{ "data": { "a": { "slug": "emdash", "name": "Emdash", "vendor": "General Action, Inc.", "vendorUrl": "https://emdash.sh", "kind": "harness", "category": "agent-harnesses", "summary": "Emdash is an open-source desktop app that runs coding agents such as Claude Code, Codex, OpenCode and Amp in parallel, each in its own Git worktree, locally or on remote machines over SSH, with issue intake and pull requests.", "url": "https://www.anchorterminal.com/tools/emdash", "markdownUrl": "https://www.anchorterminal.com/tools/emdash.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/emdash.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/emdash.json", "dns": "emdash.grade.anchorterminal.com", "repo": "https://github.com/generalaction/emdash", "license": "Apache-2.0", "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://emdash.sh/docs", "capabilities": [ "agent.harness", "agent.multi-agent" ], "tags": [ "open-source", "apache-2.0", "desktop-app", "telemetry", "new" ], "lastRelease": "2026-11-06", "graded": true, "anchor": { "graded": true, "score": 53.9, "grade": "D", "agentReady": false, "rank": 927, "ranked": true, "rankOf": 1486, "categoryRank": 35, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 55, "maintenance": 70, "payments": 60, "reliability": 55, "schema": 55, "security": 38, "transparency": 54 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "low", "date": "2026-11-07" }, "negative": 0, "verdict": "A mature open-source app for parallel coding agents in Git worktrees, with issue intake from a dozen trackers and remote machines over SSH. Telemetry is on unless you turn it off, and no test workflow was found in the repository.", "bestFor": "Developers who want parallel agents in worktrees, fed from their issue tracker, locally or over SSH.", "strengths": [ "Each task in its own Git worktree and branch", "Issues from Linear, GitHub, Jira, GitLab, Asana and more go straight to an agent", "Works on remote machines over SSH", "Apache 2.0, version 1.2, with macOS, Windows and Linux builds" ], "weaknesses": [ "Telemetry on unless turned off in Settings or with TELEMETRY_ENABLED=false", "No test workflow found, only consistency and release workflows", "No security policy file" ], "agentNotes": [ "Launch with TELEMETRY_ENABLED=false if you don't want telemetry", "Use the SSH mode to keep agents on a remote machine" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "low", "grade": "D", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 53.9 } ], "editorialScores": { "ergonomics": 55, "maintenance": 70, "payments": 60, "reliability": 55, "schema": 55, "security": 38, "transparency": 68 }, "provenanceScore": 40, "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": "brew install --cask emdash" }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/emdash" }, "area": "frameworks", "provenance": { "legalEntity": "General Action, Inc.", "domain": "emdash.sh", "domainRegistered": "", "domainNote": "Not looked up: RDAP isn't requested under the 1 November 2026 rules.", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-11-07", "notes": [ "The licence names General Action, Inc.. The repository is github.com/generalaction/emdash." ], "score": 40 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/emdash.json", "live": { "slug": "emdash", "securityTxt": { "url": "https://emdash.sh/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T16:01:15.230445185Z" }, "updatedAt": "2026-11-07T16:01:15.230445185Z" } }, "answer": "Mirror CLI scores 57.2 (C) on agent readiness against Emdash's 53.9 (D), and leads in 4 of 7 scored categories. Emdash leads on reliability and maintenance \u0026 community.", "b": { "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": 801, "ranked": true, "rankOf": 1486, "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" } }, "edges": [ { "by": 23, "category": "maintenance", "leads": "emdash", "name": "Maintenance \u0026 community", "reasons": { "a": "v1.2.11 on 6 November 2026 (30). v1.2.9, v1.2.10 and v1.2.11 within two weeks (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current installers and Homebrew cask (15). Release workflows, no test CI (5). 30 + 20 + 0 + 15 + 5 = 70.", "b": "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)." }, "scores": { "a": 70, "b": 47 } }, { "by": 20, "category": "schema", "leads": "reflection-mirror", "name": "Schema \u0026 documentation", "reasons": { "a": "Harness reading. Docs site and a workspace server package (55).", "b": "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)." }, "scores": { "a": 55, "b": 75 } }, { "by": 20, "category": "security", "leads": "reflection-mirror", "name": "Security \u0026 auth", "reasons": { "a": "Harness reading. Telemetry is described as optional and disabled in Settings or with TELEMETRY_ENABLED=false, which reads as on by default (15 of 30). Worktree per task and remote machines over SSH (10 of 20). No prompt-injection guidance (5). No audit log (5). No security policy file found (3). 15 + 10 + 5 + 5 + 3 = 38.", "b": "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." }, "scores": { "a": 38, "b": 58 } }, { "by": 15, "category": "reliability", "leads": "emdash", "name": "Reliability", "reasons": { "a": "Local software. Homebrew cask and installers for macOS, Windows and Linux (20). A code-consistency check and release workflows; no test workflow found (10). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Stable tags to v1.2.11, release notes on GitHub (10). Version 1.2.11 (15). 20 + 10 + 0 + 10 + 15 = 55.", "b": "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)." }, "scores": { "a": 55, "b": 40 } }, { "by": 12, "category": "transparency", "leads": "reflection-mirror", "name": "Transparency \u0026 trust", "reasons": { "a": "Apache 2.0 (30). A telemetry page on the docs site (not read) (18 of 30). No deprecation policy (5). Disclosed with an opt-out (15 of 20). 30 + 18 + 5 + 15 = 68.", "b": "Apache-2.0, with NOTICE and third-party licences in the repository (30). The README and SECURITY.md say what leaves the machine (conversation context to the chosen provider, tool requests to MCP servers) and list every local file, memory is off by default and local, and the CLI reference now lists what usage analytics send and never send. Reflection's privacy policy is on reflection.ai, whose robots.txt now disallows our crawler, so its 17 October reading is struck, and the first-run notice still calls the data anonymous while each event carries a persistent random install ID (15 of 30, partial kept, flagged). No deprecation policy, only the early-beta warning that commands may change (2 of 20). Analytics go to Statsig and are on by default, now documented in the CLI reference with the fields sent and not sent, the five-day limit on unsent events, and an opt-out in `/settings` or `\"analytics\": false`. Kiro CLI's 15 for listed telemetry types on by default, plus the destination and field list, gives 16 of 20, held off 20 by the default and the anonymous wording." }, "scores": { "a": 54, "b": 66 } } ], "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "General Action, Inc.", "b": "Reflection", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "None", "b": "API key", "name": "Auth" }, { "a": "Free", "b": "Free", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Apache-2.0", "b": "Apache-2.0", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-11-06", "b": "2026-10-16", "name": "Last release" }, { "a": "no document linked", "b": "2026-10-05", "name": "Terms last updated" }, { "a": "no document linked", "b": "2026-08-28", "name": "Privacy policy last updated" }, { "a": "not read yet", "b": "yes", "name": "Customer content may train models" }, { "a": "not read yet", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "not read yet", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "not read yet", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not read yet", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "none", "b": "3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Mirror CLI scores 57.2 (C) on agent readiness against Emdash's 53.9 (D), and leads in 4 of 7 scored categories. Emdash leads on reliability and maintenance \u0026 community.", "question": "Which is better for AI agents, Emdash or Mirror CLI?" }, { "answer": "Yes. Emdash is open source (Apache-2.0). Mirror CLI is open source (Apache-2.0).", "question": "Are Emdash and Mirror CLI open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 55 against 40", "Maintenance \u0026 community, 70 against 47" ], "also": [ "No key needed to call it" ], "goodFor": "Developers who want parallel agents in worktrees, fed from their issue tracker, locally or over SSH.", "slug": "emdash", "watchFor": "Telemetry on unless turned off in Settings or with TELEMETRY_ENABLED=false" }, { "aheadOn": [ "Schema \u0026 documentation, 75 against 55", "Security \u0026 auth, 58 against 38", "Transparency \u0026 trust, 66 against 54" ], "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" } ], "history": { "emdash": null, "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" } ] }, "job": { "capability": "agent.harness", "name": "Agent harnesses" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agent-zero-vs-emdash.json", "title": "Agent Zero vs Emdash", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-emdash" }, { "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/aider-vs-emdash.json", "title": "Aider vs Emdash", "url": "https://www.anchorterminal.com/compare/aider-vs-emdash" }, { "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/amp-vs-emdash.json", "title": "Amp vs Emdash", "url": "https://www.anchorterminal.com/compare/amp-vs-emdash" }, { "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/antigravity-cli-vs-emdash.json", "title": "Antigravity CLI vs Emdash", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-emdash" }, { "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/auggie-vs-emdash.json", "title": "Auggie CLI vs Emdash", "url": "https://www.anchorterminal.com/compare/auggie-vs-emdash" }, { "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/axlr-vs-emdash.json", "title": "AXLR vs Emdash", "url": "https://www.anchorterminal.com/compare/axlr-vs-emdash" }, { "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/claude-code-vs-emdash.json", "title": "Claude Code vs Emdash", "url": "https://www.anchorterminal.com/compare/claude-code-vs-emdash" }, { "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/cline-vs-emdash.json", "title": "Cline vs Emdash", "url": "https://www.anchorterminal.com/compare/cline-vs-emdash" }, { "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/conductor-vs-emdash.json", "title": "Conductor vs Emdash", "url": "https://www.anchorterminal.com/compare/conductor-vs-emdash" }, { "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/crush-vs-emdash.json", "title": "Crush vs Emdash", "url": "https://www.anchorterminal.com/compare/crush-vs-emdash" }, { "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/cursor-cli-vs-emdash.json", "title": "Cursor CLI vs Emdash", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-emdash" }, { "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/deepseek-harness-vs-emdash.json", "title": "DeepSeek Harness (dsh) vs Emdash", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-emdash" }, { "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-superagent-vs-emdash.json", "title": "dsh-superagent (DeepSeek) vs Emdash", "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-emdash" }, { "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/devin-vs-emdash.json", "title": "Devin vs Emdash", "url": "https://www.anchorterminal.com/compare/devin-vs-emdash" }, { "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/droid-cli-vs-emdash.json", "title": "Droid CLI vs Emdash", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-emdash" }, { "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/earendil-pi-vs-emdash.json", "title": "Pi vs Emdash", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-emdash" }, { "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/emdash-vs-gemini-cli.json", "title": "Emdash vs Gemini CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-gemini-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-github-copilot-cli.json", "title": "Emdash vs GitHub Copilot CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-github-copilot-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-goose.json", "title": "Emdash vs goose", "url": "https://www.anchorterminal.com/compare/emdash-vs-goose" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-harness2.json", "title": "Emdash vs Harness²", "url": "https://www.anchorterminal.com/compare/emdash-vs-harness2" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-harnessrouter.json", "title": "Emdash vs HarnessRouter", "url": "https://www.anchorterminal.com/compare/emdash-vs-harnessrouter" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-jules.json", "title": "Emdash vs Jules", "url": "https://www.anchorterminal.com/compare/emdash-vs-jules" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-junie.json", "title": "Emdash vs Junie CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-junie" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-kilo-code-cli.json", "title": "Emdash vs Kilo Code CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-kilo-code-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-kimi-code-cli.json", "title": "Emdash vs Kimi Code CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-kimi-code-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-kiro-cli.json", "title": "Emdash vs Kiro CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-kiro-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-letta.json", "title": "Emdash vs Letta", "url": "https://www.anchorterminal.com/compare/emdash-vs-letta" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent.json", "title": "Emdash vs mini-swe-agent", "url": "https://www.anchorterminal.com/compare/emdash-vs-mini-swe-agent" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-minimax-code.json", "title": "Emdash vs MiniMax Code", "url": "https://www.anchorterminal.com/compare/emdash-vs-minimax-code" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-mistral-vibe-cli.json", "title": "Emdash vs Mistral Vibe CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-mistral-vibe-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-muse-code.json", "title": "Emdash vs Muse Code", "url": "https://www.anchorterminal.com/compare/emdash-vs-muse-code" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-openai-agents-api.json", "title": "Emdash vs OpenAI Agents API", "url": "https://www.anchorterminal.com/compare/emdash-vs-openai-agents-api" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-openai-codex.json", "title": "Emdash vs OpenAI Codex", "url": "https://www.anchorterminal.com/compare/emdash-vs-openai-codex" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-opencode.json", "title": "Emdash vs OpenCode", "url": "https://www.anchorterminal.com/compare/emdash-vs-opencode" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-openhands.json", "title": "Emdash vs OpenHands", "url": "https://www.anchorterminal.com/compare/emdash-vs-openhands" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-openmausbot.json", "title": "Emdash vs OpenMausBot", "url": "https://www.anchorterminal.com/compare/emdash-vs-openmausbot" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-orca.json", "title": "Emdash vs Orca", "url": "https://www.anchorterminal.com/compare/emdash-vs-orca" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-paseo.json", "title": "Emdash vs Paseo", "url": "https://www.anchorterminal.com/compare/emdash-vs-paseo" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-prime-agent.json", "title": "Emdash vs Prime Agent", "url": "https://www.anchorterminal.com/compare/emdash-vs-prime-agent" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-qoder-cli.json", "title": "Emdash vs Qoder CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-qoder-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-qwen-code.json", "title": "Emdash vs Qwen Code", "url": "https://www.anchorterminal.com/compare/emdash-vs-qwen-code" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-rovo-dev-cli.json", "title": "Emdash vs Rovo Dev CLI", "url": "https://www.anchorterminal.com/compare/emdash-vs-rovo-dev-cli" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-sculptor.json", "title": "Emdash vs Sculptor", "url": "https://www.anchorterminal.com/compare/emdash-vs-sculptor" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-t3-code.json", "title": "Emdash vs T3 Code", "url": "https://www.anchorterminal.com/compare/emdash-vs-t3-code" }, { "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/emdash-vs-unstoppable.json", "title": "Emdash vs Unstoppable", "url": "https://www.anchorterminal.com/compare/emdash-vs-unstoppable" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-verdent.json", "title": "Emdash vs Verdent", "url": "https://www.anchorterminal.com/compare/emdash-vs-verdent" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-vibe-trading.json", "title": "Emdash vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/emdash-vs-vibe-trading" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-warp.json", "title": "Emdash vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/emdash-vs-warp" }, { "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/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/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/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/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/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/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/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/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/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/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/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/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/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/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/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-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/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/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/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/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/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/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/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/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-traycer.json", "title": "Mirror CLI vs Traycer", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer" }, { "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/clawboo-vs-emdash.json", "title": "Clawboo vs Emdash", "url": "https://www.anchorterminal.com/compare/clawboo-vs-emdash" }, { "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/cli-manager-vs-emdash.json", "title": "CLI Manager vs Emdash", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-emdash" }, { "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/emdash-vs-harness-autonomous.json", "title": "Emdash vs Harness", "url": "https://www.anchorterminal.com/compare/emdash-vs-harness-autonomous" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-paperclip.json", "title": "Emdash vs Paperclip", "url": "https://www.anchorterminal.com/compare/emdash-vs-paperclip" }, { "json": "https://www.anchorterminal.com/compare/emdash-vs-parallax-agents.json", "title": "Emdash vs Parallax", "url": "https://www.anchorterminal.com/compare/emdash-vs-parallax-agents" }, { "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/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/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/parallax-agents-vs-reflection-mirror.json", "title": "Parallax vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror" } ], "panel": null, "scores": [ { "by": 15, "edge": "emdash", "emdash": 55, "key": "reliability", "name": "Reliability", "reflection-mirror": 40, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 20, "edge": "reflection-mirror", "emdash": 55, "key": "schema", "name": "Schema \u0026 documentation", "reflection-mirror": 75, "weight": 13 }, { "by": 3, "edge": "reflection-mirror", "emdash": 55, "key": "ergonomics", "name": "Agent ergonomics", "reflection-mirror": 58, "weight": 13 }, { "by": 20, "edge": "reflection-mirror", "emdash": 38, "key": "security", "name": "Security \u0026 auth", "reflection-mirror": 58, "weight": 14 }, { "by": 0, "edge": "", "emdash": 60, "key": "payments", "name": "Payments \u0026 pricing", "reflection-mirror": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 23, "edge": "emdash", "emdash": 70, "key": "maintenance", "name": "Maintenance \u0026 community", "reflection-mirror": 47, "weight": 7 }, { "by": 12, "edge": "reflection-mirror", "emdash": 54, "key": "transparency", "name": "Transparency \u0026 trust", "reflection-mirror": 66, "weight": 7 } ], "summary": "Mirror CLI scores 57.2 (C) on agent readiness against Emdash's 53.9 (D), and leads in 4 of 7 scored categories. Emdash leads on reliability and maintenance \u0026 community. Both do agent harnesses.", "tasks": null, "tutorials": [], "verdicts": { "emdash": "A mature open-source app for parallel coding agents in Git worktrees, with issue intake from a dozen trackers and remote machines over SSH. Telemetry is on unless you turn it off, and no test workflow was found in the repository.", "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." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror", "json": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.min.md" }, "markdown": "Mirror CLI scores 57.2 (C) on agent readiness against Emdash's 53.9 (D), and leads in 4 of 7 scored categories. Emdash leads on reliability and maintenance \u0026 community. Both do agent harnesses.\n\n- Emdash: grade D, 53.9/100, rank #927 of 1486. Markdown https://www.anchorterminal.com/tools/emdash.md · JSON https://www.anchorterminal.com/api/v1/tools/emdash.json\n- Mirror CLI: grade C, 57.2/100, rank #801 of 1486. Markdown https://www.anchorterminal.com/tools/reflection-mirror.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-mirror.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### Emdash (D)\n\nGood for: Developers who want parallel agents in worktrees, fed from their issue tracker, locally or over SSH.\n\nAhead on:\n- Reliability, 55 against 40\n- Maintenance \u0026 community, 70 against 47\n\nAlso in its favour:\n- No key needed to call it\n\nWatch for: Telemetry on unless turned off in Settings or with TELEMETRY_ENABLED=false\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 55\n- Security \u0026 auth, 58 against 38\n- Transparency \u0026 trust, 66 against 54\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\n## Why the edge\n\n### Maintenance \u0026 community: Emdash +23\n\n- Emdash (70): v1.2.11 on 6 November 2026 (30). v1.2.9, v1.2.10 and v1.2.11 within two weeks (20). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Current installers and Homebrew cask (15). Release workflows, no test CI (5). 30 + 20 + 0 + 15 + 5 = 70.\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\n### Schema \u0026 documentation: Mirror CLI +20\n\n- Emdash (55): Harness reading. Docs site and a workspace server package (55).\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\n### Security \u0026 auth: Mirror CLI +20\n\n- Emdash (38): Harness reading. Telemetry is described as optional and disabled in Settings or with TELEMETRY_ENABLED=false, which reads as on by default (15 of 30). Worktree per task and remote machines over SSH (10 of 20). No prompt-injection guidance (5). No audit log (5). No security policy file found (3). 15 + 10 + 5 + 5 + 3 = 38.\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\n### Reliability: Emdash +15\n\n- Emdash (55): Local software. Homebrew cask and installers for macOS, Windows and Linux (20). A code-consistency check and release workflows; no test workflow found (10). GitHub issues and pull requests weren't read (GitHub's pages refuse these sessions), so that line is scored absent (0). Stable tags to v1.2.11, release notes on GitHub (10). Version 1.2.11 (15). 20 + 10 + 0 + 10 + 15 = 55.\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\n### Transparency \u0026 trust: Mirror CLI +12\n\n- Emdash (54): Apache 2.0 (30). A telemetry page on the docs site (not read) (18 of 30). No deprecation policy (5). Disclosed with an opt-out (15 of 20). 30 + 18 + 5 + 15 = 68.\n- Mirror CLI (66): Apache-2.0, with NOTICE and third-party licences in the repository (30). The README and SECURITY.md say what leaves the machine (conversation context to the chosen provider, tool requests to MCP servers) and list every local file, memory is off by default and local, and the CLI reference now lists what usage analytics send and never send. Reflection's privacy policy is on reflection.ai, whose robots.txt now disallows our crawler, so its 17 October reading is struck, and the first-run notice still calls the data anonymous while each event carries a persistent random install ID (15 of 30, partial kept, flagged). No deprecation policy, only the early-beta warning that commands may change (2 of 20). Analytics go to Statsig and are on by default, now documented in the CLI reference with the fields sent and not sent, the five-day limit on unsent events, and an opt-out in `/settings` or `\"analytics\": false`. Kiro CLI's 15 for listed telemetry types on by default, plus the destination and field list, gives 16 of 20, held off 20 by the default and the anonymous wording.\n\n## Score by category\n\n| Category | Weight | Emdash | Mirror CLI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 40 | Emdash +15 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 55 | 75 | Mirror CLI +20 |\n| Agent ergonomics | 13% (16.2 this run) | 55 | 58 | Mirror CLI +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 38 | 58 | Mirror CLI +20 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 60 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 70 | 47 | Emdash +23 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 54 | 66 | Mirror CLI +12 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **53.9 · D** | **57.2 · C** | |\n\n## Facts side by side\n\n| Fact | Emdash | Mirror CLI |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | General Action, Inc. | Reflection |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | None | API key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | Apache-2.0 |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-11-06 | 2026-10-16 |\n| Terms last updated | no document linked | 2026-10-05 |\n| Privacy policy last updated | no document linked | 2026-08-28 |\n| Customer content may train models | not read yet | yes |\n| Terms restrict automated access | not read yet | not found in the text |\n| Terms restrict benchmarking | not read yet | not found in the text |\n| Terms or service can change without notice | not read yet | not found in the text |\n| Arbitration or class-action waiver | not read yet | yes |\n| Agent reviews | none | 3/5 (4) |\n\n## How the scores have moved\n\n### Emdash\n\nNo score change since it was listed.\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## Verdicts\n\n**Emdash.** A mature open-source app for parallel coding agents in Git worktrees, with issue intake from a dozen trackers and remote machines over SSH. Telemetry is on unless you turn it off, and no test workflow was found in the repository.\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## Before you call either\n\n### Emdash\n\n1. Launch with TELEMETRY_ENABLED=false if you don't want telemetry\n2. Use the SSH mode to keep agents on a remote machine\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## Questions\n\n### Which is better for AI agents, Emdash or Mirror CLI?\n\nMirror CLI scores 57.2 (C) on agent readiness against Emdash's 53.9 (D), and leads in 4 of 7 scored categories. Emdash leads on reliability and maintenance \u0026 community.\n\n### Are Emdash and Mirror CLI open source?\n\nYes. Emdash is open source (Apache-2.0). Mirror CLI is open source (Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.json, and with the fewest tokens: https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"emdash\", \"b\": \"reflection-mirror\"}`. From a terminal: `anchor compare emdash reflection-mirror`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/emdash.json and https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json\n\n## Other comparisons with Emdash or Mirror CLI\n\n- [Agent Zero vs Emdash](https://www.anchorterminal.com/compare/agent-zero-vs-emdash.md)\n- [Agent Zero vs Mirror CLI](https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.md)\n- [Aider vs Emdash](https://www.anchorterminal.com/compare/aider-vs-emdash.md)\n- [Aider vs Mirror CLI](https://www.anchorterminal.com/compare/aider-vs-reflection-mirror.md)\n- [Amp vs Emdash](https://www.anchorterminal.com/compare/amp-vs-emdash.md)\n- [Amp vs Mirror CLI](https://www.anchorterminal.com/compare/amp-vs-reflection-mirror.md)\n- [Antigravity CLI vs Emdash](https://www.anchorterminal.com/compare/antigravity-cli-vs-emdash.md)\n- [Antigravity CLI vs Mirror CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror.md)\n- [Auggie CLI vs Emdash](https://www.anchorterminal.com/compare/auggie-vs-emdash.md)\n- [Auggie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/auggie-vs-reflection-mirror.md)\n- [AXLR vs Emdash](https://www.anchorterminal.com/compare/axlr-vs-emdash.md)\n- [AXLR vs Mirror CLI](https://www.anchorterminal.com/compare/axlr-vs-reflection-mirror.md)\n- [Claude Code vs Emdash](https://www.anchorterminal.com/compare/claude-code-vs-emdash.md)\n- [Claude Code vs Mirror CLI](https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror.md)\n- [Cline vs Emdash](https://www.anchorterminal.com/compare/cline-vs-emdash.md)\n- [Cline vs Mirror CLI](https://www.anchorterminal.com/compare/cline-vs-reflection-mirror.md)\n- [Conductor vs Emdash](https://www.anchorterminal.com/compare/conductor-vs-emdash.md)\n- [Conductor vs Mirror 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[OpenMausBot vs Mirror CLI](https://www.anchorterminal.com/compare/openmausbot-vs-reflection-mirror.md)\n- [Paperclip vs Mirror CLI](https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror.md)\n- [Parallax vs Mirror CLI](https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror.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": 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