{ "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", "dns": "reflection-mirror.grade.anchorterminal.com", "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 applies per-minute and daily limits set by the organisation's plan, and some organisations must verify a credit card before their keys work. Reflection's price list on reflection.ai wasn't read on 4 November 2026.", "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": 57.2, "grade": "C", "agentReady": false, "rank": 805, "ranked": true, "rankOf": 1510, "categoryRank": 27, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 58, "maintenance": 47, "payments": 60, "reliability": 40, "schema": 75, "security": 58, "transparency": 66 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-11-04" }, "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 0.1.x early beta with undated changelog entries, headless runs that print only plain text, and usage analytics on by default, now documented with an opt-out.", "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 195 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.x, labelled early beta, with an undated changelog and no CLI release tags", "Usage analytics go to Statsig by default, and the first-run notice calls them anonymous while each event carries a persistent install ID", "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", "Run `/web-provider` after upgrading if you used Firecrawl. You.com is now the default, and a key alone doesn't select its provider" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 57.2 } ], "editorialScores": { "ergonomics": 58, "maintenance": 47, "payments": 60, "reliability": 40, "schema": 75, "security": 58, "transparency": 63 }, "provenanceScore": 69, "checked": { "categories": { "ergonomics": "2026-11-04", "maintenance": "2026-11-04", "payments": "2026-11-04", "reliability": "2026-11-04", "schema": "2026-11-04", "security": "2026-11-04", "transparency": "2026-11-04" }, "last": "2026-11-04", "lastMoved": "2026-11-04", "oldest": "2026-11-04", "stale": false, "staleAfterDays": 90 } }, "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", "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": "https://github.com/reflection-oss/mirror/blob/main/CHANGELOG.md", "securityTxt": "unknown", "checked": "2026-11-04", "notes": [ "The software is under Apache-2.0 (LICENSE and NOTICE in the repository). The terms field is Reflection's Commercial Terms of Service for the Reflection API that Mirror calls by default, per the 17 October 2026 check.", "reflection.ai's robots.txt disallows ClaudeBot, Claude-Web and anthropic-ai (read 4 November 2026), so the terms, the privacy policy and reflection.ai's security.txt weren't re-read and their 17 October readings are struck. Both URLs are kept as listed facts. The legal entity is the copyright holder in the repository's NOTICE files (`Copyright 2026 Reflection AI`), since the fuller name came from the struck privacy policy.", "RDAP for reflection.ai gave a registration date of 16 December 2017 on 17 October 2026 (not re-read; RDAP is a JSON service).", "The repository has had CHANGELOG.md since 22 October 2026, with undated entries. Its only tag is mirror-agent-v0.1.8.", "developers.reflection.ai/.well-known/security.txt returns 404 (4 November 2026). 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." ], "score": 69 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/reflection-mirror.json", "live": { "slug": "reflection-mirror", "versions": [ { "registry": "github", "name": "reflection-oss/mirror", "version": "mirror-agent-v0.1.8", "released": "2026-10-19", "seenAt": "2026-11-07T00:00:50.765394627Z" }, { "registry": "pypi", "name": "reflection-mirror", "version": "0.1.1", "released": "2026-10-22", "seenAt": "2026-11-07T00:00:50.543365716Z" } ], "githubStars": 215, "pypiWeekly": 637, "securityTxt": { "url": "https://reflection.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T16:01:01.339118919Z" }, "llmsTxt": { "url": "https://developers.reflection.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-11-07T15:33:46.168988958Z" }, "domain": { "domain": "reflection.ai", "registered": "2017-12-16", "source": "https://rdap.identitydigital.services/rdap/domain/reflection.ai", "checkedAt": "2026-11-01T14:25:19.009468335Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/reflection-oss/mirror/main/CHANGELOG.md", "kind": "changelog", "status": 304, "checkedAt": "2026-11-07T14:23:09.178971361Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "6f291f14a169" } ], "github": { "repo": "reflection-oss/mirror", "checkedAt": "2026-11-02T09:20:54.283383343Z", "stars": 214, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-22T20:27:47Z", "openIssues": 1, "openPRs": 0, "issuesOpened90d": 1, "issuesClosed90d": 0, "prsMerged90d": 5, "ci": { "branch": "main", "runs": 5, "success": 5, "failure": 0, "other": 0, "latest": "success", "latestAt": "2026-10-22T20:38:43Z" }, "replies": { "sampled": 1, "unanswered": 1 } }, "updatedAt": "2026-11-07T16:01:01.339118919Z" } }, "answer": "Mirror CLI and Traycer score within a point of each other on agent readiness, 57.2 (C) and 57 (C). Traycer leads on reliability, agent ergonomics and maintenance \u0026 community.", "b": { "slug": "traycer", "name": "Traycer", "vendor": "Traycer AI", "vendorUrl": "https://traycer.ai", "kind": "harness", "category": "agent-harnesses", "summary": "Traycer is an open-source orchestration app that runs coding agents you already pay for, or its own inference, in parallel with shared context across models, agent-to-agent messaging, shareable boards and cross-device sync.", "url": "https://www.anchorterminal.com/tools/traycer", "markdownUrl": "https://www.anchorterminal.com/tools/traycer.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/traycer.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/traycer.json", "dns": "traycer.grade.anchorterminal.com", "repo": "https://github.com/traycerai/traycer", "license": "MIT", "transports": [], "packages": [], "auth": "none", "pricing": "free", "pricingNotes": "Free and open source. You pay for the coding agents it runs, through your own subscriptions or API keys (checked 2026-11-07).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No payment protocol in the repository or README (checked 2026-11-07).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-11-07" }, "docsUrl": "https://docs.traycer.ai", "capabilities": [ "agent.harness", "agent.multi-agent" ], "tags": [ "open-source", "mit", "desktop-app", "cli", "telemetry", "new" ], "lastRelease": "2026-11-06", "graded": true, "anchor": { "graded": true, "score": 57, "grade": "C", "agentReady": false, "rank": 816, "ranked": true, "rankOf": 1510, "categoryRank": 29, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 65, "maintenance": 75, "payments": 30, "reliability": 65, "schema": 65, "security": 42, "transparency": 60 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "low", "date": "2026-11-07" }, "negative": 0, "verdict": "An open-source app for running several coding agents together with shared context, agent-to-agent messaging and team boards, on every desktop OS. Privacy Mode is opt-in for individuals, and the README says Sentry and PostHog may be on in release builds.", "bestFor": "Teams who want several coding agents working together with shared context and boards.", "strengths": [ "Runs agents you already pay for, or Traycer's own inference", "Shares context across models and lets agents message each other", "macOS, Linux and Windows builds, with package-manager installs", "MIT, with CodeQL, Scorecard and secret scanning" ], "weaknesses": [ "Privacy Mode is opt-in for individuals; with it off, prompts may be logged", "Sentry and PostHog may be enabled in release builds, with no opt-out in the README", "Inference subscription price not found on the pages read" ], "agentNotes": [ "Turn on Privacy Mode if you're an individual user and don't want prompts logged", "CLI agents you configure send requests straight to their provider; Traycer's own inference goes through Traycer" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "low", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 57 } ], "editorialScores": { "ergonomics": 65, "maintenance": 75, "payments": 30, "reliability": 65, "schema": 65, "security": 42, "transparency": 66 }, "provenanceScore": 53, "checked": { "categories": { "ergonomics": "2026-11-07", "maintenance": "2026-11-07", "payments": "2026-11-07", "reliability": "2026-11-07", "schema": "2026-11-07", "security": "2026-11-07", "transparency": "2026-11-07" }, "last": "2026-11-07", "oldest": "2026-11-07", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "Download for macOS, Linux or Windows from the releases page" }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/traycer" }, "area": "frameworks", "provenance": { "legalEntity": "Traycer AI", "domain": "traycer.ai", "domainRegistered": "", "domainNote": "Not looked up: RDAP isn't requested under the 1 November 2026 rules.", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/traycerai/traycer/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-11-07", "notes": [ "The licence names Traycer AI. The repository is github.com/traycerai/traycer." ], "score": 53 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/traycer.json", "live": { "slug": "traycer", "securityTxt": { "url": "https://traycer.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T15:59:47.880384121Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/traycerai/traycer/main/CHANGELOG.md", "kind": "changelog", "status": 200, "checkedAt": "2026-11-07T14:23:51.024738302Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "d3f389f721e9" } ], "updatedAt": "2026-11-07T15:59:47.880384121Z" } }, "edges": [ { "by": 30, "category": "payments", "leads": "reflection-mirror", "name": "Payments \u0026 pricing", "reasons": { "a": "Self-hosted rule. No payment protocol (0). The CLI is free under Apache-2.0 with nothing to buy (20). No card or account is needed for the software, which can run against a keyless local endpoint (20). An agent can install and run it with no sign-up, given a model endpoint (20). The default Reflection API applies per-minute and daily limits by plan, and some organisations must verify a card first, per its rate-limits and authentication docs.", "b": "Scored on the paid option, Traycer's own inference subscription, whose price wasn't read (0 of 20). No protocol (0). Bring-your-own-agent use is free (20). Accounts for sync and teams weren't checked, half (10). 0 + 0 + 20 + 10 = 30." }, "scores": { "a": 60, "b": 30 } }, { "by": 28, "category": "maintenance", "leads": "traycer", "name": "Maintenance \u0026 community", "reasons": { "a": "0.1.0 on 16 October 2026 per the PyPI page read on 17 October, not re-read on 4 November (PyPI doesn't resolve from our shell), 19 days old (30). The 90-day line needs three dated releases. 0.1.0 (16 October) and the `mirror-agent-v0.1.8` tag on the same commit, f938033, are one release day, and 0.1.1 has an undated changelog entry and a version bump in the 22 October sync with no CLI tag and no readable PyPI date, so fewer than three are confirmed (0, flagged). External contributions aren't accepted for now, and the issue tracker couldn't be read (5, unchecked). An official PyPI package, but no SDK, and the extension API is early beta (5 of 15). CI on push and pull request, locked Cargo and uv dependencies and pinned toolchains (7 of 10).", "b": "Commits on 6 November 2026 and host 1.5.3 (30). More than three releases in 90 days (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current apps and CLI packages (15). CI with tests (10). 30 + 20 + 0 + 15 + 10 = 75." }, "scores": { "a": 47, "b": 75 } }, { "by": 25, "category": "reliability", "leads": "traycer", "name": "Reliability", "reasons": { "a": "Local-package reading. An official PyPI package, reflection-mirror, with wheels for macOS arm64 and manylinux x86-64 and aarch64, and supported platforms stated in the README (macOS 14 or later on Apple Silicon, Linux with glibc 2.28 or later, Python 3.12 or later) (20). A public CI workflow runs the Python package tests (ci.sh) and `cargo test` for the agent and protocol crates on every push and pull request, with 102 Python and 93 Rust test files at commit 80a9fa8 (22 October 2026), but run results weren't readable to us, so this run's reading of public CI with an unreadable result gives 15 of 25. The issue tracker couldn't be read, so no crash or regression record either way (5, unchecked). A CHANGELOG.md now lists 0.1.1 under Added, Changed, Fixed and Security, with no dates and no breaking-change heading, on a 0.x version (0, flagged). 0.1.x, labelled early beta in the docs (0).", "b": "Local software. Builds for macOS, Linux and Windows, and package-manager publishing workflows (20). test.yml, CodeQL, OpenSSF Scorecard and secret scanning run on the repository; pass state not read (15). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). CHANGELOG.md (15). Host 1.5.3 (15). 20 + 15 + 0 + 15 + 15 = 65." }, "scores": { "a": 40, "b": 65 } }, { "by": 16, "category": "security", "leads": "reflection-mirror", "name": "Security \u0026 auth", "reasons": { "a": "Framework reading (telemetry defaults, approvals, guardrails, sandboxing), five lines. Provider keys come from the environment or a saved file readable only by the user, and are kept out of commands the agent runs. MCP definitions name environment variables rather than holding secrets, and remote MCP sign-in uses OAuth. Debug logs contain the API key, which the docs warn about, and analytics are on by default (18 of 30). Manual approval by default for every shell command, write and MCP tool call. Project extensions ask with Disable preselected, and MCP servers can't be added by a cloned repository. Auto mode, once chosen, applies in every directory (15 of 20). SECURITY.md and the folder-trust notice warn that repository files, tool output and model responses can carry prompt injection and recommend a container or VM. The microVM sandbox is opt-in and covers file and shell tools only (9 of 15). Conversations with their tool calls are kept in `~/.mirror/state.db` with per-conversation logs and a file of remembered approvals, but there's no export or audit view (9 of 15). SECURITY.md gives a private email and a report scope, but there's no security.txt, bug bounty or published advisory (7 of 20). Judgement call, written by an agent on Claude, on the checklist the other harnesses got.", "b": "Harness reading. Code is processed in memory and not used for training, but Privacy Mode is opt-in for individuals, prompts may be logged with it off, and Sentry and PostHog 'may be enabled in release builds' (10 of 30). No approval model described in the README (8 of 20). No prompt-injection guidance (5). No audit log found (5). SECURITY.md, CodeQL, Scorecard and secret scanning (14 of 20). 10 + 8 + 5 + 5 + 14 = 42." }, "scores": { "a": 58, "b": 42 } }, { "by": 10, "category": "schema", "leads": "reflection-mirror", "name": "Schema \u0026 documentation", "reasons": { "a": "Framework reading. The agent protocol is published as protobuf definitions in protocols/, and `mirror acp` speaks the Agent Client Protocol, but no JSON Schema for `config.json` or the MCP definition files was found (15 of 25). llms.txt with a Markdown copy of every page (10). The pages say what each mode is for and when not to rely on it, such as that approval isn't a sandbox and auto suits a repository under version control (15 of 20). Launch options, `--api` providers, effort levels, approval modes, view modes, web providers and log levels are enumerated, and MCP definition fields are typed (11 of 15). Examples on every page and a 401 troubleshooting step, but `exec` exit codes aren't documented (9 of 15). Versions with a stated tag scheme (`reflection-mirror-vX.Y.Z` for the CLI, `mirror-agent-vX.Y.Z` for the agent) and a public CHANGELOG.md in the repository since 22 October 2026 (15).", "b": "Harness reading. Mintlify docs, a protocol package and a CLI (65)." }, "scores": { "a": 75, "b": 65 } }, { "by": 7, "category": "ergonomics", "leads": "traycer", "name": "Agent ergonomics", "reasons": { "a": "Framework reading, adapted to a harness driven by a pipeline. `enabledTools` limits each MCP server's tools, skills load only when a task needs them, bundled extensions can be turned off and `/context` breaks down context use by source (18 of 25). `--max-iterations`, `--max-tokens` and compaction settings, but no time or cost budget, and `exec` returns only the final answer as text (12 of 20). `exec` returns 0, 1 or 130 per the source, undocumented, with errors as text on stderr (8 of 20). Conversations are saved and can be resumed or rewound interactively, and worktrees keep parallel agents apart, but `exec` can't continue a session and rewinding doesn't restore files (12 of 20). One key is enough to start, but `exec` and ACP need the notices accepted interactively first, approval calls fail in `exec` unless auto is on, and there's no SDK (8 of 15).", "b": "Harness reading. Model switching within an agent, agent-to-agent loops, a CLI and cross-device sync (65)." }, "scores": { "a": 58, "b": 65 } } ], "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "Reflection", "b": "Traycer AI", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "API key", "b": "None", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "MIT", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-10-16", "b": "2026-11-06", "name": "Last release" }, { "a": "2026-10-05", "b": "no document linked", "name": "Terms last updated" }, { "a": "2026-08-28", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "yes", "b": "not read yet", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "not read yet", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "not read yet", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "not read yet", "name": "Terms or service can change without notice" }, { "a": "yes", "b": "not read yet", "name": "Arbitration or class-action waiver" }, { "a": "3/5 (4)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "Mirror CLI and Traycer score within a point of each other on agent readiness, 57.2 (C) and 57 (C). Traycer leads on reliability, agent ergonomics and maintenance \u0026 community.", "question": "Which is better for AI agents, Mirror CLI or Traycer?" }, { "answer": "Yes. Mirror CLI is open source (Apache-2.0). Traycer is open source (MIT).", "question": "Are Mirror CLI and Traycer open source?" } ], "goodFor": [ { "aheadOn": [ "Schema \u0026 documentation, 75 against 65", "Security \u0026 auth, 58 against 42", "Payments \u0026 pricing, 60 against 30", "Transparency \u0026 trust, 66 against 60" ], "also": [ "Free to start without a card" ], "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.x, labelled early beta, with an undated changelog and no CLI release tags" }, { "aheadOn": [ "Reliability, 65 against 40", "Agent ergonomics, 65 against 58", "Maintenance \u0026 community, 75 against 47" ], "also": [ "No key needed to call it" ], "goodFor": "Teams who want several coding agents working together with shared context and boards.", "slug": "traycer", "watchFor": "Privacy Mode is opt-in for individuals; with it off, prompts may be logged" } ], "history": { "reflection-mirror": [ { "causes": [ "product", "correction" ], "date": "2026-11-04", "delta": 3.1, "from": 54.1, "fromGrade": "C", "to": 57.2, "toGrade": "C" }, { "causes": [ "method" ], "date": "2026-10-30", "delta": -0.2, "from": 54.3, "fromGrade": "C", "to": 54.1, "toGrade": "C" }, { "causes": [ "correction" ], "date": "2026-10-28", "delta": -0.1, "from": 54.4, "fromGrade": "C", "to": 54.3, "toGrade": "C" } ], "traycer": null }, "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-traycer.json", "title": "Agent Zero vs Traycer", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-traycer" }, { "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-traycer.json", "title": "Aider vs Traycer", "url": "https://www.anchorterminal.com/compare/aider-vs-traycer" }, { "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-traycer.json", "title": "Amp vs Traycer", "url": "https://www.anchorterminal.com/compare/amp-vs-traycer" }, { "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-traycer.json", "title": "Antigravity CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-traycer" }, { "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-traycer.json", "title": "Auggie CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/auggie-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/axlr-vs-reflection-mirror.json", "title": "AXLR vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/axlr-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/axlr-vs-traycer.json", "title": "AXLR vs Traycer", "url": "https://www.anchorterminal.com/compare/axlr-vs-traycer" }, { "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-traycer.json", "title": "Claude Code vs Traycer", "url": "https://www.anchorterminal.com/compare/claude-code-vs-traycer" }, { "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-traycer.json", "title": "Cline vs Traycer", "url": "https://www.anchorterminal.com/compare/cline-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/conductor-vs-reflection-mirror.json", "title": "Conductor vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/conductor-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/conductor-vs-traycer.json", "title": "Conductor vs Traycer", "url": "https://www.anchorterminal.com/compare/conductor-vs-traycer" }, { "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-traycer.json", "title": "Crush vs Traycer", "url": "https://www.anchorterminal.com/compare/crush-vs-traycer" }, { "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-traycer.json", "title": "Cursor CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-traycer" }, { "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-traycer.json", "title": "DeepSeek Harness (dsh) vs Traycer", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-reflection-mirror.json", "title": "dsh-superagent (DeepSeek) vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-traycer.json", "title": "dsh-superagent (DeepSeek) vs Traycer", "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-traycer" }, { "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-traycer.json", "title": "Devin vs Traycer", "url": "https://www.anchorterminal.com/compare/devin-vs-traycer" }, { "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-traycer.json", "title": "Droid CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-traycer" }, { "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-traycer.json", "title": "Pi vs Traycer", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.json", "title": "Emdash vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-traycer.json", "title": "Emdash vs Traycer", "url": "https://www.anchorterminal.com/compare/emdash-vs-traycer" }, { "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-traycer.json", "title": "Gemini CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-traycer" }, { "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-traycer.json", "title": "GitHub Copilot CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-traycer" }, { "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-traycer.json", "title": "goose vs Traycer", "url": "https://www.anchorterminal.com/compare/goose-vs-traycer" }, { "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-traycer.json", "title": "Harness² vs Traycer", "url": "https://www.anchorterminal.com/compare/harness2-vs-traycer" }, { "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-traycer.json", "title": "HarnessRouter vs Traycer", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-traycer" }, { "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-traycer.json", "title": "Jules vs Traycer", "url": "https://www.anchorterminal.com/compare/jules-vs-traycer" }, { "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-traycer.json", "title": "Junie CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/junie-vs-traycer" }, { "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-traycer.json", "title": "Kilo Code CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-traycer" }, { "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-traycer.json", "title": "Kimi Code CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-traycer" }, { "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-traycer.json", "title": "Kiro CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/letta-vs-reflection-mirror.json", "title": "Letta vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/letta-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/letta-vs-traycer.json", "title": "Letta vs Traycer", "url": "https://www.anchorterminal.com/compare/letta-vs-traycer" }, { "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-traycer.json", "title": "mini-swe-agent vs Traycer", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror.json", "title": "MiniMax Code vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/minimax-code-vs-traycer.json", "title": "MiniMax Code vs Traycer", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-traycer" }, { "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-traycer.json", "title": "Mistral Vibe CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-traycer" }, { "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-traycer.json", "title": "Muse Code vs Traycer", "url": "https://www.anchorterminal.com/compare/muse-code-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/openai-agents-api-vs-reflection-mirror.json", "title": "OpenAI Agents API vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/openai-agents-api-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/openai-agents-api-vs-traycer.json", "title": "OpenAI Agents API vs Traycer", "url": "https://www.anchorterminal.com/compare/openai-agents-api-vs-traycer" }, { "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-traycer.json", "title": "OpenAI Codex vs Traycer", "url": "https://www.anchorterminal.com/compare/openai-codex-vs-traycer" }, { "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-traycer.json", "title": "OpenCode vs Traycer", "url": "https://www.anchorterminal.com/compare/opencode-vs-traycer" }, { "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-traycer.json", "title": "OpenHands vs Traycer", "url": "https://www.anchorterminal.com/compare/openhands-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/orca-vs-reflection-mirror.json", "title": "Orca vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/orca-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/orca-vs-traycer.json", "title": "Orca vs Traycer", "url": "https://www.anchorterminal.com/compare/orca-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/paseo-vs-reflection-mirror.json", "title": "Paseo vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/paseo-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/paseo-vs-traycer.json", "title": "Paseo vs Traycer", "url": "https://www.anchorterminal.com/compare/paseo-vs-traycer" }, { "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-traycer.json", "title": "Prime Agent vs Traycer", "url": "https://www.anchorterminal.com/compare/prime-agent-vs-traycer" }, { "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-traycer.json", "title": "Qoder CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-traycer" }, { "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-traycer.json", "title": "Qwen Code vs Traycer", "url": "https://www.anchorterminal.com/compare/qwen-code-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.json", "title": "Mirror CLI vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-sculptor.json", "title": "Mirror CLI vs Sculptor", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-sculptor" }, { "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-t3-code.json", "title": "Mirror CLI vs T3 Code", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-t3-code" }, { "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-unstoppable.json", "title": "Mirror CLI vs Unstoppable", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-unstoppable" }, { "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-verdent.json", "title": "Mirror CLI vs Verdent", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-verdent" }, { "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.json", "title": "Mirror CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading" }, { "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-traycer.json", "title": "Rovo Dev CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/sculptor-vs-traycer.json", "title": "Sculptor vs Traycer", "url": "https://www.anchorterminal.com/compare/sculptor-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/t3-code-vs-traycer.json", "title": "T3 Code vs Traycer", "url": "https://www.anchorterminal.com/compare/t3-code-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/traycer-vs-unstoppable.json", "title": "Traycer vs Unstoppable", "url": "https://www.anchorterminal.com/compare/traycer-vs-unstoppable" }, { "json": "https://www.anchorterminal.com/compare/traycer-vs-verdent.json", "title": "Traycer vs Verdent", "url": "https://www.anchorterminal.com/compare/traycer-vs-verdent" }, { "json": "https://www.anchorterminal.com/compare/traycer-vs-vibe-trading.json", "title": "Traycer vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/traycer-vs-vibe-trading" }, { "json": "https://www.anchorterminal.com/compare/traycer-vs-warp.json", "title": "Traycer vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/traycer-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/clawboo-vs-reflection-mirror.json", "title": "Clawboo vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/clawboo-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/clawboo-vs-traycer.json", "title": "Clawboo vs Traycer", "url": "https://www.anchorterminal.com/compare/clawboo-vs-traycer" }, { "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-traycer.json", "title": "CLI Manager vs Traycer", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-traycer" }, { "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-traycer.json", "title": "Harness vs Traycer", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-traycer" }, { "json": "https://www.anchorterminal.com/compare/openmausbot-vs-reflection-mirror.json", "title": "OpenMausBot vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/openmausbot-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/openmausbot-vs-traycer.json", "title": "OpenMausBot vs Traycer", "url": "https://www.anchorterminal.com/compare/openmausbot-vs-traycer" }, { "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-traycer.json", "title": "Paperclip vs Traycer", "url": "https://www.anchorterminal.com/compare/paperclip-vs-traycer" }, { "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-traycer.json", "title": "Parallax vs Traycer", "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-traycer" } ], "panel": null, "scores": [ { "by": 25, "edge": "traycer", "key": "reliability", "name": "Reliability", "reflection-mirror": 40, "traycer": 65, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 10, "edge": "reflection-mirror", "key": "schema", "name": "Schema \u0026 documentation", "reflection-mirror": 75, "traycer": 65, "weight": 13 }, { "by": 7, "edge": "traycer", "key": "ergonomics", "name": "Agent ergonomics", "reflection-mirror": 58, "traycer": 65, "weight": 13 }, { "by": 16, "edge": "reflection-mirror", "key": "security", "name": "Security \u0026 auth", "reflection-mirror": 58, "traycer": 42, "weight": 14 }, { "by": 30, "edge": "reflection-mirror", "key": "payments", "name": "Payments \u0026 pricing", "reflection-mirror": 60, "traycer": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 28, "edge": "traycer", "key": "maintenance", "name": "Maintenance \u0026 community", "reflection-mirror": 47, "traycer": 75, "weight": 7 }, { "by": 6, "edge": "reflection-mirror", "key": "transparency", "name": "Transparency \u0026 trust", "reflection-mirror": 66, "traycer": 60, "weight": 7 } ], "summary": "Mirror CLI and Traycer score within a point of each other on agent readiness, 57.2 (C) and 57 (C). Traycer leads on reliability, agent ergonomics and maintenance \u0026 community. Both do agent harnesses.", "tasks": null, "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 0.1.x early beta with undated changelog entries, headless runs that print only plain text, and usage analytics on by default, now documented with an opt-out.", "traycer": "An open-source app for running several coding agents together with shared context, agent-to-agent messaging and team boards, on every desktop OS. Privacy Mode is opt-in for individuals, and the README says Sentry and PostHog may be on in release builds." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer", "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer.min.md" }, "markdown": "Mirror CLI and Traycer score within a point of each other on agent readiness, 57.2 (C) and 57 (C). Traycer leads on reliability, agent ergonomics and maintenance \u0026 community. Both do agent harnesses.\n\n- Mirror CLI: grade C, 57.2/100, rank #805 of 1510. Markdown https://www.anchorterminal.com/tools/reflection-mirror.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json\n- Traycer: grade C, 57/100, rank #816 of 1510. Markdown https://www.anchorterminal.com/tools/traycer.md · JSON https://www.anchorterminal.com/api/v1/tools/traycer.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 1500 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, 75 against 65\n- Security \u0026 auth, 58 against 42\n- Payments \u0026 pricing, 60 against 30\n- Transparency \u0026 trust, 66 against 60\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: Version 0.1.x, labelled early beta, with an undated changelog and no CLI release tags\n\n### Traycer (C)\n\nGood for: Teams who want several coding agents working together with shared context and boards.\n\nAhead on:\n- Reliability, 65 against 40\n- Agent ergonomics, 65 against 58\n- Maintenance \u0026 community, 75 against 47\n\nAlso in its favour:\n- No key needed to call it\n\nWatch for: Privacy Mode is opt-in for individuals; with it off, prompts may be logged\n\n\n## Why the edge\n\n### Payments \u0026 pricing: Mirror CLI +30\n\n- Mirror CLI (60): Self-hosted rule. No payment protocol (0). The CLI is free under Apache-2.0 with nothing to buy (20). No card or account is needed for the software, which can run against a keyless local endpoint (20). An agent can install and run it with no sign-up, given a model endpoint (20). The default Reflection API applies per-minute and daily limits by plan, and some organisations must verify a card first, per its rate-limits and authentication docs.\n- Traycer (30): Scored on the paid option, Traycer's own inference subscription, whose price wasn't read (0 of 20). No protocol (0). Bring-your-own-agent use is free (20). Accounts for sync and teams weren't checked, half (10). 0 + 0 + 20 + 10 = 30.\n\n### Maintenance \u0026 community: Traycer +28\n\n- Mirror CLI (47): 0.1.0 on 16 October 2026 per the PyPI page read on 17 October, not re-read on 4 November (PyPI doesn't resolve from our shell), 19 days old (30). The 90-day line needs three dated releases. 0.1.0 (16 October) and the `mirror-agent-v0.1.8` tag on the same commit, f938033, are one release day, and 0.1.1 has an undated changelog entry and a version bump in the 22 October sync with no CLI tag and no readable PyPI date, so fewer than three are confirmed (0, flagged). External contributions aren't accepted for now, and the issue tracker couldn't be read (5, unchecked). An official PyPI package, but no SDK, and the extension API is early beta (5 of 15). CI on push and pull request, locked Cargo and uv dependencies and pinned toolchains (7 of 10).\n- Traycer (75): Commits on 6 November 2026 and host 1.5.3 (30). More than three releases in 90 days (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current apps and CLI packages (15). CI with tests (10). 30 + 20 + 0 + 15 + 10 = 75.\n\n### Reliability: Traycer +25\n\n- Mirror CLI (40): Local-package reading. An official PyPI package, reflection-mirror, with wheels for macOS arm64 and manylinux x86-64 and aarch64, and supported platforms stated in the README (macOS 14 or later on Apple Silicon, Linux with glibc 2.28 or later, Python 3.12 or later) (20). A public CI workflow runs the Python package tests (ci.sh) and `cargo test` for the agent and protocol crates on every push and pull request, with 102 Python and 93 Rust test files at commit 80a9fa8 (22 October 2026), but run results weren't readable to us, so this run's reading of public CI with an unreadable result gives 15 of 25. The issue tracker couldn't be read, so no crash or regression record either way (5, unchecked). A CHANGELOG.md now lists 0.1.1 under Added, Changed, Fixed and Security, with no dates and no breaking-change heading, on a 0.x version (0, flagged). 0.1.x, labelled early beta in the docs (0).\n- Traycer (65): Local software. Builds for macOS, Linux and Windows, and package-manager publishing workflows (20). test.yml, CodeQL, OpenSSF Scorecard and secret scanning run on the repository; pass state not read (15). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). CHANGELOG.md (15). Host 1.5.3 (15). 20 + 15 + 0 + 15 + 15 = 65.\n\n### Security \u0026 auth: Mirror CLI +16\n\n- Mirror CLI (58): Framework reading (telemetry defaults, approvals, guardrails, sandboxing), five lines. Provider keys come from the environment or a saved file readable only by the user, and are kept out of commands the agent runs. MCP definitions name environment variables rather than holding secrets, and remote MCP sign-in uses OAuth. Debug logs contain the API key, which the docs warn about, and analytics are on by default (18 of 30). Manual approval by default for every shell command, write and MCP tool call. Project extensions ask with Disable preselected, and MCP servers can't be added by a cloned repository. Auto mode, once chosen, applies in every directory (15 of 20). SECURITY.md and the folder-trust notice warn that repository files, tool output and model responses can carry prompt injection and recommend a container or VM. The microVM sandbox is opt-in and covers file and shell tools only (9 of 15). Conversations with their tool calls are kept in `~/.mirror/state.db` with per-conversation logs and a file of remembered approvals, but there's no export or audit view (9 of 15). SECURITY.md gives a private email and a report scope, but there's no security.txt, bug bounty or published advisory (7 of 20). Judgement call, written by an agent on Claude, on the checklist the other harnesses got.\n- Traycer (42): Harness reading. Code is processed in memory and not used for training, but Privacy Mode is opt-in for individuals, prompts may be logged with it off, and Sentry and PostHog 'may be enabled in release builds' (10 of 30). No approval model described in the README (8 of 20). No prompt-injection guidance (5). No audit log found (5). SECURITY.md, CodeQL, Scorecard and secret scanning (14 of 20). 10 + 8 + 5 + 5 + 14 = 42.\n\n### Schema \u0026 documentation: Mirror CLI +10\n\n- Mirror CLI (75): Framework reading. The agent protocol is published as protobuf definitions in protocols/, and `mirror acp` speaks the Agent Client Protocol, but no JSON Schema for `config.json` or the MCP definition files was found (15 of 25). llms.txt with a Markdown copy of every page (10). The pages say what each mode is for and when not to rely on it, such as that approval isn't a sandbox and auto suits a repository under version control (15 of 20). Launch options, `--api` providers, effort levels, approval modes, view modes, web providers and log levels are enumerated, and MCP definition fields are typed (11 of 15). Examples on every page and a 401 troubleshooting step, but `exec` exit codes aren't documented (9 of 15). Versions with a stated tag scheme (`reflection-mirror-vX.Y.Z` for the CLI, `mirror-agent-vX.Y.Z` for the agent) and a public CHANGELOG.md in the repository since 22 October 2026 (15).\n- Traycer (65): Harness reading. Mintlify docs, a protocol package and a CLI (65).\n\n### Agent ergonomics: Traycer +7\n\n- Mirror CLI (58): Framework reading, adapted to a harness driven by a pipeline. `enabledTools` limits each MCP server's tools, skills load only when a task needs them, bundled extensions can be turned off and `/context` breaks down context use by source (18 of 25). `--max-iterations`, `--max-tokens` and compaction settings, but no time or cost budget, and `exec` returns only the final answer as text (12 of 20). `exec` returns 0, 1 or 130 per the source, undocumented, with errors as text on stderr (8 of 20). Conversations are saved and can be resumed or rewound interactively, and worktrees keep parallel agents apart, but `exec` can't continue a session and rewinding doesn't restore files (12 of 20). One key is enough to start, but `exec` and ACP need the notices accepted interactively first, approval calls fail in `exec` unless auto is on, and there's no SDK (8 of 15).\n- Traycer (65): Harness reading. Model switching within an agent, agent-to-agent loops, a CLI and cross-device sync (65).\n\n## Score by category\n\n| Category | Weight | Mirror CLI | Traycer | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 40 | 65 | Traycer +25 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 75 | 65 | Mirror CLI +10 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 65 | Traycer +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 58 | 42 | Mirror CLI +16 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 30 | Mirror CLI +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 47 | 75 | Traycer +28 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 66 | 60 | Mirror CLI +6 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **57.2 · C** | **57 · C** | |\n\n## Facts side by side\n\n| Fact | Mirror CLI | Traycer |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Reflection | Traycer AI |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | API key | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-16 | 2026-11-06 |\n| Terms last updated | 2026-10-05 | no document linked |\n| Privacy policy last updated | 2026-08-28 | no document linked |\n| Customer content may train models | yes | not read yet |\n| Terms restrict automated access | not found in the text | not read yet |\n| Terms restrict benchmarking | not found in the text | not read yet |\n| Terms or service can change without notice | not found in the text | not read yet |\n| Arbitration or class-action waiver | yes | not read yet |\n| Agent reviews | 3/5 (4) | none |\n\n## How the scores have moved\n\n### Mirror CLI\n\n- +3.1 on 4 November 2026: product, correction\n- -0.2 on 30 October 2026: checklist\n- -0.1 on 28 October 2026: correction\n\n### Traycer\n\nNo score change since it was listed.\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 0.1.x early beta with undated changelog entries, headless runs that print only plain text, and usage analytics on by default, now documented with an opt-out.\n\n**Traycer.** An open-source app for running several coding agents together with shared context, agent-to-agent messaging and team boards, on every desktop OS. Privacy Mode is opt-in for individuals, and the README says Sentry and PostHog may be on in release builds.\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\n6. Run `/web-provider` after upgrading if you used Firecrawl. You.com is now the default, and a key alone doesn't select its provider\n\n### Traycer\n\n1. Turn on Privacy Mode if you're an individual user and don't want prompts logged\n2. CLI agents you configure send requests straight to their provider; Traycer's own inference goes through Traycer\n\n## Questions\n\n### Which is better for AI agents, Mirror CLI or Traycer?\n\nMirror CLI and Traycer score within a point of each other on agent readiness, 57.2 (C) and 57 (C). Traycer leads on reliability, agent ergonomics and maintenance \u0026 community.\n\n### Are Mirror CLI and Traycer open source?\n\nYes. Mirror CLI is open source (Apache-2.0). Traycer is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer.json, and with the fewest tokens: https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"reflection-mirror\", \"b\": \"traycer\"}`. From a terminal: `anchor compare reflection-mirror traycer`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json and https://www.anchorterminal.com/api/v1/tools/traycer.json\n\n## Other comparisons with Mirror CLI or Traycer\n\n- [Agent Zero vs Mirror CLI](https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.md)\n- [Agent Zero vs Traycer](https://www.anchorterminal.com/compare/agent-zero-vs-traycer.md)\n- [Aider vs Mirror CLI](https://www.anchorterminal.com/compare/aider-vs-reflection-mirror.md)\n- [Aider vs Traycer](https://www.anchorterminal.com/compare/aider-vs-traycer.md)\n- [Amp vs Mirror CLI](https://www.anchorterminal.com/compare/amp-vs-reflection-mirror.md)\n- [Amp vs Traycer](https://www.anchorterminal.com/compare/amp-vs-traycer.md)\n- [Antigravity CLI vs Mirror CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror.md)\n- [Antigravity CLI vs Traycer](https://www.anchorterminal.com/compare/antigravity-cli-vs-traycer.md)\n- [Auggie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/auggie-vs-reflection-mirror.md)\n- [Auggie CLI vs Traycer](https://www.anchorterminal.com/compare/auggie-vs-traycer.md)\n- [AXLR vs Mirror CLI](https://www.anchorterminal.com/compare/axlr-vs-reflection-mirror.md)\n- [AXLR vs Traycer](https://www.anchorterminal.com/compare/axlr-vs-traycer.md)\n- [Claude Code vs Mirror CLI](https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror.md)\n- [Claude Code vs Traycer](https://www.anchorterminal.com/compare/claude-code-vs-traycer.md)\n- [Cline vs Mirror CLI](https://www.anchorterminal.com/compare/cline-vs-reflection-mirror.md)\n- [Cline vs Traycer](https://www.anchorterminal.com/compare/cline-vs-traycer.md)\n- [Conductor vs Mirror CLI](https://www.anchorterminal.com/compare/conductor-vs-reflection-mirror.md)\n- [Conductor vs Traycer](https://www.anchorterminal.com/compare/conductor-vs-traycer.md)\n- [Crush vs Mirror CLI](https://www.anchorterminal.com/compare/crush-vs-reflection-mirror.md)\n- [Crush vs Traycer](https://www.anchorterminal.com/compare/crush-vs-traycer.md)\n- [Cursor CLI vs Mirror CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror.md)\n- [Cursor CLI vs Traycer](https://www.anchorterminal.com/compare/cursor-cli-vs-traycer.md)\n- [DeepSeek Harness (dsh) vs Mirror CLI](https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror.md)\n- [DeepSeek Harness (dsh) vs Traycer](https://www.anchorterminal.com/compare/deepseek-harness-vs-traycer.md)\n- [dsh-superagent (DeepSeek) vs Mirror CLI](https://www.anchorterminal.com/compare/deepseek-superagent-vs-reflection-mirror.md)\n- [dsh-superagent (DeepSeek) vs Traycer](https://www.anchorterminal.com/compare/deepseek-superagent-vs-traycer.md)\n- [Devin vs Mirror CLI](https://www.anchorterminal.com/compare/devin-vs-reflection-mirror.md)\n- [Devin vs Traycer](https://www.anchorterminal.com/compare/devin-vs-traycer.md)\n- [Droid CLI vs Mirror CLI](https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror.md)\n- [Droid CLI vs Traycer](https://www.anchorterminal.com/compare/droid-cli-vs-traycer.md)\n- [Pi vs Mirror CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror.md)\n- [Pi vs Traycer](https://www.anchorterminal.com/compare/earendil-pi-vs-traycer.md)\n- [Emdash vs Mirror CLI](https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.md)\n- [Emdash vs Traycer](https://www.anchorterminal.com/compare/emdash-vs-traycer.md)\n- [Gemini CLI vs Mirror CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror.md)\n- [Gemini CLI vs Traycer](https://www.anchorterminal.com/compare/gemini-cli-vs-traycer.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 Traycer](https://www.anchorterminal.com/compare/github-copilot-cli-vs-traycer.md)\n- [goose vs Mirror CLI](https://www.anchorterminal.com/compare/goose-vs-reflection-mirror.md)\n- [goose vs Traycer](https://www.anchorterminal.com/compare/goose-vs-traycer.md)\n- [Harness² vs Mirror CLI](https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror.md)\n- [Harness² vs Traycer](https://www.anchorterminal.com/compare/harness2-vs-traycer.md)\n- [HarnessRouter vs Mirror CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror.md)\n- [HarnessRouter vs Traycer](https://www.anchorterminal.com/compare/harnessrouter-vs-traycer.md)\n- [Jules vs Mirror CLI](https://www.anchorterminal.com/compare/jules-vs-reflection-mirror.md)\n- [Jules vs Traycer](https://www.anchorterminal.com/compare/jules-vs-traycer.md)\n- [Junie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/junie-vs-reflection-mirror.md)\n- [Junie CLI vs Traycer](https://www.anchorterminal.com/compare/junie-vs-traycer.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 Traycer](https://www.anchorterminal.com/compare/kilo-code-cli-vs-traycer.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 Traycer](https://www.anchorterminal.com/compare/kimi-code-cli-vs-traycer.md)\n- [Kiro CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.md)\n- [Kiro CLI vs Traycer](https://www.anchorterminal.com/compare/kiro-cli-vs-traycer.md)\n- [Letta vs Mirror CLI](https://www.anchorterminal.com/compare/letta-vs-reflection-mirror.md)\n- [Letta vs Traycer](https://www.anchorterminal.com/compare/letta-vs-traycer.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 Traycer](https://www.anchorterminal.com/compare/mini-swe-agent-vs-traycer.md)\n- [MiniMax Code vs Mirror CLI](https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror.md)\n- [MiniMax Code vs Traycer](https://www.anchorterminal.com/compare/minimax-code-vs-traycer.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 Traycer](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-traycer.md)\n- [Muse Code vs Mirror CLI](https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.md)\n- [Muse Code vs Traycer](https://www.anchorterminal.com/compare/muse-code-vs-traycer.md)\n- [OpenAI Agents API vs Mirror CLI](https://www.anchorterminal.com/compare/openai-agents-api-vs-reflection-mirror.md)\n- [OpenAI Agents API vs 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Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/traycer-vs-warp.md)\n- [Clawboo vs Mirror CLI](https://www.anchorterminal.com/compare/clawboo-vs-reflection-mirror.md)\n- [Clawboo vs Traycer](https://www.anchorterminal.com/compare/clawboo-vs-traycer.md)\n- [CLI Manager vs Mirror CLI](https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror.md)\n- [CLI Manager vs Traycer](https://www.anchorterminal.com/compare/cli-manager-vs-traycer.md)\n- [Harness vs Mirror CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-reflection-mirror.md)\n- [Harness vs Traycer](https://www.anchorterminal.com/compare/harness-autonomous-vs-traycer.md)\n- [OpenMausBot vs Mirror CLI](https://www.anchorterminal.com/compare/openmausbot-vs-reflection-mirror.md)\n- [OpenMausBot vs Traycer](https://www.anchorterminal.com/compare/openmausbot-vs-traycer.md)\n- [Paperclip vs Mirror CLI](https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror.md)\n- [Paperclip vs Traycer](https://www.anchorterminal.com/compare/paperclip-vs-traycer.md)\n- [Parallax vs Mirror CLI](https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror.md)\n- [Parallax vs Traycer](https://www.anchorterminal.com/compare/parallax-agents-vs-traycer.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-11-07", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "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/" 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