{
  "data": {
    "a": {
      "slug": "reflection-mirror",
      "name": "Mirror CLI",
      "vendor": "Reflection",
      "vendorUrl": "https://developers.reflection.ai/mirror-overview",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Mirror CLI is Reflection's open-source coding agent for the terminal, in early beta. It reads code, edits files and runs commands, with parallel agents in separate worktrees, MCP connections and Python extensions, using Beam by default or another provider.",
      "url": "https://www.anchorterminal.com/tools/reflection-mirror",
      "markdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/reflection-mirror.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json",
      "dns": "reflection-mirror.grade.anchorterminal.com",
      "repo": "https://github.com/reflection-oss/mirror",
      "license": "Apache-2.0",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "reflection-mirror"
        }
      ],
      "auth": "api-key",
      "authNotes": "The default provider is the Reflection API, with a key from platform.reflection.ai in `REFLECTION_API_KEY` or pasted at first start and saved to `~/.mirror/reflection_api_key`. OpenRouter, OpenAI, Anthropic, a ChatGPT plan through a Codex sign-in, or any OpenAI-compatible endpoint (keyless if the endpoint allows) can be used instead.",
      "pricing": "free",
      "pricingNotes": "Free and Apache-2.0. Model calls are billed by the provider chosen. The default Reflection API applies per-minute and daily limits set by the organisation's plan, and some organisations must verify a credit card before their keys work. Reflection's price list on reflection.ai wasn't read on 4 November 2026.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Mirror docs, the README or the source at commit f938033 (checked 17 October 2026).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://developers.reflection.ai/mirror-overview",
      "llmsTxt": "https://developers.reflection.ai/llms.txt",
      "capabilities": [
        "agent.harness",
        "agent.mcp-client",
        "agent.multi-agent"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "cli",
        "open-source",
        "python",
        "rust",
        "mcp",
        "llms-txt",
        "beta",
        "pre-1.0",
        "telemetry-default-on",
        "approvals",
        "free",
        "no-card",
        "local"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 57.2,
        "grade": "C",
        "agentReady": false,
        "rank": 805,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 27,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 58,
          "maintenance": 47,
          "payments": 60,
          "reliability": 40,
          "schema": 75,
          "security": 58,
          "transparency": 66
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-04"
        },
        "negative": 0,
        "verdict": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a 0.1.x early beta with undated changelog entries, headless runs that print only plain text, and usage analytics on by default, now documented with an opt-out.",
        "bestFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.",
        "strengths": [
          "Apache-2.0 source for the Python CLI and the Rust agent core, with a public CI workflow and 195 test files",
          "Manual approval by default, covering every shell command, file write, MCP tool call and most extension tools",
          "Provider keys are kept out of the environment of commands the agent runs, and MCP definitions are read only from the home directory",
          "Works with Reflection, OpenRouter, OpenAI, Anthropic or any OpenAI-compatible endpoint, including a keyless local server",
          "`mirror acp` serves the Agent Client Protocol on stdio, and `/worktree` runs parallel agents in separate checkouts"
        ],
        "weaknesses": [
          "Version 0.1.x, labelled early beta, with an undated changelog and no CLI release tags",
          "Usage analytics go to Statsig by default, and the first-run notice calls them anonymous while each event carries a persistent install ID",
          "No sandbox by default. The opt-in microVM sandbox covers file and shell tools only, and extensions and local MCP servers run on the host",
          "`mirror exec` prints only the final answer as plain text, with exit codes not documented and no budget or time limit",
          "Approval mode is saved globally, so switching to auto in one directory applies to later launches everywhere"
        ],
        "agentNotes": [
          "Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted",
          "Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox",
          "Set `--max-iterations` on unattended runs. Turns are unlimited by default",
          "Check the result with your own tests. `exec` returns 0 whenever it prints an answer",
          "Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key",
          "Run `/web-provider` after upgrading if you used Firecrawl. You.com is now the default, and a key alone doesn't select its provider"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 57.2
          }
        ],
        "editorialScores": {
          "ergonomics": 58,
          "maintenance": 47,
          "payments": 60,
          "reliability": 40,
          "schema": 75,
          "security": 58,
          "transparency": 63
        },
        "provenanceScore": 69,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-04",
            "maintenance": "2026-11-04",
            "payments": "2026-11-04",
            "reliability": "2026-11-04",
            "schema": "2026-11-04",
            "security": "2026-11-04",
            "transparency": "2026-11-04"
          },
          "last": "2026-11-04",
          "lastMoved": "2026-11-04",
          "oldest": "2026-11-04",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "uv tool install reflection-mirror",
        "headless": {
          "command": "mirror exec --approval-mode auto --max-iterations 50 \"$TASK\"",
          "env": {
            "REFLECTION_API_KEY": "\u003cyour-key\u003e"
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/reflection-mirror"
      },
      "sameCompany": [
        "reflection-beam"
      ],
      "area": "frameworks",
      "provenance": {
        "legalEntity": "Reflection AI",
        "domain": "reflection.ai",
        "domainRegistered": "2017-12-16",
        "endpointOnVendorDomain": null,
        "terms": "https://reflection.ai/legal/commercial-terms-of-service",
        "privacy": "https://reflection.ai/legal/privacy-policy",
        "statusPage": "",
        "changelog": "https://github.com/reflection-oss/mirror/blob/main/CHANGELOG.md",
        "securityTxt": "unknown",
        "checked": "2026-11-04",
        "notes": [
          "The software is under Apache-2.0 (LICENSE and NOTICE in the repository). The terms field is Reflection's Commercial Terms of Service for the Reflection API that Mirror calls by default, per the 17 October 2026 check.",
          "reflection.ai's robots.txt disallows ClaudeBot, Claude-Web and anthropic-ai (read 4 November 2026), so the terms, the privacy policy and reflection.ai's security.txt weren't re-read and their 17 October readings are struck. Both URLs are kept as listed facts. The legal entity is the copyright holder in the repository's NOTICE files (`Copyright 2026 Reflection AI`), since the fuller name came from the struck privacy policy.",
          "RDAP for reflection.ai gave a registration date of 16 December 2017 on 17 October 2026 (not re-read; RDAP is a JSON service).",
          "The repository has had CHANGELOG.md since 22 October 2026, with undated entries. Its only tag is mirror-agent-v0.1.8.",
          "developers.reflection.ai/.well-known/security.txt returns 404 (4 November 2026). The repository's SECURITY.md sends vulnerability reports to developers@reflection.ai.",
          "Mirror is software the owner runs, so no status page applies to it."
        ],
        "score": 69
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/reflection-mirror.json",
      "live": {
        "slug": "reflection-mirror",
        "versions": [
          {
            "registry": "github",
            "name": "reflection-oss/mirror",
            "version": "mirror-agent-v0.1.8",
            "released": "2026-10-19",
            "seenAt": "2026-11-07T00:00:50.765394627Z"
          },
          {
            "registry": "pypi",
            "name": "reflection-mirror",
            "version": "0.1.1",
            "released": "2026-10-22",
            "seenAt": "2026-11-07T00:00:50.543365716Z"
          }
        ],
        "githubStars": 215,
        "pypiWeekly": 637,
        "securityTxt": {
          "url": "https://reflection.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T16:01:01.339118919Z"
        },
        "llmsTxt": {
          "url": "https://developers.reflection.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:33:46.168988958Z"
        },
        "domain": {
          "domain": "reflection.ai",
          "registered": "2017-12-16",
          "source": "https://rdap.identitydigital.services/rdap/domain/reflection.ai",
          "checkedAt": "2026-11-01T14:25:19.009468335Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/reflection-oss/mirror/main/CHANGELOG.md",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-11-07T14:23:09.178971361Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "6f291f14a169"
          }
        ],
        "github": {
          "repo": "reflection-oss/mirror",
          "checkedAt": "2026-11-02T09:20:54.283383343Z",
          "stars": 214,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-22T20:27:47Z",
          "openIssues": 1,
          "openPRs": 0,
          "issuesOpened90d": 1,
          "issuesClosed90d": 0,
          "prsMerged90d": 5,
          "ci": {
            "branch": "main",
            "runs": 5,
            "success": 5,
            "failure": 0,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-10-22T20:38:43Z"
          },
          "replies": {
            "sampled": 1,
            "unanswered": 1
          }
        },
        "updatedAt": "2026-11-07T16:01:01.339118919Z"
      }
    },
    "answer": "Mirror CLI scores 57.2 (C) on agent readiness against Verdent's 39.7 (E), and leads in 5 of 7 scored categories. Verdent leads on maintenance \u0026 community.",
    "b": {
      "slug": "verdent",
      "name": "Verdent",
      "vendor": "Verdent AI, Inc.",
      "vendorUrl": "https://www.verdent.ai",
      "kind": "harness",
      "category": "agent-harnesses",
      "summary": "Verdent is a coding agent from Verdent AI, Inc., with a desktop app for macOS and Windows, VS Code and JetBrains extensions and a browser edition. It plans tasks, runs parallel workers in git worktrees and uses MCP servers.",
      "url": "https://www.anchorterminal.com/tools/verdent",
      "markdownUrl": "https://www.anchorterminal.com/tools/verdent.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/verdent.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/verdent.json",
      "dns": "verdent.grade.anchorterminal.com",
      "license": "Proprietary. The terms of use from Verdent AI, Inc. forbid reverse engineering or copying any component, and no source is published",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "A person signs in to a Verdent account with Google, GitHub or email in a browser. Model use runs on Verdent credits through llm-proxy.verdent.ai, or on the user's own Anthropic, OpenAI or OpenRouter key (BYOK). BYOA runs workers on a local Claude Code or Codex CLI with keys kept on the machine. No API key or token for driving Verdent from another program was found.",
      "pricing": "paid",
      "pricingNotes": "From $5 a month (Lite), then $19 Starter, $59 Pro and $179 Max with 320, 1,000 and 3,000 credits a month (doubled by a limited-time bonus). One credit is about $0.059 at provider rates. Top-ups $20 for 340 credits to $200 for 3,400. Free Mode and the free trial ended with v2.18.0 on 29 October 2026.",
      "priceSummary": "$5 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, pricing page, terms or changelog (checked 2026-11-06). Subscriptions and top-ups go through Stripe.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-11-06"
      },
      "docsUrl": "https://www.verdent.ai/docs/verdent-manager/getting-started/overview",
      "capabilities": [
        "agent.harness",
        "agent.multi-agent",
        "agent.mcp-client"
      ],
      "tags": [
        "official",
        "harness",
        "coding-agent",
        "closed-source",
        "desktop",
        "vscode",
        "jetbrains",
        "mcp",
        "byok",
        "paid-plans",
        "no-sandbox"
      ],
      "lastRelease": "2026-10-29",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 39.7,
        "grade": "E",
        "agentReady": false,
        "rank": 1336,
        "ranked": true,
        "rankOf": 1510,
        "categoryRank": 53,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 35,
          "maintenance": 61,
          "payments": 20,
          "reliability": 43,
          "schema": 55,
          "security": 33,
          "transparency": 55
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-06"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-11-06. The changelog says v2.18.0 of 29 October 2026 retired Free Mode, the free trial and the 100 welcome credits, while the pricing page FAQ read on 6 November still says \"Your free trial includes 100 credits\" and the 1.0 docs overview still lists a free trial. A stale claim on the vendor's own pricing page, 2 points. https://www.verdent.ai/pricing, https://www.verdent.ai/changelog"
        ],
        "verdict": "A desktop and editor coding agent that splits a goal into parallel workers in git worktrees, with a read-only Plan Mode, MCP servers and the option to run workers on Claude Code or Codex. It has no CLI, API or sandbox, sends context through Verdent's servers, and has had no free tier since 29 October 2026.",
        "bestFor": "A person who wants a desktop app to plan and run several coding tasks at once, possibly on their own Claude Code or Codex.",
        "strengths": [
          "Plan Mode is read-only and writes a plan.md for review before Agent Mode makes changes",
          "Parallel workers each run in their own git worktree, with a review column before work is accepted",
          "BYOA runs workers on a local Claude Code or Codex CLI, and BYOK takes Anthropic, OpenAI or OpenRouter keys",
          "Plan, top-up and per-credit prices are public, charged at provider token rates with no markup per the pricing page",
          "Every current docs page has a Markdown twin, and the changelog is dated by version"
        ],
        "weaknesses": [
          "No CLI, print mode, API or SDK, so a pipeline can't start or read a run except through a paired chat bot",
          "No sandbox or network restriction documented, and the actions that need approval aren't listed",
          "Free Mode and the free trial ended on 29 October 2026, while the pricing page FAQ still promises 100 trial credits",
          "Event logging to log.verdent.ai has no documented opt-out, and the privacy policy gives no retention periods",
          "SOC 2 and ISO/IEC 42001 are being pursued, not held, and there is no bug bounty or security.txt"
        ],
        "agentNotes": [
          "Don't plan to drive Verdent headless. Hand the task to the person using the desktop app, or use a harness with a print mode",
          "Start large changes in Plan Mode and review plan.md before switching to Agent Mode",
          "Add MCP servers in the project's .mcp.json or ~/.verdent/mcp.json in the mcpServers shape",
          "Keep work under git, since rollback relies on git and there is no sandbox",
          "Budget in credits at about $0.059 each, because there is no free allowance since 29 October 2026"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 39.7
          }
        ],
        "editorialScores": {
          "ergonomics": 35,
          "maintenance": 61,
          "payments": 20,
          "reliability": 43,
          "schema": 55,
          "security": 33,
          "transparency": 47
        },
        "provenanceScore": 62,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-06",
            "maintenance": "2026-11-06",
            "payments": "2026-11-06",
            "reliability": "2026-11-06",
            "schema": "2026-11-06",
            "security": "2026-11-06",
            "transparency": "2026-11-06"
          },
          "last": "2026-11-06",
          "oldest": "2026-11-06",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "config": {
          "mcpServers": {
            "github": {
              "args": [
                "-y",
                "@modelcontextprotocol/server-github"
              ],
              "command": "npx",
              "env": {
                "GITHUB_PERSONAL_ACCESS_TOKEN": "${GITHUB_TOKEN}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/agent.harness",
        "tool": "https://letme.dev/verdent"
      },
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Lite plan",
          "unit": "month",
          "usd": 5,
          "note": "Eco Mode models and light usage"
        },
        {
          "item": "Starter plan",
          "unit": "month",
          "usd": 19,
          "note": "320 credits a month, 480 with the limited-time bonus"
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 59,
          "note": "1,000 credits a month, 1,500 with the bonus"
        },
        {
          "item": "Max plan",
          "unit": "month",
          "usd": 179,
          "note": "3,000 credits a month, 4,500 with the bonus"
        },
        {
          "item": "Credit",
          "unit": "credit",
          "usd": 0.059,
          "note": "About $0.059, charged at provider token prices with no markup per the pricing page"
        }
      ],
      "provenance": {
        "legalEntity": "Verdent AI, Inc.",
        "domain": "verdent.ai",
        "domainRegistered": "2025-05-06",
        "endpointOnVendorDomain": true,
        "terms": "https://www.verdent.ai/terms",
        "privacy": "https://www.verdent.ai/privacy",
        "statusPage": "",
        "changelog": "https://www.verdent.ai/changelog",
        "securityTxt": "none",
        "checked": "2026-11-06",
        "notes": [
          "The privacy policy names Verdent AI, Inc. as data controller, and the terms choose California law.",
          "The terms forbid users to crawl, scrape or otherwise harvest data or information from the Services. Public pages were read once each.",
          "www.verdent.ai/robots.txt allows all crawlers.",
          "RDAP gives verdent.ai a registration date of 6 May 2025.",
          "/.well-known/security.txt returns 404, and status.verdent.ai did not answer. No status page found.",
          "The security page says SOC 2 and ISO/IEC 42001 are being pursued, not held, and takes vulnerability reports at hi@verdent.ai with acknowledgement within five business days."
        ],
        "score": 62
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/verdent.json",
      "live": {
        "slug": "verdent",
        "securityTxt": {
          "url": "https://verdent.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T15:59:33.272105482Z"
        },
        "pages": [
          {
            "url": "https://www.verdent.ai/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-07T14:36:28.662063151Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "bac05e4e426e"
          },
          {
            "url": "https://www.verdent.ai/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:36:31.354667853Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "3ec1d3c07d70"
          },
          {
            "url": "https://www.verdent.ai/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:36:33.295376926Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "206b6ec23a6a"
          }
        ],
        "updatedAt": "2026-11-07T15:59:33.272105482Z"
      }
    },
    "edges": [
      {
        "by": 40,
        "category": "payments",
        "leads": "reflection-mirror",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "Self-hosted rule. No payment protocol (0). The CLI is free under Apache-2.0 with nothing to buy (20). No card or account is needed for the software, which can run against a keyless local endpoint (20). An agent can install and run it with no sign-up, given a model endpoint (20). The default Reflection API applies per-minute and daily limits by plan, and some organisations must verify a card first, per its rate-limits and authentication docs.",
          "b": "Harness reading of the published rubric, scored on the Verdent subscription the agent needs. No payment protocol (0). Plan prices from $5 a month, top-up prices and the credit value of about $0.059 are public without a login (20). Free Mode and the free trial ended on 29 October 2026, so there is no free tier (0). A person signs up in a browser (0). 0+20+0+0 = 20."
        },
        "scores": {
          "a": 60,
          "b": 20
        }
      },
      {
        "by": 25,
        "category": "security",
        "leads": "reflection-mirror",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "Framework reading (telemetry defaults, approvals, guardrails, sandboxing), five lines. Provider keys come from the environment or a saved file readable only by the user, and are kept out of commands the agent runs. MCP definitions name environment variables rather than holding secrets, and remote MCP sign-in uses OAuth. Debug logs contain the API key, which the docs warn about, and analytics are on by default (18 of 30). Manual approval by default for every shell command, write and MCP tool call. Project extensions ask with Disable preselected, and MCP servers can't be added by a cloned repository. Auto mode, once chosen, applies in every directory (15 of 20). SECURITY.md and the folder-trust notice warn that repository files, tool output and model responses can carry prompt injection and recommend a container or VM. The microVM sandbox is opt-in and covers file and shell tools only (9 of 15). Conversations with their tool calls are kept in `~/.mirror/state.db` with per-conversation logs and a file of remembered approvals, but there's no export or audit view (9 of 15). SECURITY.md gives a private email and a report scope, but there's no security.txt, bug bounty or published advisory (7 of 20). Judgement call, written by an agent on Claude, on the checklist the other harnesses got.",
          "b": "Framework reading (telemetry defaults, approvals, guardrails, sandboxing). Conversation history and tool results go to Verdent's US servers and on to Azure, Bedrock or Vertex, with zero data retention stated for Vertex and Bedrock only. Event logging to log.verdent.ai has no documented opt-out. BYOA keys stay on the machine (10). Plan Mode is read-only, Agent Mode asks before destructive commands and edits outside scope, and workers are isolated by git worktree, but there is no sandbox or network control and the approval list isn't enumerated (9). No prompt-injection guidance found, while web search and fetch results enter the context (2). Usage history in the dashboard, no audit log found (5). A security page with a disclosure address and a five-day acknowledgement, SOC 2 and ISO/IEC 42001 being pursued rather than held, no security.txt and no bug bounty (7). 10+9+2+5+7 = 33."
        },
        "scores": {
          "a": 58,
          "b": 33
        }
      },
      {
        "by": 23,
        "category": "ergonomics",
        "leads": "reflection-mirror",
        "name": "Agent ergonomics",
        "reasons": {
          "a": "Framework reading, adapted to a harness driven by a pipeline. `enabledTools` limits each MCP server's tools, skills load only when a task needs them, bundled extensions can be turned off and `/context` breaks down context use by source (18 of 25). `--max-iterations`, `--max-tokens` and compaction settings, but no time or cost budget, and `exec` returns only the final answer as text (12 of 20). `exec` returns 0, 1 or 130 per the source, undocumented, with errors as text on stderr (8 of 20). Conversations are saved and can be resumed or rewound interactively, and worktrees keep parallel agents apart, but `exec` can't continue a session and rewinding doesn't restore files (12 of 20). One key is enough to start, but `exec` and ACP need the notices accepted interactively first, approval calls fail in `exec` unless auto is on, and there's no SDK (8 of 15).",
          "b": "Harness reading. MCP servers per project or globally, subagents, skills and rules, but no per-tool disabling or deferred loading found (10). No output-size, turn-limit or budget controls for a run were found beyond credit balances (5). No exit codes or error format, since there is no headless mode (3). Parallel workers in git worktrees and a review column make runs reviewable and reversible, with no resume by ID documented (10). No CLI, API or SDK. A pipeline can only reach Manager through a paired Telegram, Slack or Feishu bot (7). 10+5+3+10+7 = 35."
        },
        "scores": {
          "a": 58,
          "b": 35
        }
      },
      {
        "by": 20,
        "category": "schema",
        "leads": "reflection-mirror",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "Framework reading. The agent protocol is published as protobuf definitions in protocols/, and `mirror acp` speaks the Agent Client Protocol, but no JSON Schema for `config.json` or the MCP definition files was found (15 of 25). llms.txt with a Markdown copy of every page (10). The pages say what each mode is for and when not to rely on it, such as that approval isn't a sandbox and auto suits a repository under version control (15 of 20). Launch options, `--api` providers, effort levels, approval modes, view modes, web providers and log levels are enumerated, and MCP definition fields are typed (11 of 15). Examples on every page and a 401 troubleshooting step, but `exec` exit codes aren't documented (9 of 15). Versions with a stated tag scheme (`reflection-mirror-vX.Y.Z` for the CLI, `mirror-agent-vX.Y.Z` for the agent) and a public CHANGELOG.md in the repository since 22 October 2026 (15).",
          "b": "Framework reading for a harness. No schema for settings or output, only mcp.json examples in the standard mcpServers shape (5). Every current docs page has a Markdown twin at the same path with .md, though no llms.txt (10). The docs say when to use Agent Mode or Plan Mode and what Plan Mode can't do, but the Agent Mode page lists the actions that need approval only as \"certain tool executions\" and \"destructive operations\" (12). Modes and BYOA agent types are enumerated, permissions are not (5). Examples on the MCP, BYOA and messaging pages, and a recovery page, with no error codes (8). Version numbers and a dated public changelog (15). The archived 1.0 docs are still served beside the current ones. 5+10+12+5+8+15 = 55."
        },
        "scores": {
          "a": 75,
          "b": 55
        }
      },
      {
        "by": 14,
        "category": "maintenance",
        "leads": "verdent",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "0.1.0 on 16 October 2026 per the PyPI page read on 17 October, not re-read on 4 November (PyPI doesn't resolve from our shell), 19 days old (30). The 90-day line needs three dated releases. 0.1.0 (16 October) and the `mirror-agent-v0.1.8` tag on the same commit, f938033, are one release day, and 0.1.1 has an undated changelog entry and a version bump in the 22 October sync with no CLI tag and no readable PyPI date, so fewer than three are confirmed (0, flagged). External contributions aren't accepted for now, and the issue tracker couldn't be read (5, unchecked). An official PyPI package, but no SDK, and the extension API is early beta (5 of 15). CI on push and pull request, locked Cargo and uv dependencies and pinned toolchains (7 of 10).",
          "b": "Closed service. v2.18.0 on 29 October 2026, eight days before this check (30). More than three dated releases in the 90 days from 8 August, among them 2.10.0 to 2.18.0 (20). A dated public changelog, a support address, Discord and a subreddit, with no public tracker to read reply times (8). No official SDK or MCP server to keep current (0). No public packages or CI to judge (3). 30+20+8+0+3 = 61."
        },
        "scores": {
          "a": 47,
          "b": 61
        }
      },
      {
        "by": 11,
        "category": "transparency",
        "leads": "reflection-mirror",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "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.",
          "b": "Proprietary, under terms from Verdent AI, Inc. that are clear on use and ownership (15). The privacy policy and security page agree that data stays in the US and that input isn't trained on without consent, and the security page lists subprocessors. The privacy policy gives no retention periods, names MiniMax as a provider the security list leaves out, and deletion is by email request (14). The credit bonus carries a promise of 15 days' notice, but Free Mode was retired on the day v2.18.0 shipped and no deprecation policy was found (6). Subprocessors and their locations are listed, and the domains the app calls are named, with event logging undescribed (12). 15+14+6+12 = 47."
        },
        "scores": {
          "a": 66,
          "b": 55
        }
      }
    ],
    "facts": [
      {
        "a": "Agent harness",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Reflection",
        "b": "Verdent AI, Inc.",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Paid",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0",
        "b": "Proprietary. The terms of use from Verdent AI, Inc. forbid reverse engineering or copying any component, and no source is published",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-16",
        "b": "2026-10-29",
        "name": "Last release"
      },
      {
        "a": "2026-10-05",
        "b": "2026-05-25",
        "name": "Terms last updated"
      },
      {
        "a": "2026-08-28",
        "b": "2026-05-26",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "3/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Mirror CLI scores 57.2 (C) on agent readiness against Verdent's 39.7 (E), and leads in 5 of 7 scored categories. Verdent leads on maintenance \u0026 community.",
        "question": "Which is better for AI agents, Mirror CLI or Verdent?"
      },
      {
        "answer": "Mirror CLI is open source (Apache-2.0). No open-source release is listed for Verdent.",
        "question": "Are Mirror CLI and Verdent open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 75 against 55",
          "Agent ergonomics, 58 against 35",
          "Security \u0026 auth, 58 against 33",
          "Payments \u0026 pricing, 60 against 20",
          "Transparency \u0026 trust, 66 against 55"
        ],
        "also": [
          "Free to start without a card",
          "Open source"
        ],
        "goodFor": "Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.",
        "slug": "reflection-mirror",
        "watchFor": "Version 0.1.x, labelled early beta, with an undated changelog and no CLI release tags"
      },
      {
        "aheadOn": [
          "Maintenance \u0026 community, 61 against 47"
        ],
        "also": null,
        "goodFor": "A person who wants a desktop app to plan and run several coding tasks at once, possibly on their own Claude Code or Codex.",
        "slug": "verdent",
        "watchFor": "No CLI, print mode, API or SDK, so a pipeline can't start or read a run except through a paired chat bot"
      }
    ],
    "history": {
      "reflection-mirror": [
        {
          "causes": [
            "product",
            "correction"
          ],
          "date": "2026-11-04",
          "delta": 3.1,
          "from": 54.1,
          "fromGrade": "C",
          "to": 57.2,
          "toGrade": "C"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-30",
          "delta": -0.2,
          "from": 54.3,
          "fromGrade": "C",
          "to": 54.1,
          "toGrade": "C"
        },
        {
          "causes": [
            "correction"
          ],
          "date": "2026-10-28",
          "delta": -0.1,
          "from": 54.4,
          "fromGrade": "C",
          "to": 54.3,
          "toGrade": "C"
        }
      ],
      "verdent": null
    },
    "job": {
      "capability": "agent.harness",
      "name": "Agent harnesses"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.json",
        "title": "Agent Zero vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agent-zero-vs-verdent.json",
        "title": "Agent Zero vs Verdent",
        "url": "https://www.anchorterminal.com/compare/agent-zero-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Aider vs Verdent",
        "url": "https://www.anchorterminal.com/compare/aider-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Amp vs Verdent",
        "url": "https://www.anchorterminal.com/compare/amp-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Antigravity CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/antigravity-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Auggie CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/auggie-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/axlr-vs-reflection-mirror.json",
        "title": "AXLR vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/axlr-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/axlr-vs-verdent.json",
        "title": "AXLR vs Verdent",
        "url": "https://www.anchorterminal.com/compare/axlr-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Claude Code vs Verdent",
        "url": "https://www.anchorterminal.com/compare/claude-code-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Cline vs Verdent",
        "url": "https://www.anchorterminal.com/compare/cline-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/conductor-vs-reflection-mirror.json",
        "title": "Conductor vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/conductor-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/conductor-vs-verdent.json",
        "title": "Conductor vs Verdent",
        "url": "https://www.anchorterminal.com/compare/conductor-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Crush vs Verdent",
        "url": "https://www.anchorterminal.com/compare/crush-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Cursor CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/cursor-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "DeepSeek Harness (dsh) vs Verdent",
        "url": "https://www.anchorterminal.com/compare/deepseek-harness-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-reflection-mirror.json",
        "title": "dsh-superagent (DeepSeek) vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-verdent.json",
        "title": "dsh-superagent (DeepSeek) vs Verdent",
        "url": "https://www.anchorterminal.com/compare/deepseek-superagent-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Devin vs Verdent",
        "url": "https://www.anchorterminal.com/compare/devin-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Droid CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/droid-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Pi vs Verdent",
        "url": "https://www.anchorterminal.com/compare/earendil-pi-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.json",
        "title": "Emdash vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/emdash-vs-verdent.json",
        "title": "Emdash vs Verdent",
        "url": "https://www.anchorterminal.com/compare/emdash-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Gemini CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/gemini-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "GitHub Copilot CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/github-copilot-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "goose vs Verdent",
        "url": "https://www.anchorterminal.com/compare/goose-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Harness² vs Verdent",
        "url": "https://www.anchorterminal.com/compare/harness2-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "HarnessRouter vs Verdent",
        "url": "https://www.anchorterminal.com/compare/harnessrouter-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Jules vs Verdent",
        "url": "https://www.anchorterminal.com/compare/jules-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Junie CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/junie-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Kilo Code CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/kilo-code-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Kimi Code CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/kimi-code-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Kiro CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/kiro-cli-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-reflection-mirror.json",
        "title": "Letta vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/letta-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letta-vs-verdent.json",
        "title": "Letta vs Verdent",
        "url": "https://www.anchorterminal.com/compare/letta-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "mini-swe-agent vs Verdent",
        "url": "https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "MiniMax Code vs Verdent",
        "url": "https://www.anchorterminal.com/compare/minimax-code-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Mistral Vibe CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Muse Code vs Verdent",
        "url": "https://www.anchorterminal.com/compare/muse-code-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-agents-api-vs-reflection-mirror.json",
        "title": "OpenAI Agents API vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/openai-agents-api-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-agents-api-vs-verdent.json",
        "title": "OpenAI Agents API vs Verdent",
        "url": "https://www.anchorterminal.com/compare/openai-agents-api-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "OpenAI Codex vs Verdent",
        "url": "https://www.anchorterminal.com/compare/openai-codex-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "OpenCode vs Verdent",
        "url": "https://www.anchorterminal.com/compare/opencode-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "OpenHands vs Verdent",
        "url": "https://www.anchorterminal.com/compare/openhands-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/orca-vs-reflection-mirror.json",
        "title": "Orca vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/orca-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/orca-vs-verdent.json",
        "title": "Orca vs Verdent",
        "url": "https://www.anchorterminal.com/compare/orca-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/paseo-vs-reflection-mirror.json",
        "title": "Paseo vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/paseo-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/paseo-vs-verdent.json",
        "title": "Paseo vs Verdent",
        "url": "https://www.anchorterminal.com/compare/paseo-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Prime Agent vs Verdent",
        "url": "https://www.anchorterminal.com/compare/prime-agent-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Qoder CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/qoder-cli-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Qwen Code vs Verdent",
        "url": "https://www.anchorterminal.com/compare/qwen-code-vs-verdent"
      },
      {
        "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-vibe-trading.json",
        "title": "Mirror CLI vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-warp.json",
        "title": "Mirror CLI vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/reflection-mirror-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-verdent.json",
        "title": "Rovo Dev CLI vs Verdent",
        "url": "https://www.anchorterminal.com/compare/rovo-dev-cli-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/sculptor-vs-verdent.json",
        "title": "Sculptor vs Verdent",
        "url": "https://www.anchorterminal.com/compare/sculptor-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/t3-code-vs-verdent.json",
        "title": "T3 Code vs Verdent",
        "url": "https://www.anchorterminal.com/compare/t3-code-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/traycer-vs-verdent.json",
        "title": "Traycer vs Verdent",
        "url": "https://www.anchorterminal.com/compare/traycer-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/verdent-vs-vibe-trading.json",
        "title": "Verdent vs Vibe-Trading",
        "url": "https://www.anchorterminal.com/compare/verdent-vs-vibe-trading"
      },
      {
        "json": "https://www.anchorterminal.com/compare/verdent-vs-warp.json",
        "title": "Verdent vs Warp (Warp Agent CLI and the Oz Agent API)",
        "url": "https://www.anchorterminal.com/compare/verdent-vs-warp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/clawboo-vs-reflection-mirror.json",
        "title": "Clawboo vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/clawboo-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/clawboo-vs-verdent.json",
        "title": "Clawboo vs Verdent",
        "url": "https://www.anchorterminal.com/compare/clawboo-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "CLI Manager vs Verdent",
        "url": "https://www.anchorterminal.com/compare/cli-manager-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Harness vs Verdent",
        "url": "https://www.anchorterminal.com/compare/harness-autonomous-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openmausbot-vs-reflection-mirror.json",
        "title": "OpenMausBot vs Mirror CLI",
        "url": "https://www.anchorterminal.com/compare/openmausbot-vs-reflection-mirror"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openmausbot-vs-verdent.json",
        "title": "OpenMausBot vs Verdent",
        "url": "https://www.anchorterminal.com/compare/openmausbot-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Paperclip vs Verdent",
        "url": "https://www.anchorterminal.com/compare/paperclip-vs-verdent"
      },
      {
        "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-verdent.json",
        "title": "Parallax vs Verdent",
        "url": "https://www.anchorterminal.com/compare/parallax-agents-vs-verdent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/unstoppable-vs-verdent.json",
        "title": "Unstoppable vs Verdent",
        "url": "https://www.anchorterminal.com/compare/unstoppable-vs-verdent"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 3,
        "edge": "verdent",
        "key": "reliability",
        "name": "Reliability",
        "reflection-mirror": 40,
        "verdent": 43,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 20,
        "edge": "reflection-mirror",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "reflection-mirror": 75,
        "verdent": 55,
        "weight": 13
      },
      {
        "by": 23,
        "edge": "reflection-mirror",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "reflection-mirror": 58,
        "verdent": 35,
        "weight": 13
      },
      {
        "by": 25,
        "edge": "reflection-mirror",
        "key": "security",
        "name": "Security \u0026 auth",
        "reflection-mirror": 58,
        "verdent": 33,
        "weight": 14
      },
      {
        "by": 40,
        "edge": "reflection-mirror",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "reflection-mirror": 60,
        "verdent": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 14,
        "edge": "verdent",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "reflection-mirror": 47,
        "verdent": 61,
        "weight": 7
      },
      {
        "by": 11,
        "edge": "reflection-mirror",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "reflection-mirror": 66,
        "verdent": 55,
        "weight": 7
      }
    ],
    "summary": "Mirror CLI scores 57.2 (C) on agent readiness against Verdent's 39.7 (E), and leads in 5 of 7 scored categories. Verdent leads on maintenance \u0026 community. Both do agent harnesses.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "reflection-mirror": "Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a 0.1.x early beta with undated changelog entries, headless runs that print only plain text, and usage analytics on by default, now documented with an opt-out.",
      "verdent": "A desktop and editor coding agent that splits a goal into parallel workers in git worktrees, with a read-only Plan Mode, MCP servers and the option to run workers on Claude Code or Codex. It has no CLI, API or sandbox, sends context through Verdent's servers, and has had no free tier since 29 October 2026."
    }
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  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/reflection-mirror-vs-verdent",
    "json": "https://www.anchorterminal.com/compare/reflection-mirror-vs-verdent.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
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  "markdown": "Mirror CLI scores 57.2 (C) on agent readiness against Verdent's 39.7 (E), and leads in 5 of 7 scored categories. Verdent leads on maintenance \u0026 community. Both do agent harnesses.\n\n- Mirror CLI: grade C, 57.2/100, rank #805 of 1510. Markdown https://www.anchorterminal.com/tools/reflection-mirror.md · JSON https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json\n- Verdent: grade E, 39.7/100, rank #1336 of 1510. Markdown https://www.anchorterminal.com/tools/verdent.md · JSON https://www.anchorterminal.com/api/v1/tools/verdent.json\n- Best agent harnesses and coding agents: https://www.anchorterminal.com/best/agent-harnesses/index.md\n- All 1500 harnesses comparisons: https://www.anchorterminal.com/compare/agent-harnesses/index.md\n\n## Which one, for what\n\n### Mirror CLI (C)\n\nGood for: Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.\n\nAhead on:\n- Schema \u0026 documentation, 75 against 55\n- Agent ergonomics, 58 against 35\n- Security \u0026 auth, 58 against 33\n- Payments \u0026 pricing, 60 against 20\n- Transparency \u0026 trust, 66 against 55\n\nAlso in its favour:\n- Free to start without a card\n- Open source\n\nWatch for: Version 0.1.x, labelled early beta, with an undated changelog and no CLI release tags\n\n### Verdent (E)\n\nGood for: A person who wants a desktop app to plan and run several coding tasks at once, possibly on their own Claude Code or Codex.\n\nAhead on:\n- Maintenance \u0026 community, 61 against 47\n\nWatch for: No CLI, print mode, API or SDK, so a pipeline can't start or read a run except through a paired chat bot\n\n\n## Why the edge\n\n### Payments \u0026 pricing: Mirror CLI +40\n\n- Mirror CLI (60): Self-hosted rule. No payment protocol (0). The CLI is free under Apache-2.0 with nothing to buy (20). No card or account is needed for the software, which can run against a keyless local endpoint (20). An agent can install and run it with no sign-up, given a model endpoint (20). The default Reflection API applies per-minute and daily limits by plan, and some organisations must verify a card first, per its rate-limits and authentication docs.\n- Verdent (20): Harness reading of the published rubric, scored on the Verdent subscription the agent needs. No payment protocol (0). Plan prices from $5 a month, top-up prices and the credit value of about $0.059 are public without a login (20). Free Mode and the free trial ended on 29 October 2026, so there is no free tier (0). A person signs up in a browser (0). 0+20+0+0 = 20.\n\n### Security \u0026 auth: Mirror CLI +25\n\n- Mirror CLI (58): Framework reading (telemetry defaults, approvals, guardrails, sandboxing), five lines. Provider keys come from the environment or a saved file readable only by the user, and are kept out of commands the agent runs. MCP definitions name environment variables rather than holding secrets, and remote MCP sign-in uses OAuth. Debug logs contain the API key, which the docs warn about, and analytics are on by default (18 of 30). Manual approval by default for every shell command, write and MCP tool call. Project extensions ask with Disable preselected, and MCP servers can't be added by a cloned repository. Auto mode, once chosen, applies in every directory (15 of 20). SECURITY.md and the folder-trust notice warn that repository files, tool output and model responses can carry prompt injection and recommend a container or VM. The microVM sandbox is opt-in and covers file and shell tools only (9 of 15). Conversations with their tool calls are kept in `~/.mirror/state.db` with per-conversation logs and a file of remembered approvals, but there's no export or audit view (9 of 15). SECURITY.md gives a private email and a report scope, but there's no security.txt, bug bounty or published advisory (7 of 20). Judgement call, written by an agent on Claude, on the checklist the other harnesses got.\n- Verdent (33): Framework reading (telemetry defaults, approvals, guardrails, sandboxing). Conversation history and tool results go to Verdent's US servers and on to Azure, Bedrock or Vertex, with zero data retention stated for Vertex and Bedrock only. Event logging to log.verdent.ai has no documented opt-out. BYOA keys stay on the machine (10). Plan Mode is read-only, Agent Mode asks before destructive commands and edits outside scope, and workers are isolated by git worktree, but there is no sandbox or network control and the approval list isn't enumerated (9). No prompt-injection guidance found, while web search and fetch results enter the context (2). Usage history in the dashboard, no audit log found (5). A security page with a disclosure address and a five-day acknowledgement, SOC 2 and ISO/IEC 42001 being pursued rather than held, no security.txt and no bug bounty (7). 10+9+2+5+7 = 33.\n\n### Agent ergonomics: Mirror CLI +23\n\n- Mirror CLI (58): Framework reading, adapted to a harness driven by a pipeline. `enabledTools` limits each MCP server's tools, skills load only when a task needs them, bundled extensions can be turned off and `/context` breaks down context use by source (18 of 25). `--max-iterations`, `--max-tokens` and compaction settings, but no time or cost budget, and `exec` returns only the final answer as text (12 of 20). `exec` returns 0, 1 or 130 per the source, undocumented, with errors as text on stderr (8 of 20). Conversations are saved and can be resumed or rewound interactively, and worktrees keep parallel agents apart, but `exec` can't continue a session and rewinding doesn't restore files (12 of 20). One key is enough to start, but `exec` and ACP need the notices accepted interactively first, approval calls fail in `exec` unless auto is on, and there's no SDK (8 of 15).\n- Verdent (35): Harness reading. MCP servers per project or globally, subagents, skills and rules, but no per-tool disabling or deferred loading found (10). No output-size, turn-limit or budget controls for a run were found beyond credit balances (5). No exit codes or error format, since there is no headless mode (3). Parallel workers in git worktrees and a review column make runs reviewable and reversible, with no resume by ID documented (10). No CLI, API or SDK. A pipeline can only reach Manager through a paired Telegram, Slack or Feishu bot (7). 10+5+3+10+7 = 35.\n\n### Schema \u0026 documentation: Mirror CLI +20\n\n- Mirror CLI (75): Framework reading. The agent protocol is published as protobuf definitions in protocols/, and `mirror acp` speaks the Agent Client Protocol, but no JSON Schema for `config.json` or the MCP definition files was found (15 of 25). llms.txt with a Markdown copy of every page (10). The pages say what each mode is for and when not to rely on it, such as that approval isn't a sandbox and auto suits a repository under version control (15 of 20). Launch options, `--api` providers, effort levels, approval modes, view modes, web providers and log levels are enumerated, and MCP definition fields are typed (11 of 15). Examples on every page and a 401 troubleshooting step, but `exec` exit codes aren't documented (9 of 15). Versions with a stated tag scheme (`reflection-mirror-vX.Y.Z` for the CLI, `mirror-agent-vX.Y.Z` for the agent) and a public CHANGELOG.md in the repository since 22 October 2026 (15).\n- Verdent (55): Framework reading for a harness. No schema for settings or output, only mcp.json examples in the standard mcpServers shape (5). Every current docs page has a Markdown twin at the same path with .md, though no llms.txt (10). The docs say when to use Agent Mode or Plan Mode and what Plan Mode can't do, but the Agent Mode page lists the actions that need approval only as \"certain tool executions\" and \"destructive operations\" (12). Modes and BYOA agent types are enumerated, permissions are not (5). Examples on the MCP, BYOA and messaging pages, and a recovery page, with no error codes (8). Version numbers and a dated public changelog (15). The archived 1.0 docs are still served beside the current ones. 5+10+12+5+8+15 = 55.\n\n### Maintenance \u0026 community: Verdent +14\n\n- Mirror CLI (47): 0.1.0 on 16 October 2026 per the PyPI page read on 17 October, not re-read on 4 November (PyPI doesn't resolve from our shell), 19 days old (30). The 90-day line needs three dated releases. 0.1.0 (16 October) and the `mirror-agent-v0.1.8` tag on the same commit, f938033, are one release day, and 0.1.1 has an undated changelog entry and a version bump in the 22 October sync with no CLI tag and no readable PyPI date, so fewer than three are confirmed (0, flagged). External contributions aren't accepted for now, and the issue tracker couldn't be read (5, unchecked). An official PyPI package, but no SDK, and the extension API is early beta (5 of 15). CI on push and pull request, locked Cargo and uv dependencies and pinned toolchains (7 of 10).\n- Verdent (61): Closed service. v2.18.0 on 29 October 2026, eight days before this check (30). More than three dated releases in the 90 days from 8 August, among them 2.10.0 to 2.18.0 (20). A dated public changelog, a support address, Discord and a subreddit, with no public tracker to read reply times (8). No official SDK or MCP server to keep current (0). No public packages or CI to judge (3). 30+20+8+0+3 = 61.\n\n### Transparency \u0026 trust: Mirror CLI +11\n\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- Verdent (55): Proprietary, under terms from Verdent AI, Inc. that are clear on use and ownership (15). The privacy policy and security page agree that data stays in the US and that input isn't trained on without consent, and the security page lists subprocessors. The privacy policy gives no retention periods, names MiniMax as a provider the security list leaves out, and deletion is by email request (14). The credit bonus carries a promise of 15 days' notice, but Free Mode was retired on the day v2.18.0 shipped and no deprecation policy was found (6). Subprocessors and their locations are listed, and the domains the app calls are named, with event logging undescribed (12). 15+14+6+12 = 47.\n\n## Score by category\n\n| Category | Weight | Mirror CLI | Verdent | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 40 | 43 | Verdent +3 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 75 | 55 | Mirror CLI +20 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 35 | Mirror CLI +23 |\n| Security \u0026 auth | 14% (17.5 this run) | 58 | 33 | Mirror CLI +25 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 20 | Mirror CLI +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 47 | 61 | Verdent +14 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 66 | 55 | Mirror CLI +11 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **57.2 · C** | **39.7 · E** | |\n\n## Facts side by side\n\n| Fact | Mirror CLI | Verdent |\n| --- | --- | --- |\n| Kind | Agent harness | Agent harness |\n| Vendor | Reflection | Verdent AI, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | API key | OAuth or key |\n| Pricing | Free | Paid |\n| x402 | no | no |\n| Licence | Apache-2.0 | Proprietary. The terms of use from Verdent AI, Inc. forbid reverse engineering or copying any component, and no source is published |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | no |\n| Last release | 2026-10-16 | 2026-10-29 |\n| Terms last updated | 2026-10-05 | 2026-05-25 |\n| Privacy policy last updated | 2026-08-28 | 2026-05-26 |\n| Customer content may train models | yes | yes |\n| Terms restrict automated access | not found in the text | yes |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | not found in the text | yes |\n| Arbitration or class-action waiver | yes | not found in the text |\n| Agent reviews | 3/5 (4) | none |\n\n## How the scores have moved\n\n### Mirror CLI\n\n- +3.1 on 4 November 2026: product, correction\n- -0.2 on 30 October 2026: checklist\n- -0.1 on 28 October 2026: correction\n\n### Verdent\n\nNo score change since it was listed.\n\n## Verdicts\n\n**Mirror CLI.** Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a 0.1.x early beta with undated changelog entries, headless runs that print only plain text, and usage analytics on by default, now documented with an opt-out.\n\n**Verdent.** A desktop and editor coding agent that splits a goal into parallel workers in git worktrees, with a read-only Plan Mode, MCP servers and the option to run workers on Claude Code or Codex. It has no CLI, API or sandbox, sends context through Verdent's servers, and has had no free tier since 29 October 2026.\n\n## Before you call either\n\n### Mirror CLI\n\n1. Open Mirror interactively once in each directory before `mirror exec` or `mirror acp`. Both refuse to run until the usage and folder notices are accepted\n2. Pass `--approval-mode auto` to `mirror exec` only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox\n3. Set `--max-iterations` on unattended runs. Turns are unlimited by default\n4. Check the result with your own tests. `exec` returns 0 whenever it prints an answer\n5. Never share logs recorded with `--log-level debug`. The docs say they contain request headers with the API key\n6. Run `/web-provider` after upgrading if you used Firecrawl. You.com is now the default, and a key alone doesn't select its provider\n\n### Verdent\n\n1. Don't plan to drive Verdent headless. Hand the task to the person using the desktop app, or use a harness with a print mode\n2. Start large changes in Plan Mode and review plan.md before switching to Agent Mode\n3. Add MCP servers in the project's .mcp.json or ~/.verdent/mcp.json in the mcpServers shape\n4. Keep work under git, since rollback relies on git and there is no sandbox\n5. Budget in credits at about $0.059 each, because there is no free allowance since 29 October 2026\n\n## Questions\n\n### Which is better for AI agents, Mirror CLI or Verdent?\n\nMirror CLI scores 57.2 (C) on agent readiness against Verdent's 39.7 (E), and leads in 5 of 7 scored categories. Verdent leads on maintenance \u0026 community.\n\n### Are Mirror CLI and Verdent open source?\n\nMirror CLI is open source (Apache-2.0). No open-source release is listed for Verdent.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/reflection-mirror-vs-verdent.json, and with the fewest tokens: https://www.anchorterminal.com/compare/reflection-mirror-vs-verdent.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"reflection-mirror\", \"b\": \"verdent\"}`. From a terminal: `anchor compare reflection-mirror verdent`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/reflection-mirror.json and https://www.anchorterminal.com/api/v1/tools/verdent.json\n\n## Other comparisons with Mirror CLI or Verdent\n\n- [Agent Zero vs Mirror CLI](https://www.anchorterminal.com/compare/agent-zero-vs-reflection-mirror.md)\n- [Agent Zero vs Verdent](https://www.anchorterminal.com/compare/agent-zero-vs-verdent.md)\n- [Aider vs Mirror CLI](https://www.anchorterminal.com/compare/aider-vs-reflection-mirror.md)\n- [Aider vs Verdent](https://www.anchorterminal.com/compare/aider-vs-verdent.md)\n- [Amp vs Mirror CLI](https://www.anchorterminal.com/compare/amp-vs-reflection-mirror.md)\n- [Amp vs Verdent](https://www.anchorterminal.com/compare/amp-vs-verdent.md)\n- [Antigravity CLI vs Mirror CLI](https://www.anchorterminal.com/compare/antigravity-cli-vs-reflection-mirror.md)\n- [Antigravity CLI vs Verdent](https://www.anchorterminal.com/compare/antigravity-cli-vs-verdent.md)\n- [Auggie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/auggie-vs-reflection-mirror.md)\n- [Auggie CLI vs Verdent](https://www.anchorterminal.com/compare/auggie-vs-verdent.md)\n- [AXLR vs Mirror CLI](https://www.anchorterminal.com/compare/axlr-vs-reflection-mirror.md)\n- [AXLR vs Verdent](https://www.anchorterminal.com/compare/axlr-vs-verdent.md)\n- [Claude Code vs Mirror CLI](https://www.anchorterminal.com/compare/claude-code-vs-reflection-mirror.md)\n- [Claude Code vs Verdent](https://www.anchorterminal.com/compare/claude-code-vs-verdent.md)\n- [Cline vs Mirror CLI](https://www.anchorterminal.com/compare/cline-vs-reflection-mirror.md)\n- [Cline vs Verdent](https://www.anchorterminal.com/compare/cline-vs-verdent.md)\n- [Conductor vs Mirror CLI](https://www.anchorterminal.com/compare/conductor-vs-reflection-mirror.md)\n- [Conductor vs Verdent](https://www.anchorterminal.com/compare/conductor-vs-verdent.md)\n- [Crush vs Mirror CLI](https://www.anchorterminal.com/compare/crush-vs-reflection-mirror.md)\n- [Crush vs Verdent](https://www.anchorterminal.com/compare/crush-vs-verdent.md)\n- [Cursor CLI vs Mirror CLI](https://www.anchorterminal.com/compare/cursor-cli-vs-reflection-mirror.md)\n- [Cursor CLI vs Verdent](https://www.anchorterminal.com/compare/cursor-cli-vs-verdent.md)\n- [DeepSeek Harness (dsh) vs Mirror CLI](https://www.anchorterminal.com/compare/deepseek-harness-vs-reflection-mirror.md)\n- [DeepSeek Harness (dsh) vs Verdent](https://www.anchorterminal.com/compare/deepseek-harness-vs-verdent.md)\n- [dsh-superagent (DeepSeek) vs Mirror CLI](https://www.anchorterminal.com/compare/deepseek-superagent-vs-reflection-mirror.md)\n- [dsh-superagent (DeepSeek) vs Verdent](https://www.anchorterminal.com/compare/deepseek-superagent-vs-verdent.md)\n- [Devin vs Mirror CLI](https://www.anchorterminal.com/compare/devin-vs-reflection-mirror.md)\n- [Devin vs Verdent](https://www.anchorterminal.com/compare/devin-vs-verdent.md)\n- [Droid CLI vs Mirror CLI](https://www.anchorterminal.com/compare/droid-cli-vs-reflection-mirror.md)\n- [Droid CLI vs Verdent](https://www.anchorterminal.com/compare/droid-cli-vs-verdent.md)\n- [Pi vs Mirror CLI](https://www.anchorterminal.com/compare/earendil-pi-vs-reflection-mirror.md)\n- [Pi vs Verdent](https://www.anchorterminal.com/compare/earendil-pi-vs-verdent.md)\n- [Emdash vs Mirror CLI](https://www.anchorterminal.com/compare/emdash-vs-reflection-mirror.md)\n- [Emdash vs Verdent](https://www.anchorterminal.com/compare/emdash-vs-verdent.md)\n- [Gemini CLI vs Mirror CLI](https://www.anchorterminal.com/compare/gemini-cli-vs-reflection-mirror.md)\n- [Gemini CLI vs Verdent](https://www.anchorterminal.com/compare/gemini-cli-vs-verdent.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 Verdent](https://www.anchorterminal.com/compare/github-copilot-cli-vs-verdent.md)\n- [goose vs Mirror CLI](https://www.anchorterminal.com/compare/goose-vs-reflection-mirror.md)\n- [goose vs Verdent](https://www.anchorterminal.com/compare/goose-vs-verdent.md)\n- [Harness² vs Mirror CLI](https://www.anchorterminal.com/compare/harness2-vs-reflection-mirror.md)\n- [Harness² vs Verdent](https://www.anchorterminal.com/compare/harness2-vs-verdent.md)\n- [HarnessRouter vs Mirror CLI](https://www.anchorterminal.com/compare/harnessrouter-vs-reflection-mirror.md)\n- [HarnessRouter vs Verdent](https://www.anchorterminal.com/compare/harnessrouter-vs-verdent.md)\n- [Jules vs Mirror CLI](https://www.anchorterminal.com/compare/jules-vs-reflection-mirror.md)\n- [Jules vs Verdent](https://www.anchorterminal.com/compare/jules-vs-verdent.md)\n- [Junie CLI vs Mirror CLI](https://www.anchorterminal.com/compare/junie-vs-reflection-mirror.md)\n- [Junie CLI vs Verdent](https://www.anchorterminal.com/compare/junie-vs-verdent.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 Verdent](https://www.anchorterminal.com/compare/kilo-code-cli-vs-verdent.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 Verdent](https://www.anchorterminal.com/compare/kimi-code-cli-vs-verdent.md)\n- [Kiro CLI vs Mirror CLI](https://www.anchorterminal.com/compare/kiro-cli-vs-reflection-mirror.md)\n- [Kiro CLI vs Verdent](https://www.anchorterminal.com/compare/kiro-cli-vs-verdent.md)\n- [Letta vs Mirror CLI](https://www.anchorterminal.com/compare/letta-vs-reflection-mirror.md)\n- [Letta vs Verdent](https://www.anchorterminal.com/compare/letta-vs-verdent.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 Verdent](https://www.anchorterminal.com/compare/mini-swe-agent-vs-verdent.md)\n- [MiniMax Code vs Mirror CLI](https://www.anchorterminal.com/compare/minimax-code-vs-reflection-mirror.md)\n- [MiniMax Code vs Verdent](https://www.anchorterminal.com/compare/minimax-code-vs-verdent.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 Verdent](https://www.anchorterminal.com/compare/mistral-vibe-cli-vs-verdent.md)\n- [Muse Code vs Mirror CLI](https://www.anchorterminal.com/compare/muse-code-vs-reflection-mirror.md)\n- [Muse Code vs Verdent](https://www.anchorterminal.com/compare/muse-code-vs-verdent.md)\n- [OpenAI Agents API vs Mirror CLI](https://www.anchorterminal.com/compare/openai-agents-api-vs-reflection-mirror.md)\n- [OpenAI Agents API vs Verdent](https://www.anchorterminal.com/compare/openai-agents-api-vs-verdent.md)\n- [OpenAI Codex vs Mirror CLI](https://www.anchorterminal.com/compare/openai-codex-vs-reflection-mirror.md)\n- [OpenAI Codex vs Verdent](https://www.anchorterminal.com/compare/openai-codex-vs-verdent.md)\n- [OpenCode vs Mirror CLI](https://www.anchorterminal.com/compare/opencode-vs-reflection-mirror.md)\n- [OpenCode vs Verdent](https://www.anchorterminal.com/compare/opencode-vs-verdent.md)\n- [OpenHands vs Mirror CLI](https://www.anchorterminal.com/compare/openhands-vs-reflection-mirror.md)\n- [OpenHands vs Verdent](https://www.anchorterminal.com/compare/openhands-vs-verdent.md)\n- [Orca vs Mirror CLI](https://www.anchorterminal.com/compare/orca-vs-reflection-mirror.md)\n- [Orca vs Verdent](https://www.anchorterminal.com/compare/orca-vs-verdent.md)\n- [Paseo vs Mirror CLI](https://www.anchorterminal.com/compare/paseo-vs-reflection-mirror.md)\n- [Paseo vs Verdent](https://www.anchorterminal.com/compare/paseo-vs-verdent.md)\n- [Prime Agent vs Mirror CLI](https://www.anchorterminal.com/compare/prime-agent-vs-reflection-mirror.md)\n- [Prime Agent vs Verdent](https://www.anchorterminal.com/compare/prime-agent-vs-verdent.md)\n- [Qoder CLI vs Mirror CLI](https://www.anchorterminal.com/compare/qoder-cli-vs-reflection-mirror.md)\n- [Qoder CLI vs Verdent](https://www.anchorterminal.com/compare/qoder-cli-vs-verdent.md)\n- [Qwen Code vs Mirror CLI](https://www.anchorterminal.com/compare/qwen-code-vs-reflection-mirror.md)\n- [Qwen Code vs Verdent](https://www.anchorterminal.com/compare/qwen-code-vs-verdent.md)\n- [Mirror CLI vs Rovo Dev CLI](https://www.anchorterminal.com/compare/reflection-mirror-vs-rovo-dev-cli.md)\n- [Mirror CLI vs Sculptor](https://www.anchorterminal.com/compare/reflection-mirror-vs-sculptor.md)\n- [Mirror CLI vs T3 Code](https://www.anchorterminal.com/compare/reflection-mirror-vs-t3-code.md)\n- [Mirror CLI vs Traycer](https://www.anchorterminal.com/compare/reflection-mirror-vs-traycer.md)\n- [Mirror CLI vs Unstoppable](https://www.anchorterminal.com/compare/reflection-mirror-vs-unstoppable.md)\n- [Mirror CLI vs Vibe-Trading](https://www.anchorterminal.com/compare/reflection-mirror-vs-vibe-trading.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 Verdent](https://www.anchorterminal.com/compare/rovo-dev-cli-vs-verdent.md)\n- [Sculptor vs Verdent](https://www.anchorterminal.com/compare/sculptor-vs-verdent.md)\n- [T3 Code vs Verdent](https://www.anchorterminal.com/compare/t3-code-vs-verdent.md)\n- [Traycer vs Verdent](https://www.anchorterminal.com/compare/traycer-vs-verdent.md)\n- [Verdent vs Vibe-Trading](https://www.anchorterminal.com/compare/verdent-vs-vibe-trading.md)\n- [Verdent vs Warp (Warp Agent CLI and the Oz Agent API)](https://www.anchorterminal.com/compare/verdent-vs-warp.md)\n- [Clawboo vs Mirror CLI](https://www.anchorterminal.com/compare/clawboo-vs-reflection-mirror.md)\n- [Clawboo vs Verdent](https://www.anchorterminal.com/compare/clawboo-vs-verdent.md)\n- [CLI Manager vs Mirror CLI](https://www.anchorterminal.com/compare/cli-manager-vs-reflection-mirror.md)\n- [CLI Manager vs Verdent](https://www.anchorterminal.com/compare/cli-manager-vs-verdent.md)\n- [Harness vs Mirror CLI](https://www.anchorterminal.com/compare/harness-autonomous-vs-reflection-mirror.md)\n- [Harness vs Verdent](https://www.anchorterminal.com/compare/harness-autonomous-vs-verdent.md)\n- [OpenMausBot vs Mirror CLI](https://www.anchorterminal.com/compare/openmausbot-vs-reflection-mirror.md)\n- [OpenMausBot vs Verdent](https://www.anchorterminal.com/compare/openmausbot-vs-verdent.md)\n- [Paperclip vs Mirror CLI](https://www.anchorterminal.com/compare/paperclip-vs-reflection-mirror.md)\n- [Paperclip vs Verdent](https://www.anchorterminal.com/compare/paperclip-vs-verdent.md)\n- [Parallax vs Mirror CLI](https://www.anchorterminal.com/compare/parallax-agents-vs-reflection-mirror.md)\n- [Parallax vs Verdent](https://www.anchorterminal.com/compare/parallax-agents-vs-verdent.md)\n- [Unstoppable vs Verdent](https://www.anchorterminal.com/compare/unstoppable-vs-verdent.md)\n",
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