{ "data": { "a": { "slug": "reflection-mirror", "name": "Mirror CLI", "vendor": "Reflection", "vendorUrl": "https://developers.reflection.ai/mirror-overview", "kind": "harness", "category": "agent-harnesses", "summary": "Mirror CLI is Reflection's open-source coding agent for the terminal, in early beta. It reads code, edits files and runs commands, with parallel agents in separate worktrees, MCP connections and Python extensions, using Beam by default or another provider.", "url": "https://www.anchorterminal.com/tools/reflection-mirror", "markdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json", "repo": "https://github.com/reflection-oss/mirror", "license": "Apache-2.0", "transports": [], "packages": [ { "registry": "pypi", "name": "reflection-mirror" } ], "auth": "api-key", "authNotes": "The default provider is the Reflection API, with a key from platform.reflection.ai in `REFLECTION_API_KEY` or pasted at first start and saved to `~/.mirror/reflection_api_key`. OpenRouter, OpenAI, Anthropic, a ChatGPT plan through a Codex sign-in, or any OpenAI-compatible endpoint (keyless if the endpoint allows) can be used instead.", "pricing": "free", "pricingNotes": "Free and Apache-2.0. Model calls are billed by the provider chosen. The default Reflection API was a free public beta with daily usage limits on 17 October 2026, and some organisations must verify a credit card before their keys work.", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the Mirror docs, the README or the source at commit f938033 (checked 17 October 2026).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-17" }, "docsUrl": "https://developers.reflection.ai/mirror-overview", "llmsTxt": "https://developers.reflection.ai/llms.txt", "capabilities": [ "agent.harness", "agent.mcp-client", "agent.multi-agent" ], "tags": [ "official", "harness", "coding-agent", "cli", "open-source", "python", "rust", "mcp", "llms-txt", "beta", "pre-1.0", "telemetry-default-on", "approvals", "free", "no-card", "local" ], "lastRelease": "2026-10-16", "graded": true, "anchor": { "graded": true, "score": 54.2, "grade": "C", "agentReady": false, "rank": 797, "ranked": true, "rankOf": 1210, "categoryRank": 30, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 58, "maintenance": 47, "payments": 60, "reliability": 37, "schema": 65, "security": 58, "transparency": 58 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-17" }, "negative": 0, "verdict": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.", "bestFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.", "strengths": [ "Apache-2.0 source for the Python CLI and the Rust agent core, with a public CI workflow and 186 test files", "Manual approval by default, covering every shell command, file write, MCP tool call and most extension tools", "Provider keys are kept out of the environment of commands the agent runs, and MCP definitions are read only from the home directory", "Works with Reflection, OpenRouter, OpenAI, Anthropic or any OpenAI-compatible endpoint, including a keyless local server", "`mirror acp` serves the Agent Client Protocol on stdio, and `/worktree` runs parallel agents in separate checkouts" ], "weaknesses": [ "Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags", "Usage analytics go to Statsig by default, disclosed in a first-run notice but not in the docs or README", "No sandbox by default. The opt-in microVM sandbox covers file and shell tools only, and extensions and local MCP servers run on the host", "`mirror exec` prints only the final answer as plain text, with exit codes not documented and no budget or time limit", "Approval mode is saved globally, so switching to auto in one directory applies to later launches everywhere" ], "agentNotes": [ "Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted", "Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox", "Set `--max-iterations` on unattended runs. Turns are unlimited by default", "Check the result with your own tests. `exec` returns 0 whenever it prints an answer", "Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 4, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 54.2 } ], "editorialScores": { "ergonomics": 58, "maintenance": 47, "payments": 60, "reliability": 37, "schema": 65, "security": 58, "transparency": 56 }, "provenanceScore": 60, "checked": { "categories": { "ergonomics": "2026-10-17", "maintenance": "2026-10-17", "payments": "2026-10-17", "reliability": "2026-10-17", "schema": "2026-10-17", "security": "2026-10-17", "transparency": "2026-10-17" }, "last": "2026-10-17", "oldest": "2026-10-17", "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, Inc.", "domain": "reflection.ai", "domainRegistered": "2017-12-16", "endpointOnVendorDomain": null, "terms": "https://reflection.ai/legal/commercial-terms-of-service", "privacy": "https://reflection.ai/legal/privacy-policy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-17", "notes": [ "The software is under Apache-2.0 (LICENSE and NOTICE in the repository). The terms field is Reflection's Commercial Terms of Service, which cover the Reflection API that Mirror calls by default and say beta services are provided as is. The site Terms of Service (last updated 19 February 2025) cover the website only.", "The Privacy Policy, last updated 28 August 2026, names Reflection AI, Inc., 61 9th Ave, Floor 3, New York, NY 10011, and gives no fixed retention periods.", "RDAP for reflection.ai gives a registration date of 16 December 2017.", "No changelog or release notes were found for Mirror. The repository has no tags.", "reflection.ai/.well-known/security.txt and developers.reflection.ai/.well-known/security.txt return 404. The repository's SECURITY.md sends vulnerability reports to developers@reflection.ai.", "Mirror is software the owner runs, so no status page applies to it. The Reflection API's status page wasn't looked for here." ], "score": 60 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/reflection-mirror.json", "live": { "slug": "reflection-mirror", "versions": [ { "registry": "github", "name": "reflection-oss/mirror", "version": "mirror-agent-v0.1.8", "released": "2026-10-19", "seenAt": "2026-10-25T09:18:11.189042959Z" }, { "registry": "pypi", "name": "reflection-mirror", "version": "0.1.1", "released": "2026-10-22", "seenAt": "2026-10-25T09:18:11.00409737Z" } ], "githubStars": 205, "pypiWeekly": 542, "securityTxt": { "url": "https://reflection.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-25T15:28:22.931657962Z" }, "llmsTxt": { "url": "https://developers.reflection.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-25T14:53:04.973392294Z" }, "domain": { "domain": "reflection.ai", "registered": "2017-12-16", "source": "https://rdap.identitydigital.services/rdap/domain/reflection.ai", "checkedAt": "2026-10-25T14:05:45.614841934Z" }, "github": { "repo": "reflection-oss/mirror", "checkedAt": "2026-10-19T06:43:19.5789207Z", "stars": 183, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-16T13:57:19Z", "openIssues": 0, "openPRs": 3, "issuesOpened90d": 0, "issuesClosed90d": 0, "prsMerged90d": 4, "ci": { "branch": "main", "runs": 4, "success": 4, "failure": 0, "other": 0, "latest": "success", "latestAt": "2026-10-16T12:17:32Z" } }, "updatedAt": "2026-10-25T15:28:22.931657962Z" } }, "answer": "Vibe-Trading scores 62.2 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on transparency \u0026 trust.", "b": { "slug": "vibe-trading", "name": "Vibe-Trading", "vendor": "HKUDS", "vendorUrl": "https://vibetrading.wiki", "kind": "harness", "category": "agent-harnesses", "summary": "Vibe-Trading is an open-source, self-hosted finance research agent from HKUDS. It turns plain-English questions into market data pulls, strategy code and backtests, through a CLI, a web UI, chat apps or its MCP server.", "url": "https://www.anchorterminal.com/tools/vibe-trading", "markdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/vibe-trading.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/vibe-trading.json", "repo": "https://github.com/HKUDS/Vibe-Trading", "license": "MIT", "transports": [ "stdio", "streamable-http", "sse" ], "packages": [ { "registry": "pypi", "name": "vibe-trading-ai" } ], "auth": "none", "authNotes": "No account with the project. The owner supplies a model provider key in `agent/.env`, or uses Ollama, a ChatGPT OAuth sign-in for OpenAI Codex, a GitHub Copilot login or a local Claude Code login. The API server answers loopback clients without a key; any other client needs `API_AUTH_KEY` as `Authorization: Bearer \u003ckey\u003e`. The MCP server's HTTP transport binds 127.0.0.1 with a Host and Origin allow-list and no token. Broker connector credentials are stored in the OS keyring by `vibe-trading connector setup` (https://github.com/HKUDS/Vibe-Trading/blob/main/README.md).", "pricing": "free", "pricingNotes": "Free under the MIT licence, with nothing to buy from the project. The owner pays the model provider, or nothing with a local model through Ollama. 29 market-data sources are built in and most need no key. QVeris, an optional paid data marketplace, is a third party and is reached only in paid mode; the README carries a QVeris referral link and discloses it (checked 2026-10-25).", "priceSummary": "Free · OSS", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the README, the docs or the source at v0.1.18 (checked 2026-10-25).", "endpoints": [] }, "toolCount": 82, "popularity": { "githubStars": 36500, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-25" }, "docsUrl": "https://vibetrading.wiki/docs/", "capabilities": [ "agent.harness", "agent.multi-agent", "agent.mcp-client", "data.markets", "market.crypto", "market.news", "assistant.messaging", "assistant.proactive" ], "tags": [ "open-source", "self-hosted", "local", "free", "python", "mit", "mcp", "cli", "harness", "docker", "no-card", "no-sandbox", "pre-1.0", "beta" ], "lastRelease": "2026-10-21", "graded": true, "anchor": { "graded": true, "score": 62.2, "grade": "B", "agentReady": false, "rank": 502, "ranked": true, "rankOf": 1210, "categoryRank": 12, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 67, "maintenance": 82, "payments": 60, "reliability": 63, "schema": 72, "security": 70, "transparency": 47 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-25" }, "negative": -4, "negativeNotes": [ "2026-10-02. GHSA-v2f8-6655-7grj (CVE-2026-114108, critical). In 0.1.0 to 0.1.6 the API server answered every client without authentication when `API_AUTH_KEY` was unset, the shipped default, with the Docker container running as root on 0.0.0.0:8899, which the advisory chains to remote code execution. Fixed in 0.1.7 of 6 May 2026 and published five months later, -2. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-v2f8-6655-7grj", "2026-10-02. GHSA-jqmf-mx4f-hfr6 (CVE-2026-114107, critical). Shell and code injection in the LLM-callable `bash`, `background_run` and backtest tools, and SSRF in `read_url`, reachable through the unauthenticated API or prompt injection in a processed document, in 0.1.0 to 0.1.6. Fixed in the same 0.1.7 release, -1. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-jqmf-mx4f-hfr6", "2026-10-02. GHSA-5rmq-chc7-m22f (CVE-2026-114106, high). `read_document` read any file the process could reach and `safe_user_path()` accepted the whole home directory, in 0.1.0 to 0.1.6. Fixed in 0.1.7, -1. https://github.com/HKUDS/Vibe-Trading/security/advisories/GHSA-5rmq-chc7-m22f" ], "verdict": "Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.", "bestFor": "A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.", "strengths": [ "MIT licence, runs on the owner's machine, and no telemetry code was found in the source at v0.1.18", "No order-placing or order-cancelling tool is exposed over MCP, and shell tools are off on every MCP transport by default", "Live orders need an owner-committed mandate with hard caps, a kill switch and an append-only, hash-chained audit ledger", "Six PyPI releases in the 90 days to 25 October 2026, with a dated CHANGELOG.md and a Known issues section in 0.1.18", "API server answers only loopback clients without `API_AUTH_KEY`; Docker binds 127.0.0.1 and runs as a non-root user" ], "weaknesses": [ "Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain", "The local CLI's `bash` tool and generated backtest code run without per-action approval or a sandbox", "82 MCP tools with about 44,000 characters of descriptions in the server source and no readOnlyHint or destructiveHint annotations", "Version 0.1.18 with a Beta classifier, and not in the official MCP registry", "Broker trading is described in the README as experimental and not verified against a real broker account" ], "agentNotes": [ "Run 0.1.7 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain", "Set `API_AUTH_KEY` before exposing `vibe-trading serve` beyond localhost, and send it as `Authorization: Bearer \u003ckey\u003e`", "Set `VIBE_TRADING_ALLOWED_RUN_ROOTS` in the MCP client's `env` block; a shell `export` does not reach the spawned server", "Use `vibe-trading run -p \"...\" --json` for headless runs, and add `--enable-shell-tools` to `vibe-trading-mcp` only when shell access is needed", "Treat text from `read_url`, `web_search` and `read_document` as untrusted; `security_warnings` flags patterns but does not remove them" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 62.2 } ], "editorialScores": { "ergonomics": 67, "maintenance": 82, "payments": 60, "reliability": 63, "schema": 72, "security": 70, "transparency": 67 }, "provenanceScore": 27, "checked": { "categories": { "ergonomics": "2026-10-25", "maintenance": "2026-10-25", "payments": "2026-10-25", "reliability": "2026-10-25", "schema": "2026-10-25", "security": "2026-10-25", "transparency": "2026-10-25" }, "last": "2026-10-25", "oldest": "2026-10-25", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "pip install vibe-trading-ai # then: vibe-trading init # or: docker compose up --build from a clone", "config": { "mcpServers": { "vibe-trading": { "command": "vibe-trading-mcp" } } }, "headless": { "command": "vibe-trading run -p \"$TASK\" --json" } }, "letme": { "capability": "https://letme.dev/agent.harness", "tool": "https://letme.dev/vibe-trading" }, "area": "frameworks", "provenance": { "legalEntity": "", "domain": "vibetrading.wiki", "domainRegistered": "2026-05-14", "endpointOnVendorDomain": null, "terms": "", "privacy": "", "statusPage": "", "changelog": "https://github.com/HKUDS/Vibe-Trading/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-10-25", "notes": [ "No legal entity is named. The repository belongs to the GitHub organisation HKUDS, and pyproject.toml names HKUDS with an address at connect.hku.hk as author. The LICENSE names Vibe-Trading Contributors and NOTICE names HKUDS contributors.", "vibetrading.wiki is a static wiki on Cloudflare Pages built from the repository's wiki/ folder. It has no terms or privacy page, and the MIT licence stands in for terms.", "/robots.txt, /llms.txt and /.well-known/security.txt on vibetrading.wiki all answered with the same HTML redirect to /home/ on 25 October 2026, so there are no robots rules, no llms.txt and no security.txt.", "SECURITY.md asks for private reports through a GitHub security advisory and promises an acknowledgement within five business days.", "RDAP gives a registration date of 14 May 2026 for vibetrading.wiki. The README dates the wiki's launch to the same day.", "There is no hosted endpoint. The API and MCP server answer on the owner's own host." ], "score": 27 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/vibe-trading.json", "live": { "slug": "vibe-trading", "securityTxt": { "url": "https://vibetrading.wiki/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-25T15:28:03.847411428Z" }, "updatedAt": "2026-10-25T15:28:03.847411428Z" } }, "facts": [ { "a": "Agent harness", "b": "Agent harness", "name": "Kind" }, { "a": "Reflection", "b": "HKUDS", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "stdio, Streamable HTTP, SSE (legacy)", "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": "none", "b": "82", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-10-16", "b": "2026-10-21", "name": "Last release" }, { "a": "", "b": "no document linked", "name": "Terms last updated" }, { "a": "", "b": "no document linked", "name": "Privacy policy last updated" }, { "a": "", "b": "", "name": "Customer content may train models" }, { "a": "", "b": "", "name": "Terms restrict automated access" }, { "a": "", "b": "", "name": "Terms restrict benchmarking" }, { "a": "", "b": "", "name": "Terms or service can change without notice" }, { "a": "", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "none", "b": "37k stars", "name": "Popularity" }, { "a": "3/5 (4)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "Vibe-Trading scores 62.2 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on transparency \u0026 trust.", "question": "Which is better for AI agents, Mirror CLI or Vibe-Trading?" }, { "answer": "Yes. Mirror CLI is open source (Apache-2.0). Vibe-Trading is open source (MIT).", "question": "Are Mirror CLI and Vibe-Trading open source?" } ], "goodFor": [ { "aheadOn": [ "Transparency \u0026 trust, 58 against 47" ], "also": [ "No incidents deducted, where Vibe-Trading loses 4 points for them" ], "goodFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.", "slug": "reflection-mirror", "watchFor": "Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags" }, { "aheadOn": [ "Reliability, 63 against 37", "Schema \u0026 documentation, 72 against 65", "Agent ergonomics, 67 against 58", "Security \u0026 auth, 70 against 58", "Maintenance \u0026 community, 82 against 47" ], "also": [ "No key needed to call it", "Runs on your own machine" ], "goodFor": "A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.", "slug": "vibe-trading", "watchFor": "Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain" } ], "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-vibe-trading.json", "title": "Agent Zero vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Aider vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/aider-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Amp vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/amp-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Antigravity CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Auggie CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/auggie-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Claude Code vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Cline vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/cline-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Crush vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/crush-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Cursor CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "DeepSeek Harness (dsh) vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Devin vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/devin-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Droid CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Pi vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Gemini CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "GitHub Copilot CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "goose vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/goose-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Harness² vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/harness2-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "HarnessRouter vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Jules vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/jules-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Junie CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/junie-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Kilo Code CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Kimi Code CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Kiro CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "mini-swe-agent vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "MiniMax Code vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Mistral Vibe CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Muse Code vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "OpenAI Codex vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "OpenCode vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/opencode-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "OpenHands vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/openhands-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Prime Agent vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Qoder CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Qwen Code vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading" }, { "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-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-vibe-trading.json", "title": "Rovo Dev CLI vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading" }, { "json": "https://www.anchorterminal.com/compare/vibe-trading-vs-warp.json", "title": "Vibe-Trading vs Warp (Warp Agent CLI and the Oz Agent API)", "url": "https://www.anchorterminal.com/compare/vibe-trading-vs-warp" }, { "json": "https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror.json", "title": "CLI Manager vs Mirror CLI", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror" }, { "json": "https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.json", "title": "CLI Manager vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Harness vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Paperclip vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading" }, { "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-vibe-trading.json", "title": "Parallax vs Vibe-Trading", "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading" } ], "scores": [ { "by": 26, "edge": "vibe-trading", "key": "reliability", "name": "Reliability", "reflection-mirror": 37, "vibe-trading": 63, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 7, "edge": "vibe-trading", "key": "schema", "name": "Schema \u0026 documentation", "reflection-mirror": 65, "vibe-trading": 72, "weight": 13 }, { "by": 9, "edge": "vibe-trading", "key": "ergonomics", "name": "Agent ergonomics", "reflection-mirror": 58, "vibe-trading": 67, "weight": 13 }, { "by": 12, "edge": "vibe-trading", "key": "security", "name": "Security \u0026 auth", "reflection-mirror": 58, "vibe-trading": 70, "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "name": "Payments \u0026 pricing", "reflection-mirror": 60, "vibe-trading": 60, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 35, "edge": "vibe-trading", "key": "maintenance", "name": "Maintenance \u0026 community", "reflection-mirror": 47, "vibe-trading": 82, "weight": 7 }, { "by": 11, "edge": "reflection-mirror", "key": "transparency", "name": "Transparency \u0026 trust", "reflection-mirror": 58, "vibe-trading": 47, "weight": 7 } ], "summary": "Vibe-Trading scores 62.2 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on transparency \u0026 trust. Both do agent harnesses.", "tutorials": [], "verdicts": { "reflection-mirror": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.", "vibe-trading": "Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading", "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.min.md" }, "markdown": "Vibe-Trading scores 62.2 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on transparency \u0026 trust. Both do agent harnesses.\n\n- Mirror CLI: grade C, 54.2/100, rank #797 of 1210. Markdown https://www.anchorterminal.com/tools/reflection-mirror.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json\n- Vibe-Trading: grade B, 62.2/100, rank #502 of 1210. Markdown https://www.anchorterminal.com/tools/vibe-trading.md · JSON https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 792 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- Transparency \u0026 trust, 58 against 47\n\nAlso in its favour:\n- No incidents deducted, where Vibe-Trading loses 4 points for them\n\nWatch for: Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags\n\n### Vibe-Trading (B)\n\nGood for: A person or a pipeline that wants a ready-made finance research agent over free market data, with backtests, swarm reviews and exports, run on their own machine or used as an MCP server by another agent.\n\nAhead on:\n- Reliability, 63 against 37\n- Schema \u0026 documentation, 72 against 65\n- Agent ergonomics, 67 against 58\n- Security \u0026 auth, 70 against 58\n- Maintenance \u0026 community, 82 against 47\n\nAlso in its favour:\n- No key needed to call it\n- Runs on your own machine\n\nWatch for: Three advisories published 2 October 2026 cover 0.1.0 to 0.1.6, two critical, among them unauthenticated API access with an RCE chain\n\n\n## Score by category\n\n| Category | Weight | Mirror CLI | Vibe-Trading | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 37 | 63 | Vibe-Trading +26 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 65 | 72 | Vibe-Trading +7 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 67 | Vibe-Trading +9 |\n| Security \u0026 auth | 14% (17.5 this run) | 58 | 70 | Vibe-Trading +12 |\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) | 47 | 82 | Vibe-Trading +35 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 58 | 47 | Mirror CLI +11 |\n| Negative events | ≤15 | 0 | -4 | |\n| **Total** | | **54.2 · C** | **62.2 · B** | |\n\n## Facts side by side\n\n| Fact | Mirror CLI | Vibe-Trading |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Reflection | HKUDS |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | stdio, Streamable HTTP, SSE (legacy) |\n| Auth | API key | None |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | MIT |\n| Tools exposed | none | 82 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-16 | 2026-10-21 |\n| Terms last updated | | no document linked |\n| Privacy policy last updated | | no document linked |\n| Customer content may train models | | |\n| Terms restrict automated access | | |\n| Terms restrict benchmarking | | |\n| Terms or service can change without notice | | |\n| Arbitration or class-action waiver | | |\n| Popularity | none | 37k stars |\n| Agent reviews | 3/5 (4) | none |\n\n## Verdicts\n\n**Mirror CLI.** Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.\n\n**Vibe-Trading.** Vibe-Trading runs on the owner's machine under the MIT licence, ships near-daily fixes with a dated changelog, and keeps order tools out of its MCP server, with live orders gated by an owner-committed mandate and a kill switch. Three advisories, two critical, covered versions before 0.1.7, and the local CLI runs shell commands without asking.\n\n## Before you call either\n\n### Mirror CLI\n\n1. Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted\n2. Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox\n3. Set `--max-iterations` on unattended runs. Turns are unlimited by default\n4. Check the result with your own tests. `exec` returns 0 whenever it prints an answer\n5. Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key\n\n### Vibe-Trading\n\n1. Run 0.1.7 or later. Earlier versions carry three published advisories, including unauthenticated API access with an RCE chain\n2. Set `API_AUTH_KEY` before exposing `vibe-trading serve` beyond localhost, and send it as `Authorization: Bearer \u003ckey\u003e`\n3. Set `VIBE_TRADING_ALLOWED_RUN_ROOTS` in the MCP client's `env` block; a shell `export` does not reach the spawned server\n4. Use `vibe-trading run -p \"...\" --json` for headless runs, and add `--enable-shell-tools` to `vibe-trading-mcp` only when shell access is needed\n5. Treat text from `read_url`, `web_search` and `read_document` as untrusted; `security_warnings` flags patterns but does not remove them\n\n## Questions\n\n### Which is better for AI agents, Mirror CLI or Vibe-Trading?\n\nVibe-Trading scores 62.2 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on transparency \u0026 trust.\n\n### Are Mirror CLI and Vibe-Trading open source?\n\nYes. Mirror CLI is open source (Apache-2.0). Vibe-Trading is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.json, and with the fewest tokens: https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"reflection-mirror\", \"b\": \"vibe-trading\"}`. From a terminal: `anchor compare reflection-mirror vibe-trading`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json and https://www.anchorterminal.com/api/v1/tools/vibe-trading.json\n\n## Other comparisons with Mirror CLI or Vibe-Trading\n\n- [Agent Zero vs Mirror CLI](https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.md)\n- [Agent Zero vs Vibe-Trading](https://www.anchorterminal.com/compare/agent-zero-vs-vibe-trading.md)\n- [Aider vs Mirror CLI](https://www.anchorterminal.com/compare/aider-vs-reflection-mirror.md)\n- [Aider vs Vibe-Trading](https://www.anchorterminal.com/compare/aider-vs-vibe-trading.md)\n- [Amp vs Mirror CLI](https://www.anchorterminal.com/compare/amp-vs-reflection-mirror.md)\n- [Amp vs Vibe-Trading](https://www.anchorterminal.com/compare/amp-vs-vibe-trading.md)\n- [Antigravity CLI vs Mirror CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror.md)\n- [Antigravity CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/antigravity-cli-vs-vibe-trading.md)\n- [Auggie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/auggie-vs-reflection-mirror.md)\n- [Auggie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/auggie-vs-vibe-trading.md)\n- [Claude Code vs Mirror CLI](https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror.md)\n- [Claude Code vs Vibe-Trading](https://www.anchorterminal.com/compare/claude-code-vs-vibe-trading.md)\n- [Cline vs Mirror CLI](https://www.anchorterminal.com/compare/cline-vs-reflection-mirror.md)\n- [Cline vs Vibe-Trading](https://www.anchorterminal.com/compare/cline-vs-vibe-trading.md)\n- [Crush vs Mirror CLI](https://www.anchorterminal.com/compare/crush-vs-reflection-mirror.md)\n- [Crush vs Vibe-Trading](https://www.anchorterminal.com/compare/crush-vs-vibe-trading.md)\n- [Cursor CLI vs Mirror CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror.md)\n- [Cursor CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/cursor-cli-vs-vibe-trading.md)\n- [DeepSeek Harness (dsh) vs Mirror CLI](https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror.md)\n- [DeepSeek Harness (dsh) vs Vibe-Trading](https://www.anchorterminal.com/compare/deepseek-harness-vs-vibe-trading.md)\n- [Devin vs Mirror CLI](https://www.anchorterminal.com/compare/devin-vs-reflection-mirror.md)\n- [Devin vs Vibe-Trading](https://www.anchorterminal.com/compare/devin-vs-vibe-trading.md)\n- [Droid CLI vs Mirror CLI](https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror.md)\n- [Droid CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/droid-cli-vs-vibe-trading.md)\n- [Pi vs Mirror CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror.md)\n- [Pi vs Vibe-Trading](https://www.anchorterminal.com/compare/earendil-pi-vs-vibe-trading.md)\n- [Gemini CLI vs Mirror CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror.md)\n- [Gemini CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/gemini-cli-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/github-copilot-cli-vs-vibe-trading.md)\n- [goose vs Mirror CLI](https://www.anchorterminal.com/compare/goose-vs-reflection-mirror.md)\n- [goose vs Vibe-Trading](https://www.anchorterminal.com/compare/goose-vs-vibe-trading.md)\n- [Harness² vs Mirror CLI](https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror.md)\n- [Harness² vs Vibe-Trading](https://www.anchorterminal.com/compare/harness2-vs-vibe-trading.md)\n- [HarnessRouter vs Mirror CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror.md)\n- [HarnessRouter vs Vibe-Trading](https://www.anchorterminal.com/compare/harnessrouter-vs-vibe-trading.md)\n- [Jules vs Mirror CLI](https://www.anchorterminal.com/compare/jules-vs-reflection-mirror.md)\n- [Jules vs Vibe-Trading](https://www.anchorterminal.com/compare/jules-vs-vibe-trading.md)\n- [Junie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/junie-vs-reflection-mirror.md)\n- [Junie CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/junie-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/kilo-code-cli-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/kimi-code-cli-vs-vibe-trading.md)\n- [Kiro CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.md)\n- [Kiro CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/kiro-cli-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/mini-swe-agent-vs-vibe-trading.md)\n- [MiniMax Code vs Mirror CLI](https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror.md)\n- [MiniMax Code vs Vibe-Trading](https://www.anchorterminal.com/compare/minimax-code-vs-vibe-trading.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 Vibe-Trading](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-vibe-trading.md)\n- [Muse Code vs Mirror CLI](https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.md)\n- [Muse Code vs Vibe-Trading](https://www.anchorterminal.com/compare/muse-code-vs-vibe-trading.md)\n- [OpenAI Codex vs Mirror CLI](https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror.md)\n- [OpenAI Codex vs Vibe-Trading](https://www.anchorterminal.com/compare/openai-codex-vs-vibe-trading.md)\n- [OpenCode vs Mirror CLI](https://www.anchorterminal.com/compare/opencode-vs-reflection-mirror.md)\n- [OpenCode vs Vibe-Trading](https://www.anchorterminal.com/compare/opencode-vs-vibe-trading.md)\n- [OpenHands vs Mirror CLI](https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror.md)\n- [OpenHands vs Vibe-Trading](https://www.anchorterminal.com/compare/openhands-vs-vibe-trading.md)\n- [Prime Agent vs Mirror CLI](https://www.anchorterminal.com/compare/prime-agent-vs-reflection-mirror.md)\n- [Prime Agent vs Vibe-Trading](https://www.anchorterminal.com/compare/prime-agent-vs-vibe-trading.md)\n- [Qoder CLI vs Mirror CLI](https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror.md)\n- [Qoder CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/qoder-cli-vs-vibe-trading.md)\n- [Qwen Code vs Mirror CLI](https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror.md)\n- [Qwen Code vs Vibe-Trading](https://www.anchorterminal.com/compare/qwen-code-vs-vibe-trading.md)\n- [Mirror CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.md)\n- [Mirror CLI vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/reflection-mirror-vs-warp.md)\n- [Rovo Dev CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/rovo-dev-cli-vs-vibe-trading.md)\n- [Vibe-Trading vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/vibe-trading-vs-warp.md)\n- [CLI Manager vs Mirror CLI](https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror.md)\n- [CLI Manager vs Vibe-Trading](https://www.anchorterminal.com/compare/cli-manager-vs-vibe-trading.md)\n- [Harness vs Mirror CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-reflection-mirror.md)\n- [Harness vs Vibe-Trading](https://www.anchorterminal.com/compare/harness-autonomous-vs-vibe-trading.md)\n- [Paperclip vs Mirror CLI](https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror.md)\n- [Paperclip vs Vibe-Trading](https://www.anchorterminal.com/compare/paperclip-vs-vibe-trading.md)\n- [Parallax vs Mirror CLI](https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror.md)\n- [Parallax vs Vibe-Trading](https://www.anchorterminal.com/compare/parallax-agents-vs-vibe-trading.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": "2026-10-25", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.6", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Mirror CLI vs Vibe-Trading", "url": "" } ], "description": "Vibe-Trading scores 62.2 (B) to Mirror CLI's 54.2 (C) for agent harnesses. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Mirror CLI C 54.2", "Vibe-Trading B 62.2", "scores" ], "h1": "Mirror CLI vs Vibe-Trading", "image": "https://www.anchorterminal.com/assets/og/compare-reflection-mirror-vs-vibe-trading.png", "path": "/compare/reflection-mirror-vs-vibe-trading", "published": "2026-10-01", "section": "tools", "title": "Mirror CLI vs Vibe-Trading for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-25", "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading" }, "tokens": { "markdown": 3850, "slim": 630 }, "version": 1 }