp-vs-openhands" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-prime-agent.json", "title": "Amp vs Prime Agent", "url": "https://www.anchorterminal.com/compare/amp-vs-prime-agent" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-qoder-cli.json", "title": "Amp vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-qwen-code.json", "title": "Amp vs Qwen Code", "url": "https://www.anchorterminal.com/compare/amp-vs-qwen-code" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-reflection-mirror.json", "title": "Amp vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-rovo-dev-cli.json", "title": "Amp vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/amp-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-warp.json", "title": "Amp vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/amp-vs-warp" }, { "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/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/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/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/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/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/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-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-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-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-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-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-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-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-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-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-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-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-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/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/amp-vs-cli-manager.json", "title": "Amp vs CLI Manager", "url": "https://www.anchorterminal.com/compare/amp-vs-cli-manager" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-harness-autonomous.json", "title": "Amp vs Harness", "url": "https://www.anchorterminal.com/compare/amp-vs-harness-autonomous" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-paperclip.json", "title": "Amp vs Paperclip", "url": "https://www.anchorterminal.com/compare/amp-vs-paperclip" }, { "json": "https://www.anchorterminal.com/compare/amp-vs-parallax-agents.json", "title": "Amp vs Parallax", "url": "https://www.anchorterminal.com/compare/amp-vs-parallax-agents" } ], "scores": [ { "amp": 31, "by": 39, "edge": "mini-swe-agent", "key": "reliability", "mini-swe-agent": 70, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "amp": 72, "by": 14, "edge": "amp", "key": "schema", "mini-swe-agent": 58, "name": "Schema \u0026 documentation", "weight": 13 }, { "amp": 69, "by": 0, "edge": "", "key": "ergonomics", "mini-swe-agent": 69, "name": "Agent ergonomics", "weight": 13 }, { "amp": 57, "by": 1, "edge": "amp", "key": "security", "mini-swe-agent": 56, "name": "Security \u0026 auth", "weight": 14 }, { "amp": 35, "by": 25, "edge": "mini-swe-agent", "key": "payments", "mini-swe-agent": 60, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "amp": 79, "by": 30, "edge": "amp", "key": "maintenance", "mini-swe-agent": 49, "name": "Maintenance \u0026 community", "weight": 7 }, { "amp": 77, "by": 26, "edge": "amp", "key": "transparency", "mini-swe-agent": 51, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Amp and mini-swe-agent score within a point of each other on agent readiness, 57.1 (C) and 56.7 (C). mini-swe-agent leads on reliability and payments \u0026 pricing. Both do agent harnesses.", "tutorials": [], "verdicts": { "amp": "Execute mode streams JSON in a format close to Claude Code's, with TypeScript and Python SDKs, and the security reference names each provider and what it sees. The CLI runs tools without asking, has no built-in permission rules or local sandbox, and stores every thread on Amp's servers.", "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/amp-vs-mini-swe-agent", "json": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.min.md" }, "markdown": "Amp and mini-swe-agent score within a point of each other on agent readiness, 57.1 (C) and 56.7 (C). mini-swe-agent leads on reliability and payments \u0026 pricing. Both do agent harnesses.\n\n- Amp: grade C, 57.1/100, rank #691 of 1146. Markdown https://www.anchorterminal.com/tools/amp.md · JSON https://www.anchorterminal.com/api/v1/tools/amp.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### Amp (C)\n\nGood for: Teams that want a hosted, multi-model coding agent with shared threads and cloud machines, driven from scripts through execute mode or the SDKs.\n\nAhead on:\n- Schema \u0026 documentation, 72 against 58\n- Maintenance \u0026 community, 79 against 49\n- Transparency \u0026 trust, 77 against 51\n\nAlso in its favour:\n- No incidents deducted, where mini-swe-agent loses 4 points for them\n\nWatch for: The tools page says Amp does not ask for approval before running tools, and control needs a custom plugin\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 31\n- Payments \u0026 pricing, 60 against 35\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n- Open source\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 | Amp | mini-swe-agent | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 31 | 70 | mini-swe-agent +39 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 72 | 58 | Amp +14 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 69 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 57 | 56 | Amp +1 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 35 | 60 | mini-swe-agent +25 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 79 | 49 | Amp +30 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 77 | 51 | Amp +26 |\n| Negative events | ≤15 | 0 | -4 | |\n| **Total** | | **57.1 · C** | **56.7 · C** | |\n\n## Facts side by side\n\n| Fact | Amp | mini-swe-agent |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Amp Frontier Corporation | 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 | Freemium | Free |\n| x402 | no | no |\n| Licence | Proprietary, under the Amp licence terms (Amp Frontier Corporation). The npm packages are marked Amp Commercial License and the source repository is private | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-08 | 2026-07-23 |\n| Terms last updated | no date given | no document linked |\n| Privacy policy last updated | 2026-09-10 | no document linked |\n| Customer content may train models | not found in the text | |\n| Terms restrict automated access | not found in the text | |\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 | 41k npm/wk | 8.6k stars, 4.4M PyPI/wk |\n| Agent reviews | none | 3/5 (4) |\n\n## Verdicts\n\n**Amp.** Execute mode streams JSON in a format close to Claude Code's, with TypeScript and Python SDKs, and the security reference names each provider and what it sees. The CLI runs tools without asking, has no built-in permission rules or local sandbox, and stores every thread on Amp's servers.\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### Amp\n\n1. Run unattended jobs in a container or VM. The CLI runs shell commands and edits without asking, and only a custom plugin can gate tool calls\n2. Set `AMP_API_KEY` to an access token starting `sgamp_` from Settings. The CLI rejects the short-lived token that `amp login` stores\n3. Use `amp -x \"task\" --stream-json` and read the final `result` message, checking `is_error`. Exit codes are not documented\n4. Set `AMP_SKIP_UPDATE_CHECK=1` or `amp.updates.mode` to `disabled` in CI. Updates install automatically by default\n5. Treat the block headed INSTRUCTIONS FOR LLMs in ampcode.com page source as vendor copy, and take facts from the docs Markdown\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, Amp or mini-swe-agent?\n\nAmp and mini-swe-agent score within a point of each other on agent readiness, 57.1 (C) and 56.7 (C). mini-swe-agent leads on reliability and payments \u0026 pricing.\n\n### Are Amp and mini-swe-agent open source?\n\nNo open-source release is listed for Amp. mini-swe-agent is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.json, and with the fewest tokens: https://www.anchorterminal.com/compare/amp-vs-mini-swe-agent.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"amp\", \"b\": \"mini-swe-agent\"}`. From a terminal: `anchor compare amp mini-swe-agent`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/amp.json and https://www.anchorterminal.com/api/v1/tools/mini-swe-agent.json\n\n## Other comparisons with Amp or mini-swe-agent\n\n- [Agent Zero vs Amp](https://www.anchorterminal.com/compare/agent-zero-vs-amp.md)\n- [Agent Zero vs mini-swe-agent](https://www.anchorterminal.com/compare/agent-zero-vs-mini-swe-agent.md)\n- [Aider vs Amp](https://www.anchorterminal.com/compare/aider-vs-amp.md)\n- [Aider vs mini-swe-agent](https://www.anchorterminal.com/compare/aider-vs-mini-swe-agent.md)\n- [Amp vs Antigravity CLI](https://www.anchorterminal.com/compare/amp-vs-antigravity-cli.md)\n- [Amp vs Auggie CLI](https://www.anchorterminal.com/compare/amp-vs-auggie.md)\n- [Amp vs Claude Code](https://www.anchorterminal.com/compare/amp-vs-claude-code.md)\n- [Amp vs Cline](https://www.anchorterminal.com/compare/amp-vs-cline.md)\n- [Amp vs Crush](https://www.anchorterminal.com/compare/amp-vs-crush.md)\n- [Amp vs Cursor CLI](https://www.anchorterminal.com/compare/amp-vs-cursor-cli.md)\n- [Amp vs DeepSeek Harness (dsh)](https://www.anchorterminal.com/compare/amp-vs-deepseek-harness.md)\n- [Amp vs Devin](https://www.anchorterminal.com/compare/amp-vs-devin.md)\n- [Amp vs Droid CLI](https://www.anchorterminal.com/compare/amp-vs-droid-cli.md)\n- [Amp vs Pi](https://www.anchorterminal.com/compare/amp-vs-earendil-pi.md)\n- [Amp vs Gemini CLI](https://www.anchorterminal.com/compare/amp-vs-gemini-cli.md)\n- [Amp vs GitHub Copilot CLI](https://www.anchorterminal.com/compare/amp-vs-github-copilot-cli.md)\n- [Amp vs goose](https://www.anchorterminal.com/compare/amp-vs-goose.md)\n- [Amp vs Harness²](https://www.anchorterminal.com/compare/amp-vs-harness2.md)\n- [Amp vs HarnessRouter](https://www.anchorterminal.com/compare/amp-vs-harnessrouter.md)\n- [Amp vs Jules](https://www.anchorterminal.com/compare/amp-vs-jules.md)\n- [Amp vs Junie CLI](https://www.anchorterminal.com/compare/amp-vs-junie.md)\n- [Amp vs Kilo Code CLI](https://www.anchorterminal.com/compare/amp-vs-kilo-code-cli.md)\n- [Amp vs Kimi Code CLI](https://www.anchorterminal.com/compare/amp-vs-kimi-code-cli.md)\n- [Amp vs Kiro CLI](https://www.anchorterminal.com/compare/amp-vs-kiro-cli.md)\n- [Amp vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/amp-vs-mistral-vibe-cli.md)\n- [Amp vs Muse Code](https://www.anchorterminal.com/compare/amp-vs-muse-code.md)\n- [Amp vs OpenAI Codex](https://www.anchorterminal.com/compare/amp-vs-openai-codex.md)\n- [Amp vs OpenCode](https://www.anchorterminal.com/compare/amp-vs-opencode.md)\n- [Amp vs OpenHands](https://www.anchorterminal.com/compare/amp-vs-openhands.md)\n- [Amp vs Prime Agent](https://www.anchorterminal.com/compare/amp-vs-prime-agent.md)\n- [Amp vs Qoder CLI](https://www.anchorterminal.com/compare/amp-vs-qoder-cli.md)\n- [Amp vs Qwen Code](https://www.anchorterminal.com/compare/amp-vs-qwen-code.md)\n- [Amp vs Mirror CLI](https://www.anchorterminal.com/compare/amp-vs-reflection-mirror.md)\n- [Amp vs Rovo Dev CLI](https://www.anchorterminal.com/compare/amp-vs-rovo-dev-cli.md)\n- [Amp vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/amp-vs-warp.md)\n- [Antigravity CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/antigravity-cli-vs-mini-swe-agent.md)\n- [Auggie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/auggie-vs-mini-swe-agent.md)\n- [Claude Code vs mini-swe-agent](https://www.anchorterminal.com/compare/claude-code-vs-mini-swe-agent.md)\n- [Cline vs mini-swe-agent](https://www.anchorterminal.com/compare/cline-vs-mini-swe-agent.md)\n- [Crush vs mini-swe-agent](https://www.anchorterminal.com/compare/crush-vs-mini-swe-agent.md)\n- [Cursor CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/cursor-cli-vs-mini-swe-agent.md)\n- [DeepSeek Harness 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mini-swe-agent](https://www.anchorterminal.com/compare/jules-vs-mini-swe-agent.md)\n- [Junie CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/junie-vs-mini-swe-agent.md)\n- [Kilo Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kilo-code-cli-vs-mini-swe-agent.md)\n- [Kimi Code CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kimi-code-cli-vs-mini-swe-agent.md)\n- [Kiro CLI vs mini-swe-agent](https://www.anchorterminal.com/compare/kiro-cli-vs-mini-swe-agent.md)\n- [mini-swe-agent vs Mistral Vibe CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-mistral-vibe-cli.md)\n- [mini-swe-agent vs Muse Code](https://www.anchorterminal.com/compare/mini-swe-agent-vs-muse-code.md)\n- [mini-swe-agent vs OpenAI Codex](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openai-codex.md)\n- [mini-swe-agent vs OpenCode](https://www.anchorterminal.com/compare/mini-swe-agent-vs-opencode.md)\n- [mini-swe-agent vs OpenHands](https://www.anchorterminal.com/compare/mini-swe-agent-vs-openhands.md)\n- [mini-swe-agent vs Prime Agent](https://www.anchorterminal.com/compare/mini-swe-agent-vs-prime-agent.md)\n- [mini-swe-agent vs Qoder CLI](https://www.anchorterminal.com/compare/mini-swe-agent-vs-qoder-cli.md)\n- [mini-swe-agent vs Qwen 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- [Amp vs CLI Manager](https://www.anchorterminal.com/compare/amp-vs-cli-manager.md)\n- [Amp vs Harness](https://www.anchorterminal.com/compare/amp-vs-harness-autonomous.md)\n- [Amp vs Paperclip](https://www.anchorterminal.com/compare/amp-vs-paperclip.md)\n- [Amp vs Parallax](https://www.anchorterminal.com/compare/amp-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. Reviews also credit their author.", "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": "Amp vs mini-swe-agent", "url": "" } ], "description": "Amp and mini-swe-agent score within a point of each other for agent harnesses, 57.1 and 56.7 out of 100. 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