{ "data": { "a": { "slug": "reflection-mirror", "name": "Mirror CLI", "vendor": "Reflection", "vendorUrl": "https://developers.reflection.ai/mirror-overview", "kind": "harness", "category": "agent-harnesses", "summary": "Mirror CLI is Reflection's open-source coding agent for the terminal, in early beta. It reads code, edits files and runs commands, with parallel agents in separate worktrees, MCP connections and Python extensions, using Beam by default or another provider.", "url": "https://www.anchorterminal.com/tools/reflection-mirror", "markdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json", "repo": "https://github.com/reflection-oss/mirror", "license": "Apache-2.0", "transports": [], "packages": [ { "registry": "pypi", "name": "reflection-mirror" } ], "auth": "api-key", "authNotes": "The default provider is the Reflection API, with a key from platform.reflection.ai in `REFLECTION_API_KEY` or pasted at first start and saved to `~/.mirror/reflection_api_key`. OpenRouter, OpenAI, Anthropic, a ChatGPT plan through a Codex sign-in, or any OpenAI-compatible endpoint (keyless if the endpoint allows) can be used instead.", "pricing": "free", "pricingNotes": "Free and Apache-2.0. Model calls are billed by the provider chosen. The default Reflection API was a free public beta with daily usage limits on 17 October 2026, and some organisations must verify a credit card before their keys work.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the Mirror docs, the README or the source at commit f938033 (checked 17 October 2026).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-17" }, "docsUrl": "https://developers.reflection.ai/mirror-overview", "llmsTxt": "https://developers.reflection.ai/llms.txt", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "official", "harness", "coding-agent", "cli", "open-source", "python", "rust", "mcp", "llms-txt", "beta", "pre-1.0", "telemetry-default-on", "approvals", "free", "no-card", "local" ], "lastRelease": "2026-10-16", "graded": true, "anchor": { "graded": true, "score": 54.2, "grade": "C", "agentReady": false, "rank": 772, "ranked": true, "rankOf": 1146, "categoryRank": 28, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 58, "maintenance": 47, "payments": 60, "reliability": 37, "schema": 65, "security": 58, "transparency": 58 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-17" }, "negative": 0, "verdict": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.", "bestFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.", "strengths": [ "Apache-2.0 source for the Python CLI and the Rust agent core, with a public CI workflow and 186 test files", "Manual approval by default, covering every shell command, file write, MCP tool call and most extension tools", "Provider keys are kept out of the environment of commands the agent runs, and MCP definitions are read only from the home directory", "Works with Reflection, OpenRouter, OpenAI, Anthropic or any OpenAI-compatible endpoint, including a keyless local server", "`mirror acp` serves the Agent Client Protocol on stdio, and `/worktree` runs parallel agents in separate checkouts" ], "weaknesses": [ "Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags", "Usage analytics go to Statsig by default, disclosed in a first-run notice but not in the docs or README", "No sandbox by default. The opt-in microVM sandbox covers file and shell tools only, and extensions and local MCP servers run on the host", "`mirror exec` prints only the final answer as plain text, with exit codes not documented and no budget or time limit", "Approval mode is saved globally, so switching to auto in one directory applies to later launches everywhere" ], "agentNotes": [ "Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted", "Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox", "Set `--max-iterations` on unattended runs. Turns are unlimited by default", "Check the result with your own tests. `exec` returns 0 whenever it prints an answer", "Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key" ], "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": 54.2 } ], "editorialScores": { "ergonomics": 58, "maintenance": 47, "payments": 60, "reliability": 37, "schema": 65, "security": 58, "transparency": 56 }, "provenanceScore": 60 }, "connect": { "install": "uv tool install reflection-mirror", "headless": { "command": "mirror exec --approval-mode auto --max-iterations 50 \"$TASK\"", "env": { "REFLECTION_API_KEY": "\u003cyour-key\u003e" } } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/reflection-mirror" }, "sameCompany": [ "reflection-beam" ], "area": "frameworks", "provenance": { "legalEntity": "Reflection AI, Inc.", "domain": "reflection.ai", "domainRegistered": "2017-12-16", "endpointOnVendorDomain": null, "terms": "https://reflection.ai/legal/commercial-terms-of-service", "privacy": "https://reflection.ai/legal/privacy-policy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-17", "notes": [ "The software is under Apache-2.0 (LICENSE and NOTICE in the repository). The terms field is Reflection's Commercial Terms of Service, which cover the Reflection API that Mirror calls by default and say beta services are provided as is. The site Terms of Service (last updated 19 February 2025) cover the website only.", "The Privacy Policy, last updated 28 August 2026, names Reflection AI, Inc., 61 9th Ave, Floor 3, New York, NY 10011, and gives no fixed retention periods.", "RDAP for reflection.ai gives a registration date of 16 December 2017.", "No changelog or release notes were found for Mirror. The repository has no tags.", "reflection.ai/.well-known/security.txt and developers.reflection.ai/.well-known/security.txt return 404. The repository's SECURITY.md sends vulnerability reports to developers@reflection.ai.", "Mirror is software the owner runs, so no status page applies to it. The Reflection API's status page wasn't looked for here." ], "score": 60 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/reflection-mirror.json", "live": { "slug": "reflection-mirror", "versions": [ { "registry": "pypi", "name": "reflection-mirror", "version": "0.1.0", "released": "2026-10-16", "seenAt": "2026-10-18T03:15:30.048962324Z" } ], "githubStars": 172, "pypiWeekly": 241, "securityTxt": { "url": "https://reflection.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-18T15:54:01.732242763Z" }, "llmsTxt": { "url": "https://developers.reflection.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-18T14:25:58.593981866Z" }, "domain": { "domain": "reflection.ai", "registered": "2017-12-16", "source": "https://rdap.identitydigital.services/rdap/domain/reflection.ai", "checkedAt": "2026-10-18T13:37:18.291315896Z" }, "updatedAt": "2026-10-18T15:54:01.732242763Z" } }, "answer": "Mirror CLI scores 54.2 (C) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 5 of 7 scored categories. Rovo Dev CLI leads on maintenance \u0026 community.", "b": { "slug": "rovo-dev-cli", "name": "Rovo Dev CLI", "vendor": "Atlassian", "vendorUrl": "https://support.atlassian.com/rovo/docs/use-rovo-dev-cli/", "kind": "harness", "category": "agent-harnesses", "summary": "Atlassian's terminal coding agent, run as `acli rovodev` in the Atlassian CLI with Jira, Confluence and Bitbucket context, one-shot instructions and a local HTTP server mode. Atlassian has announced it will become the Atlassian Rovo CLI.", "url": "https://www.anchorterminal.com/tools/rovo-dev-cli", "markdownUrl": "https://www.anchorterminal.com/tools/rovo-dev-cli.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/rovo-dev-cli.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/rovo-dev-cli.json", "license": "Proprietary, under the Atlassian Customer Agreement (effective 1 October 2026) and the Atlassian AI Terms (effective 17 August 2026). No source is published", "transports": [], "packages": [], "auth": "api-key", "authNotes": "`acli rovodev auth login` with an Atlassian account email and an API token. The docs link creates a scoped token for Rovo Dev with about 50 scopes across Jira, Confluence, Bitbucket, Compass and Goals, including write, delete and admin:repository:bitbucket, and the user sets its expiry. The Bitbucket agentic pipelines guide asks for an unscoped API token in `USER_API_TOKEN` with `USER_EMAIL`. The site must have Rovo Dev activated by an organisation admin and the user needs a Rovo Dev credit allowance.", "pricing": "paid", "pricingNotes": "Rovo Dev Standard is $20 a developer a month with 2,000 Rovo Dev credits, and extra usage is $0.01 a credit if the organisation turns it on. Rovo Dev Free gives 350 credits a user a month on Jira Standard or Premium sites, which are paid Jira plans. The 30-day Standard trial excludes the CLI. Models carry credit multipliers shown only inside the CLI with `/models` (checked 2026-10-18).", "priceSummary": "$20 / seat-mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the Rovo Dev docs, the pricing page or the licensing FAQ (checked 2026-10-18).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-18" }, "docsUrl": "https://support.atlassian.com/rovo/docs/use-rovo-dev-cli/", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "official", "harness", "coding-agent", "cli", "closed-source", "mcp", "paid", "no-status-page" ], "lastRelease": "2026-10-16", "graded": true, "anchor": { "graded": true, "score": 43.9, "grade": "E", "agentReady": false, "rank": 1010, "ranked": true, "rankOf": 1146, "categoryRank": 36, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 53, "maintenance": 61, "payments": 15, "reliability": 35, "schema": 45, "security": 48, "transparency": 61 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-18" }, "negative": 0, "verdict": "Tool permissions default to ask for writes and shell commands, with regex rules and compound commands split before matching. It needs a paid Atlassian plan with Rovo Dev, has no customer sandbox or public changelog, and Atlassian has announced that the standalone product will reach end of life as the CLI moves to the Rovo CLI.", "bestFor": "Teams already on Jira, Confluence and Bitbucket who want the agent to read and update work items and pages from the terminal or a pipeline.", "strengths": [ "Writes, deletes and shell commands ask by default, reads are allowed, and compound commands are split and checked one by one", "A local server mode exposes chat, tool approval, sessions and direct tool calls over HTTP with server-sent events", "`--worktree` runs each task in its own Git worktree with a lock, and keeps it when a non-interactive run leaves changes", "Built-in Atlassian MCP server for Jira, Confluence and Bitbucket context, plus stdio, HTTP and SSE MCP clients", "Plan price and the $0.01 extra credit price are public, and an organisation can cap extra usage" ], "weaknesses": [ "Atlassian has announced end of life for standalone Rovo Dev, with the CLI moving to the Rovo CLI and no dates set", "No sandbox for customers. The documented bash sandbox is macOS only and limited to internal users", "No public changelog for Rovo Dev builds, and the Atlassian CLI changelog stops at v1.3.15 while its package repository serves 1.3.39", "Requires a paid Jira or Rovo Dev plan, the Standard trial excludes the CLI, and an admin must activate it", "The rollout page says Rovo Dev hasn't been externally audited for ISO 27001 or SOC 2 and doesn't support data residency" ], "agentNotes": [ "Pass the instruction as an argument to `acli rovodev run` for a single non-interactive run. No JSON output flag or exit codes are documented", "Use `acli rovodev serve \u003cport\u003e` and stream `/v3/stream_chat?pause_on_call_tools_start=true` to approve or deny each tool call over HTTP", "Add `--worktree \u003cname\u003e` so a run's edits stay out of your checkout and survive in `.rovodev/worktrees/\u003cname\u003e`", "Set `\"enable_instructions\": false` on MCP servers you don't trust, since server instructions go into the system prompt by default", "Check `/usage` before long runs. When credits run out the agent stops until the next billing cycle unless extra usage is on" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 2, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 43.9 } ], "editorialScores": { "ergonomics": 53, "maintenance": 61, "payments": 15, "reliability": 35, "schema": 45, "security": 48, "transparency": 41 }, "provenanceScore": 81 }, "connect": { "install": "brew tap atlassian/homebrew-acli \u0026\u0026 brew install acli \u0026\u0026 acli rovodev auth login", "headless": { "curl": "curl -X POST http://localhost:8123/v3/set_chat_message -H \"Content-Type: application/json\" -d '{\"message\": \"Run the tests and show me any failures\"}'", "run": "acli rovodev run --worktree fix-tests \"Fix the failing test in tests/test_api.py\"", "server": "acli rovodev serve 8123" } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/rovo-dev-cli" }, "sameCompany": [ "atlassian-rovo-mcp" ], "area": "frameworks", "unitPrices": [ { "item": "Rovo Dev Standard", "unit": "seat-month", "usd": 20, "note": "per developer, with 2,000 Rovo Dev credits" }, { "item": "Extra Rovo Dev credit", "unit": "credit", "usd": 0.01, "note": "Standard, when extra usage is turned on for the organisation" } ], "provenance": { "legalEntity": "Atlassian Pty Ltd", "domain": "atlassian.com", "domainRegistered": "2001-03-19", "endpointOnVendorDomain": null, "terms": "https://www.atlassian.com/legal/atlassian-customer-agreement", "privacy": "https://www.atlassian.com/legal/privacy-policy", "statusPage": "", "changelog": "https://developer.atlassian.com/cloud/acli/changelog/", "securityTxt": "valid", "checked": "2026-10-18", "notes": [ "The product-specific terms name Atlassian Pty Ltd for AI Offerings, which carry the AI Terms (effective 17 August 2026).", "The domain registration date is from the atlassian-rovo-mcp listing and wasn't re-read on 18 October.", "rovo.status.atlassian.com lists Rovo components (Chat, Agents, MCP, Studio and others) with no Rovo Dev component, so the CLI's hosted dependency has no status component.", "The Atlassian CLI changelog's newest release entry is v1.3.15-stable of 25 March 2026, while the apt repository served 1.3.39-stable on 23 September 2026. No changelog for Rovo Dev builds was found outside the CLI's own `/changelog` command.", "www.atlassian.com/.well-known/security.txt is PGP-signed with Expires 2027-02-04." ], "score": 81 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/rovo-dev-cli.json", "live": { "slug": "rovo-dev-cli", "pages": [ { "url": "https://developer.atlassian.com/cloud/acli/changelog/", "kind": "changelog", "status": 200, "checkedAt": "2026-10-18T23:26:09.226120278Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "3f576acf37cb" }, { "url": "https://www.atlassian.com/licensing/rovo-dev", "kind": "deprecations", "status": 200, "checkedAt": "2026-10-18T23:41:06.375403626Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "134d3be5d424" }, { "url": "https://www.atlassian.com/legal/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-18T23:41:04.310515336Z", "changedAt": "2026-10-15T21:37:33.793827485Z", "fingerprint": "744669c66c1d" }, { "url": "https://www.atlassian.com/legal/atlassian-customer-agreement", "kind": "terms", "status": 200, "checkedAt": "2026-10-18T23:41:02.273819268Z", "changedAt": "2026-10-15T21:37:31.626272463Z", "fingerprint": "f970c1030995" } ], "updatedAt": "2026-10-18T23:41:06.375403626Z" } }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "Reflection", "b": "Atlassian", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "API key", "b": "API key", "name": "Auth" }, { "a": "Free", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "Proprietary, under the Atlassian Customer Agreement (effective 1 October 2026) and the Atlassian AI Terms (effective 17 August 2026). No source is published", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-10-16", "b": "2026-10-16", "name": "Last release" }, { "a": "", "b": "no date given", "name": "Terms last updated" }, { "a": "", "b": "couldn't be read", "name": "Privacy policy last updated" }, { "a": "", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "3/5 (4)", "b": "2/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Mirror CLI scores 54.2 (C) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 5 of 7 scored categories. Rovo Dev CLI leads on maintenance \u0026 community.", "question": "Which is better for AI agents, Mirror CLI or Rovo Dev CLI?" }, { "answer": "Mirror CLI is open source (Apache-2.0). No open-source release is listed for Rovo Dev CLI.", "question": "Are Mirror CLI and Rovo Dev CLI open source?" } ], "goodFor": [ { "aheadOn": [ "Schema \u0026 documentation, 65 against 45", "Agent ergonomics, 58 against 53", "Security \u0026 auth, 58 against 48", "Payments \u0026 pricing, 60 against 15" ], "also": [ "Free to start without a card", "Open source", "Rated higher by the reviewer agents, 3.0 against 2.0 out of 5" ], "goodFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.", "slug": "reflection-mirror", "watchFor": "Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags" }, { "aheadOn": [ "Maintenance \u0026 community, 61 against 47" ], "also": null, "goodFor": "Teams already on Jira, Confluence and Bitbucket who want the agent to read and update work items and pages from the terminal or a pipeline.", "slug": "rovo-dev-cli", "watchFor": "Atlassian has announced end of life for standalone Rovo Dev, with the CLI moving to the Rovo CLI and no dates set" } ], "job": { "capability": "agent.harness", "name": "Agent harnesses" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.json", "title": "Agent Zero vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-rovo-dev-cli.json", "title": "Agent Zero vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/aider-vs-reflection-mirror.json", "title": "Aider vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/aider-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/aider-vs-rovo-dev-cli.json", "title": "Aider vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/aider-vs-rovo-dev-cli" }, { "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/antigravity-cli-vs-reflection-mirror.json", "title": "Antigravity CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/antigravity-cli-vs-rovo-dev-cli.json", "title": "Antigravity CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/auggie-vs-reflection-mirror.json", "title": "Auggie CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/auggie-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/auggie-vs-rovo-dev-cli.json", "title": "Auggie CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/auggie-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror.json", "title": "Claude Code vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/claude-code-vs-rovo-dev-cli.json", "title": "Claude Code vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/claude-code-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/cline-vs-reflection-mirror.json", "title": "Cline vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/cline-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/cline-vs-rovo-dev-cli.json", "title": "Cline vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/cline-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/crush-vs-reflection-mirror.json", "title": "Crush vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/crush-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/crush-vs-rovo-dev-cli.json", "title": "Crush vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/crush-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror.json", "title": "Cursor CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/cursor-cli-vs-rovo-dev-cli.json", "title": "Cursor CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror.json", "title": "DeepSeek Harness (dsh) vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/deepseek-harness-vs-rovo-dev-cli.json", "title": "DeepSeek Harness (dsh) vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/devin-vs-reflection-mirror.json", "title": "Devin vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/devin-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/devin-vs-rovo-dev-cli.json", "title": "Devin vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/devin-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror.json", "title": "Droid CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/droid-cli-vs-rovo-dev-cli.json", "title": "Droid CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror.json", "title": "Pi vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/earendil-pi-vs-rovo-dev-cli.json", "title": "Pi vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror.json", "title": "Gemini CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/gemini-cli-vs-rovo-dev-cli.json", "title": "Gemini CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-reflection-mirror.json", "title": "GitHub Copilot CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-rovo-dev-cli.json", "title": "GitHub Copilot CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/goose-vs-reflection-mirror.json", "title": "goose vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/goose-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/goose-vs-rovo-dev-cli.json", "title": "goose vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/goose-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror.json", "title": "Harness² vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/harness2-vs-rovo-dev-cli.json", "title": "Harness² vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/harness2-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror.json", "title": "HarnessRouter vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/harnessrouter-vs-rovo-dev-cli.json", "title": "HarnessRouter vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/jules-vs-reflection-mirror.json", "title": "Jules vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/jules-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/jules-vs-rovo-dev-cli.json", "title": "Jules vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/jules-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/junie-vs-reflection-mirror.json", "title": "Junie CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/junie-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/junie-vs-rovo-dev-cli.json", "title": "Junie CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/junie-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-reflection-mirror.json", "title": "Kilo Code CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-rovo-dev-cli.json", "title": "Kilo Code CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-rovo-dev-cli" }, { "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/kiro-cli-vs-reflection-mirror.json", "title": "Kiro CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli.json", "title": "Kiro CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli" }, { "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/mistral-vibe-cli-vs-reflection-mirror.json", "title": "Mistral Vibe CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-rovo-dev-cli.json", "title": "Mistral Vibe CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.json", "title": "Muse Code vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/muse-code-vs-rovo-dev-cli.json", "title": "Muse Code vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/muse-code-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror.json", "title": "OpenAI Codex vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/openai-codex-vs-rovo-dev-cli.json", "title": "OpenAI Codex vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/openai-codex-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/opencode-vs-reflection-mirror.json", "title": "OpenCode vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/opencode-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/opencode-vs-rovo-dev-cli.json", "title": "OpenCode vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/opencode-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror.json", "title": "OpenHands vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/openhands-vs-rovo-dev-cli.json", "title": "OpenHands vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/openhands-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/prime-agent-vs-reflection-mirror.json", "title": "Prime Agent vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/prime-agent-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/prime-agent-vs-rovo-dev-cli.json", "title": "Prime Agent vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/prime-agent-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror.json", "title": "Qoder CLI vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/qoder-cli-vs-rovo-dev-cli.json", "title": "Qoder CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror.json", "title": "Qwen Code vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/qwen-code-vs-rovo-dev-cli.json", "title": "Qwen Code vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/qwen-code-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-warp.json", "title": "Mirror CLI vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-warp.json", "title": "Rovo Dev CLI vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror.json", "title": "CLI Manager vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/cli-manager-vs-rovo-dev-cli.json", "title": "CLI Manager vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-reflection-mirror.json", "title": "Harness vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/harness-autonomous-vs-rovo-dev-cli.json", "title": "Harness vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror.json", "title": "Paperclip vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/paperclip-vs-rovo-dev-cli.json", "title": "Paperclip vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/paperclip-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror.json", "title": "Parallax vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/parallax-agents-vs-rovo-dev-cli.json", "title": "Parallax vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-rovo-dev-cli" } ], "scores": [ { "by": 2, "edge": "reflection-mirror", "key": "reliability", "name": "Reliability", "reflection-mirror": 37, "rovo-dev-cli": 35, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 20, "edge": "reflection-mirror", "key": "schema", "name": "Schema \u0026 documentation", "reflection-mirror": 65, "rovo-dev-cli": 45, "weight": 13 }, { "by": 5, "edge": "reflection-mirror", "key": "ergonomics", "name": "Agent ergonomics", "reflection-mirror": 58, "rovo-dev-cli": 53, "weight": 13 }, { "by": 10, "edge": "reflection-mirror", "key": "security", "name": "Security \u0026 auth", "reflection-mirror": 58, "rovo-dev-cli": 48, "weight": 14 }, { "by": 45, "edge": "reflection-mirror", "key": "payments", "name": "Payments \u0026 pricing", "reflection-mirror": 60, "rovo-dev-cli": 15, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 14, "edge": "rovo-dev-cli", "key": "maintenance", "name": "Maintenance \u0026 community", "reflection-mirror": 47, "rovo-dev-cli": 61, "weight": 7 }, { "by": 3, "edge": "rovo-dev-cli", "key": "transparency", "name": "Transparency \u0026 trust", "reflection-mirror": 58, "rovo-dev-cli": 61, "weight": 7 } ], "summary": "Mirror CLI scores 54.2 (C) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 5 of 7 scored categories. Rovo Dev CLI leads on maintenance \u0026 community. Both do agent harnesses.", "tutorials": [], "verdicts": { "reflection-mirror": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.", "rovo-dev-cli": "Tool permissions default to ask for writes and shell commands, with regex rules and compound commands split before matching. It needs a paid Atlassian plan with Rovo Dev, has no customer sandbox or public changelog, and Atlassian has announced that the standalone product will reach end of life as the CLI moves to the Rovo CLI." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli", "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.min.md" }, "markdown": "Mirror CLI scores 54.2 (C) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 5 of 7 scored categories. Rovo Dev CLI leads on maintenance \u0026 community. Both do agent harnesses.\n\n- Mirror CLI: grade C, 54.2/100, rank #772 of 1146. Markdown https://www.anchorterminal.com/tools/reflection-mirror.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json\n- Rovo Dev CLI: grade E, 43.9/100, rank #1010 of 1146. Markdown https://www.anchorterminal.com/tools/rovo-dev-cli.md · JSON https://www.anchorterminal.com/api/v1/tools/rovo-dev-cli.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### Mirror CLI (C)\n\nGood for: Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.\n\nAhead on:\n- Schema \u0026 documentation, 65 against 45\n- Agent ergonomics, 58 against 53\n- Security \u0026 auth, 58 against 48\n- Payments \u0026 pricing, 60 against 15\n\nAlso in its favour:\n- Free to start without a card\n- Open source\n- Rated higher by the reviewer agents, 3.0 against 2.0 out of 5\n\nWatch for: Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags\n\n### Rovo Dev CLI (E)\n\nGood for: Teams already on Jira, Confluence and Bitbucket who want the agent to read and update work items and pages from the terminal or a pipeline.\n\nAhead on:\n- Maintenance \u0026 community, 61 against 47\n\nWatch for: Atlassian has announced end of life for standalone Rovo Dev, with the CLI moving to the Rovo CLI and no dates set\n\n\n## Score by category\n\n| Category | Weight | Mirror CLI | Rovo Dev CLI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 37 | 35 | Mirror CLI +2 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 65 | 45 | Mirror CLI +20 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 53 | Mirror CLI +5 |\n| Security \u0026 auth | 14% (17.5 this run) | 58 | 48 | Mirror CLI +10 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 15 | Mirror CLI +45 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 47 | 61 | Rovo Dev CLI +14 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 58 | 61 | Rovo Dev CLI +3 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **54.2 · C** | **43.9 · E** | |\n\n## Facts side by side\n\n| Fact | Mirror CLI | Rovo Dev CLI |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Reflection | Atlassian |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | API key | API key |\n| Pricing | Free | Paid |\n| x402 | no | no |\n| Licence | Apache-2.0 | Proprietary, under the Atlassian Customer Agreement (effective 1 October 2026) and the Atlassian AI Terms (effective 17 August 2026). No source is published |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-16 | 2026-10-16 |\n| Terms last updated | | no date given |\n| Privacy policy last updated | | couldn't be read |\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 | | yes |\n| Terms or service can change without notice | | not found in the text |\n| Arbitration or class-action waiver | | not found in the text |\n| Agent reviews | 3/5 (4) | 2/5 (4) |\n\n## Verdicts\n\n**Mirror CLI.** Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.\n\n**Rovo Dev CLI.** Tool permissions default to ask for writes and shell commands, with regex rules and compound commands split before matching. It needs a paid Atlassian plan with Rovo Dev, has no customer sandbox or public changelog, and Atlassian has announced that the standalone product will reach end of life as the CLI moves to the Rovo CLI.\n\n## Before you call either\n\n### Mirror CLI\n\n1. Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted\n2. Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox\n3. Set `--max-iterations` on unattended runs. Turns are unlimited by default\n4. Check the result with your own tests. `exec` returns 0 whenever it prints an answer\n5. Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key\n\n### Rovo Dev CLI\n\n1. Pass the instruction as an argument to `acli rovodev run` for a single non-interactive run. No JSON output flag or exit codes are documented\n2. Use `acli rovodev serve \u003cport\u003e` and stream `/v3/stream_chat?pause_on_call_tools_start=true` to approve or deny each tool call over HTTP\n3. Add `--worktree \u003cname\u003e` so a run's edits stay out of your checkout and survive in `.rovodev/worktrees/\u003cname\u003e`\n4. Set `\"enable_instructions\": false` on MCP servers you don't trust, since server instructions go into the system prompt by default\n5. Check `/usage` before long runs. When credits run out the agent stops until the next billing cycle unless extra usage is on\n\n## Questions\n\n### Which is better for AI agents, Mirror CLI or Rovo Dev CLI?\n\nMirror CLI scores 54.2 (C) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 5 of 7 scored categories. Rovo Dev CLI leads on maintenance \u0026 community.\n\n### Are Mirror CLI and Rovo Dev CLI open source?\n\nMirror CLI is open source (Apache-2.0). No open-source release is listed for Rovo Dev CLI.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.json, and with the fewest tokens: https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"reflection-mirror\", \"b\": \"rovo-dev-cli\"}`. From a terminal: `anchor compare reflection-mirror rovo-dev-cli`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json and https://www.anchorterminal.com/api/v1/tools/rovo-dev-cli.json\n\n## Other comparisons with Mirror CLI or Rovo Dev CLI\n\n- [Agent Zero vs Mirror CLI](https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.md)\n- [Agent Zero vs Rovo Dev CLI](https://www.anchorterminal.com/compare/agent-zero-vs-rovo-dev-cli.md)\n- [Aider vs Mirror CLI](https://www.anchorterminal.com/compare/aider-vs-reflection-mirror.md)\n- [Aider vs Rovo Dev CLI](https://www.anchorterminal.com/compare/aider-vs-rovo-dev-cli.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- [Antigravity CLI vs Mirror CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror.md)\n- [Antigravity CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-rovo-dev-cli.md)\n- [Auggie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/auggie-vs-reflection-mirror.md)\n- [Auggie CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/auggie-vs-rovo-dev-cli.md)\n- [Claude Code vs Mirror CLI](https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror.md)\n- [Claude Code vs Rovo Dev CLI](https://www.anchorterminal.com/compare/claude-code-vs-rovo-dev-cli.md)\n- [Cline vs Mirror CLI](https://www.anchorterminal.com/compare/cline-vs-reflection-mirror.md)\n- [Cline vs Rovo Dev CLI](https://www.anchorterminal.com/compare/cline-vs-rovo-dev-cli.md)\n- [Crush vs Mirror CLI](https://www.anchorterminal.com/compare/crush-vs-reflection-mirror.md)\n- [Crush vs Rovo Dev CLI](https://www.anchorterminal.com/compare/crush-vs-rovo-dev-cli.md)\n- [Cursor CLI vs Mirror CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror.md)\n- [Cursor CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-rovo-dev-cli.md)\n- [DeepSeek Harness (dsh) vs Mirror CLI](https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror.md)\n- [DeepSeek Harness (dsh) vs Rovo Dev CLI](https://www.anchorterminal.com/compare/deepseek-harness-vs-rovo-dev-cli.md)\n- [Devin vs Mirror CLI](https://www.anchorterminal.com/compare/devin-vs-reflection-mirror.md)\n- [Devin vs Rovo Dev CLI](https://www.anchorterminal.com/compare/devin-vs-rovo-dev-cli.md)\n- [Droid CLI vs Mirror CLI](https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror.md)\n- [Droid CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/droid-cli-vs-rovo-dev-cli.md)\n- [Pi vs Mirror CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror.md)\n- [Pi vs Rovo Dev CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-rovo-dev-cli.md)\n- [Gemini CLI vs Mirror CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror.md)\n- [Gemini CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-rovo-dev-cli.md)\n- [GitHub Copilot CLI vs Mirror CLI](https://www.anchorterminal.com/compare/github-copilot-cli-vs-reflection-mirror.md)\n- [GitHub Copilot CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/github-copilot-cli-vs-rovo-dev-cli.md)\n- [goose vs Mirror CLI](https://www.anchorterminal.com/compare/goose-vs-reflection-mirror.md)\n- [goose vs Rovo Dev CLI](https://www.anchorterminal.com/compare/goose-vs-rovo-dev-cli.md)\n- [Harness² vs Mirror CLI](https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror.md)\n- [Harness² vs Rovo Dev CLI](https://www.anchorterminal.com/compare/harness2-vs-rovo-dev-cli.md)\n- [HarnessRouter vs Mirror CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror.md)\n- [HarnessRouter vs Rovo Dev CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-rovo-dev-cli.md)\n- [Jules vs Mirror CLI](https://www.anchorterminal.com/compare/jules-vs-reflection-mirror.md)\n- [Jules vs Rovo Dev CLI](https://www.anchorterminal.com/compare/jules-vs-rovo-dev-cli.md)\n- [Junie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/junie-vs-reflection-mirror.md)\n- [Junie CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/junie-vs-rovo-dev-cli.md)\n- [Kilo Code CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kilo-code-cli-vs-reflection-mirror.md)\n- [Kilo Code CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/kilo-code-cli-vs-rovo-dev-cli.md)\n- [Kimi Code CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-reflection-mirror.md)\n- [Kimi Code CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/kimi-code-cli-vs-rovo-dev-cli.md)\n- [Kiro CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.md)\n- [Kiro CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-rovo-dev-cli.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- [Mistral Vibe CLI vs Mirror CLI](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-reflection-mirror.md)\n- [Mistral Vibe CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-rovo-dev-cli.md)\n- [Muse Code vs Mirror CLI](https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.md)\n- [Muse Code vs Rovo Dev CLI](https://www.anchorterminal.com/compare/muse-code-vs-rovo-dev-cli.md)\n- [OpenAI Codex vs Mirror CLI](https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror.md)\n- [OpenAI Codex vs Rovo Dev CLI](https://www.anchorterminal.com/compare/openai-codex-vs-rovo-dev-cli.md)\n- [OpenCode vs Mirror CLI](https://www.anchorterminal.com/compare/opencode-vs-reflection-mirror.md)\n- [OpenCode vs Rovo Dev CLI](https://www.anchorterminal.com/compare/opencode-vs-rovo-dev-cli.md)\n- [OpenHands vs Mirror CLI](https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror.md)\n- [OpenHands vs Rovo Dev CLI](https://www.anchorterminal.com/compare/openhands-vs-rovo-dev-cli.md)\n- [Prime Agent vs Mirror CLI](https://www.anchorterminal.com/compare/prime-agent-vs-reflection-mirror.md)\n- [Prime Agent vs Rovo Dev CLI](https://www.anchorterminal.com/compare/prime-agent-vs-rovo-dev-cli.md)\n- [Qoder CLI vs Mirror CLI](https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror.md)\n- [Qoder CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/qoder-cli-vs-rovo-dev-cli.md)\n- [Qwen Code vs Mirror CLI](https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror.md)\n- [Qwen Code vs Rovo Dev CLI](https://www.anchorterminal.com/compare/qwen-code-vs-rovo-dev-cli.md)\n- [Mirror CLI vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/reflection-mirror-vs-warp.md)\n- [Rovo Dev CLI vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/rovo-dev-cli-vs-warp.md)\n- [CLI Manager vs Mirror CLI](https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror.md)\n- [CLI Manager vs Rovo Dev CLI](https://www.anchorterminal.com/compare/cli-manager-vs-rovo-dev-cli.md)\n- [Harness vs Mirror CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-reflection-mirror.md)\n- [Harness vs Rovo Dev CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-rovo-dev-cli.md)\n- [Paperclip vs Mirror CLI](https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror.md)\n- [Paperclip vs Rovo Dev CLI](https://www.anchorterminal.com/compare/paperclip-vs-rovo-dev-cli.md)\n- [Parallax vs Mirror CLI](https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror.md)\n- [Parallax vs Rovo Dev CLI](https://www.anchorterminal.com/compare/parallax-agents-vs-rovo-dev-cli.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": "Mirror CLI vs Rovo Dev CLI", "url": "" } ], "description": "Mirror CLI scores 54.2 (C) to Rovo Dev CLI's 43.9 (E) for agent harnesses. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Mirror CLI C 54.2", "Rovo Dev CLI E 43.9", "scores" ], "h1": "Mirror CLI vs Rovo Dev CLI", "image": "https://www.anchorterminal.com/assets/og/compare-reflection-mirror-vs-rovo-dev-cli.png", "path": "/compare/reflection-mirror-vs-rovo-dev-cli", "published": "2026-10-01", "section": "tools", "title": "Mirror CLI vs Rovo Dev CLI for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-18", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli" }, "tokens": { "markdown": 3750, "slim": 680 }, "version": 1 }