{
  "data": {
    "a": {
      "slug": "docker-model-runner",
      "name": "Docker Model Runner",
      "vendor": "Docker, Inc.",
      "vendorUrl": "https://www.docker.com",
      "kind": "http-api",
      "category": "local-ai",
      "summary": "Docker's open-source tool for pulling and running open models from Docker Hub, OCI registries or Hugging Face. It runs through Docker Desktop, Docker Engine or a standalone `dmr` binary, with local OpenAI-, Anthropic- and Ollama-compatible APIs.",
      "url": "https://www.anchorterminal.com/tools/docker-model-runner",
      "markdownUrl": "https://www.anchorterminal.com/tools/docker-model-runner.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/docker-model-runner.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/docker-model-runner.json",
      "repo": "https://github.com/docker/model-runner",
      "license": "Apache-2.0 (server, CLI plugin and `dmr` binary). Docker Desktop, which bundles it, is closed software under Docker's subscription agreement, and each model carries its own licence",
      "transports": [
        "http"
      ],
      "packages": [
        {
          "registry": "oci",
          "name": "docker.io/docker/model-runner"
        }
      ],
      "auth": "none",
      "authNotes": "The API takes no credential, and the docs say it ignores any key sent. Per the docs, any client that can reach it, including other containers on the same Docker network, can pull, load and run models. In Docker Desktop, host-side TCP is off until enabled in settings or with `docker desktop enable model-runner --tcp \u003cport\u003e`, and containers reach the API at model-runner.docker.internal. In Docker Engine, TCP is on by default on port 12434. Cross-origin requests get 403 unless the origin is localhost, 127.0.0.1, 0.0.0.0 or listed in `DMR_ORIGINS` (https://docs.docker.com/ai/model-runner/; https://github.com/docker/model-runner/blob/main/pkg/envconfig/envconfig.go).",
      "pricing": "free",
      "pricingNotes": "Free under Apache-2.0, with no account needed for the Docker Engine plugin or the standalone `dmr` binary. On macOS and Windows it also ships inside Docker Desktop, which is free for personal use, non-commercial open-source projects and businesses with fewer than 250 employees and under US $10,000,000 in annual revenue. Larger organisations need a paid Docker plan for Desktop (https://www.docker.com/legal/docker-subscription-service-agreement/; https://www.docker.com/pricing/, checked 2026-10-08).",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 656,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://docs.docker.com/ai/model-runner/",
      "llmsTxt": "https://docs.docker.com/llms.txt",
      "capabilities": [
        "inference.local",
        "inference.open-weights",
        "inference.llm",
        "embed.text",
        "rerank",
        "image.generate"
      ],
      "tags": [
        "open-source",
        "local",
        "self-hosted",
        "free",
        "no-card",
        "openai-compatible",
        "llms-txt",
        "docker",
        "go",
        "no-auth"
      ],
      "lastRelease": "2026-08-12",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 57.1,
        "grade": "C",
        "agentReady": false,
        "rank": 428,
        "ranked": true,
        "rankOf": 629,
        "categoryRank": 5,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 58,
          "maintenance": 55,
          "payments": 60,
          "reliability": 85,
          "schema": 49,
          "security": 40,
          "transparency": 73
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": -3,
        "negativeNotes": [
          "2026-02-27. GHSA-m456-c56c-hh5c (CVE-2026-28400, 7.5). The unauthenticated `/engines/_configure` route accepted arbitrary runtime flags, so a caller, including a container on Docker Desktop, could overwrite files the runner could reach, the Desktop VM disk among them. Fixed in Model Runner 1.0.16 and Docker Desktop 4.61.0 and published by Docker, more than six months ago, -2. https://github.com/docker/model-runner/security/advisories/GHSA-m456-c56c-hh5c",
          "2026-03-30. GHSA-x2f5-332j-9xwq (CVE-2026-33990, 7.1). A malicious OCI registry could point the token exchange at an internal URL and make the runner send GET requests to host-local services. Fixed in 1.1.25 and Docker Desktop 4.67.0 and published by Docker, more than six months ago, -1. https://github.com/docker/model-runner/security/advisories/GHSA-x2f5-332j-9xwq"
        ],
        "verdict": "CI passes on the main branch, and Docker has published two security advisories with CVEs and fixed versions for the project. The API takes no credential, so any client or container that reaches it can pull, delete and run models, and the documentation has no OpenAPI file or error reference.",
        "bestFor": "A team that already runs Docker and wants local models served to containers and Compose services through OpenAI-, Anthropic- or Ollama-compatible routes, with models stored as OCI artefacts.",
        "strengths": [
          "OpenAI-, Anthropic- and Ollama-compatible routes on one local port, so existing clients for those three APIs work with a changed base URL",
          "CI runs lint, race-detector tests and end-to-end tests on every push to main, and the ten most recent runs on main passed on 8 October 2026",
          "Two GitHub security advisories with CVE numbers, fixed versions and workarounds, and a SECURITY.md that promises an acknowledgement within 72 hours",
          "Apache-2.0 source, and the docs list what usage data is collected with a link to the code that sends it",
          "Host-side TCP is off by default in Docker Desktop, and inference engines run sandboxed on macOS and Windows or in a container on Linux"
        ],
        "weaknesses": [
          "No credential on the API. The docs say any client that can reach it, including other containers, can pull, load and run models",
          "No OpenAPI file, no error reference and no rate-limit or retry guidance in the reviewed documentation",
          "Two releases in the 90 days to 8 October 2026 (v1.2.7 and v1.2.8), the latest on 12 August",
          "CVE-2026-28400 let an unauthenticated caller overwrite files, including the Docker Desktop VM disk, until 1.0.16 in February 2026",
          "On Docker Engine the docs say model-name requests go to Docker Hub regardless of settings, and the `DO_NOT_TRACK` switch in the source is undocumented"
        ],
        "agentNotes": [
          "Use base URL `http://localhost:12434/engines/v1` for OpenAI clients and `http://localhost:12434` for Anthropic and Ollama clients. Any API key value is accepted",
          "In Docker Desktop, run `docker desktop enable model-runner --tcp 12434` first. Host-side TCP is off by default",
          "From a container, call `http://model-runner.docker.internal` on Docker Desktop or `http://172.17.0.1:12434` on Docker Engine",
          "Raise the context before agent work with `docker model configure --context-size \u003cn\u003e \u003cmodel\u003e`. The llama.cpp default is 4,096 tokens",
          "Name models with their namespace, such as `ai/smollm2`, and expect plain-text error bodies with a 400, 404, 500 or 503 status"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 57.1
          }
        ],
        "editorialScores": {
          "ergonomics": 58,
          "maintenance": 55,
          "payments": 60,
          "reliability": 85,
          "schema": 49,
          "security": 40,
          "transparency": 62
        },
        "provenanceScore": 84
      },
      "connect": {
        "install": "sudo apt-get update \u0026\u0026 sudo apt-get install docker-model-plugin   # Docker Engine on Ubuntu or Debian; Docker Desktop: docker desktop enable model-runner --tcp 12434\ndocker model pull ai/smollm2",
        "http": "curl http://localhost:12434/engines/v1/chat/completions \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"ai/smollm2\",\n    \"messages\": [{\"role\": \"user\", \"content\": \"Say hello in one sentence.\"}]\n  }'",
        "claudeCode": "docker model launch claude"
      },
      "letme": {
        "capability": "https://letme.dev/inference.local",
        "tool": "https://letme.dev/docker-model-runner"
      },
      "sameCompany": [
        "docker-agent"
      ],
      "area": "models",
      "provenance": {
        "legalEntity": "Docker, Inc.",
        "domain": "docker.com",
        "domainRegistered": "1995-01-25",
        "endpointOnVendorDomain": null,
        "terms": "https://www.docker.com/legal/docker-subscription-service-agreement/",
        "privacy": "https://www.docker.com/legal/privacy/",
        "statusPage": "",
        "changelog": "https://github.com/docker/model-runner/releases",
        "securityTxt": "valid",
        "checked": "2026-10-08",
        "notes": [
          "The repository is under GitHub's docker organisation and SECURITY.md sends reports to security@docker.com. The subscription agreement and privacy policy both name Docker, Inc.",
          "Docker publishes no terms written for Model Runner. The Docker Subscription Service Agreement (last updated 26 August 2026) governs Docker Desktop, which bundles it, and the privacy policy carries the same date. The Engine plugin and the `dmr` binary are under Apache-2.0 only.",
          "www.docker.com/.well-known/security.txt gives security@docker.com, a policy URL and an expiry of 1 January 2030.",
          "No status page is listed because the software runs on the owner's machine.",
          "RDAP for docker.com gives a registration date of 1995-01-25."
        ],
        "score": 84
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/docker-model-runner.json",
      "live": {
        "slug": "docker-model-runner",
        "pages": [
          {
            "url": "https://www.docker.com/pricing/",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-08T18:27:30.95553924Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "308829465f88"
          },
          {
            "url": "https://www.docker.com/legal/docker-subscription-service-agreement/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:27:24.912652297Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "f8cfdf3308dd"
          }
        ],
        "updatedAt": "2026-10-08T18:27:30.95553924Z"
      }
    },
    "answer": "Docker Model Runner scores 57.1 (C) on agent readiness against Open WebUI's 51.8 (D), and leads in 4 of 7 scored categories. Open WebUI leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community.",
    "b": {
      "slug": "open-webui",
      "name": "Open WebUI",
      "vendor": "Open WebUI Inc.",
      "vendorUrl": "https://openwebui.com",
      "kind": "platform",
      "category": "local-ai",
      "summary": "Self-hosted web interface for chatting with models, from Open WebUI Inc., with a Python (FastAPI) back end and a Svelte front end.",
      "url": "https://www.anchorterminal.com/tools/open-webui",
      "markdownUrl": "https://www.anchorterminal.com/tools/open-webui.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/open-webui.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/open-webui.json",
      "repo": "https://github.com/open-webui/open-webui",
      "license": "Open WebUI License. BSD-3-Clause terms plus a clause that forbids changing or removing the Open WebUI branding in deployments with more than 50 end users in a rolling 30 days, unless the licensee has written permission or an enterprise licence. Code from before set commits stays under MIT or BSD-3-Clause (LICENSE_HISTORY), and contributors sign a CLA",
      "transports": [
        "http"
      ],
      "packages": [
        {
          "registry": "pypi",
          "name": "open-webui"
        },
        {
          "registry": "oci",
          "name": "ghcr.io/open-webui/open-webui"
        }
      ],
      "auth": "api-key",
      "authNotes": "Sign-in is on by default (`WEBUI_AUTH`), the first account to sign up becomes admin, and sign-up then closes. An agent calls the API with `Authorization: Bearer \u003ctoken\u003e`, either an `sk-` API key from Settings \u003e Account or a session JWT, which lasts four weeks by default (`JWT_EXPIRES_IN`), and behind a reverse proxy that uses `Authorization` itself the key can go in an `x-api-key` header (https://docs.openwebui.com/reference/api-endpoints). API keys stay off until an administrator turns them on (`ENABLE_API_KEYS` defaults to false), a group permission decides who may create one, and they can be limited instance-wide to listed endpoints with `ENABLE_API_KEYS_ENDPOINT_RESTRICTIONS` and `API_KEYS_ALLOWED_ENDPOINTS` (https://github.com/open-webui/open-webui/blob/main/backend/open_webui/config.py). Each user has one key, `sk-` plus 32 hexadecimal characters, stored as plain text with a last-used time and no expiry set by the API (https://github.com/open-webui/open-webui/blob/main/backend/open_webui/routers/auths.py). People sign in with email and password, OAuth or OIDC, LDAP or trusted headers, with SCIM 2.0 provisioning.",
      "pricing": "free",
      "pricingNotes": "Free to self-host under the Open WebUI License. Deployments with more than 50 end users in a rolling 30 days have to keep the Open WebUI branding unless they hold an enterprise licence or written permission. The enterprise licence (white-labelling, SLA-backed support, Terminals) is sold through sales to registered organisations only, with no published prices (https://docs.openwebui.com/enterprise). There's no hosted Open WebUI service. You pay your model provider, or nothing with a local model (checked 2026-10-03).",
      "priceSummary": "Free",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-03).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 153000,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-03"
      },
      "docsUrl": "https://docs.openwebui.com",
      "llmsTxt": "https://docs.openwebui.com/llms.txt",
      "capabilities": [
        "inference.local",
        "agent.mcp-client",
        "memory.user",
        "knowledge.search"
      ],
      "tags": [
        "self-hosted",
        "local",
        "free",
        "python",
        "docker",
        "openai-compatible",
        "llms-txt",
        "enterprise"
      ],
      "lastRelease": "2026-09-21",
      "graded": true,
      "disclosure": "Open WebUI competes with LocalGhost, which Anchor Terminal's founder builds, and LocalGhost's own about page names it as a competitor. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.",
      "competesWith": "localghost",
      "anchor": {
        "graded": true,
        "score": 51.8,
        "grade": "D",
        "agentReady": false,
        "rank": 500,
        "ranked": true,
        "rankOf": 629,
        "categoryRank": 9,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 54,
          "maintenance": 91,
          "payments": 20,
          "reliability": 68,
          "schema": 60,
          "security": 63,
          "transparency": 71
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-03"
        },
        "negative": -8,
        "negativeNotes": [
          "2026-05-05. GHSA-2r4p-jpmg-48f4 (CVE-2026-44551, Critical, 9.1). LDAP sign-in accepted an empty password where the directory allows unauthenticated binds, giving full access to the victim's account. It affects 0.8.12 and earlier and was fixed in 0.9.0 (21 April 2026) before publication, -2. https://github.com/open-webui/open-webui/security/advisories/GHSA-2r4p-jpmg-48f4",
          "2026-07-02. GHSA-74h3-cxq7-vc5q (CVE-2026-59216, 7.7). A signed-in low-privilege user could run code and tools in another user's session through an unchecked Socket.IO session_id, which against an administrator meant code execution as the server process (root in default containers). Fixed in 0.10.0 on 29 June 2026 and published three days later, -2. https://github.com/open-webui/open-webui/security/advisories/GHSA-74h3-cxq7-vc5q",
          "2026-08-02 and 2026-09-04. Two account takeovers through OAuth, both High. GHSA-rq84-p6rr-vf89 accepted tokens issued to any client in the OAuth token exchange (fixed in 0.11.0), and GHSA-wpmr-8h3q-fwj7 (8.1) matched OAuth and OIDC subjects by substring on SQLite, so a crafted subject could sign in as an existing account, administrators included (fixed in 0.11.1 on 25 August). Both fixed before publication, -2. https://github.com/open-webui/open-webui/security/advisories/GHSA-rq84-p6rr-vf89; https://github.com/open-webui/open-webui/security/advisories/GHSA-wpmr-8h3q-fwj7",
          "2025-10-03 to 2026-10-03. The rest of the year's record. GitHub reviewed 143 of the repository's advisories in the 12 months to 3 October 2026, and 129 cover flaws fixed in releases from 0.6.35 (6 November 2025) on, 58 High and 1 Critical, more than half of them access-control or authorisation flaws by their titles and CWE tags. July to September alone brought 52 (18 High, 29 Moderate, 5 Low) in batches published on 2 July, 2 August and 4 September. Each was fixed in a release before publication, so the 125 beyond the four above count together, -2. https://github.com/open-webui/open-webui/security/advisories; https://github.com/advisories?query=open-webui+type%3Areviewed+ecosystem%3Apip"
        ],
        "verdict": "Five releases in the 90 days to 3 October 2026, each with a dated changelog entry that warns of database migrations. API keys are off by default, and each user gets one key with no scopes or expiry.",
        "bestFor": "A household or team that wants one chat interface over local and hosted models, with shared knowledge bases, memories, tools and access control, on their own server.",
        "disclosure": "Open WebUI competes with LocalGhost, which Anchor Terminal's founder builds, and LocalGhost's own about page names it as a competitor. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.",
        "strengths": [
          "Five releases in the 90 days to 3 October 2026, each with a dated changelog entry that warns of database migrations",
          "OpenAI-compatible `/api/chat/completions` and `/api/models`, plus an Anthropic Messages route and an Ollama proxy, so OpenAI's SDKs work against a local instance",
          "Roles, groups, per-model and per-knowledge access grants, a group permission for key creation and an instance-wide endpoint allowlist for keys",
          "An audit log at metadata, request or request-and-response level, plus events for key creation and deletion",
          "No product telemetry found, third-party analytics off in the Docker image, and `OFFLINE_MODE` to stop the release check and model downloads"
        ],
        "weaknesses": [
          "API keys are off by default, and each user gets one key with no scopes or expiry",
          "The API reference covers seven route groups, and the OpenAPI file and Swagger UI need `ENV=dev`",
          "52 advisories published from July to September 2026, 18 of them High, including cross-user code execution (CVE-2026-59216) and two OAuth account takeovers, all fixed",
          "Pre-1.0 (0.11), with database migrations in patch releases and no rolling updates during them",
          "The branding clause makes the licence non-OSI, and the enterprise licence has no published price"
        ],
        "agentNotes": [
          "Ask the administrator to set `ENABLE_API_KEYS=true` and let your group create keys. `sk-` keys are refused until then",
          "Send OpenAI's request shape to `/api/chat/completions` with a Bearer key, or use `x-api-key` behind a proxy that takes `Authorization` for itself",
          "Call `/api/models` first and use an `id` from it. Model IDs depend on the instance's connections",
          "Poll `GET /api/v1/files/{id}/process/status` until it reads `completed` before adding a file to a knowledge base",
          "Expect a 403 on routes outside `API_KEYS_ALLOWED_ENDPOINTS` when the administrator has set an allowlist"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 51.8
          }
        ],
        "editorialScores": {
          "ergonomics": 54,
          "maintenance": 91,
          "payments": 20,
          "reliability": 68,
          "schema": 60,
          "security": 63,
          "transparency": 66
        },
        "provenanceScore": 76
      },
      "connect": {
        "install": "pip install open-webui \u0026\u0026 open-webui serve   # or: docker run -d -p 3000:8080 --add-host=host.docker.internal:host-gateway -v open-webui:/app/backend/data --name open-webui --restart always ghcr.io/open-webui/open-webui:main",
        "http": "curl -X POST http://localhost:3000/api/chat/completions \\\n  -H \"Authorization: Bearer $OPEN_WEBUI_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"model\": \"llama3.1\", \"messages\": [{\"role\": \"user\", \"content\": \"Why is the sky blue?\"}]}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.local",
        "tool": "https://letme.dev/open-webui"
      },
      "area": "models",
      "provenance": {
        "legalEntity": "Open WebUI Inc.",
        "domain": "openwebui.com",
        "domainRegistered": "2024-02-17",
        "endpointOnVendorDomain": null,
        "terms": "https://openwebui.com/terms",
        "privacy": "https://openwebui.com/privacy",
        "statusPage": "",
        "changelog": "https://github.com/open-webui/open-webui/blob/main/CHANGELOG.md",
        "securityTxt": "valid",
        "checked": "2026-10-03",
        "notes": [
          "The LICENSE copyright line names Open WebUI Inc., created by Timothy Jaeryang Baek, and the privacy policy names Open WebUI, Inc. with no address.",
          "openwebui.com/.well-known/security.txt points to GitHub Security Advisories and expires on 2027-06-30.",
          "The privacy policy, last updated on 31 December 2025, covers openwebui.com and its community services only, says nothing about the self-hosted software, and gives no retention periods.",
          "We found no status page linked from openwebui.com. There's no hosted service, so an instance answers on its owner's own host.",
          "RDAP for openwebui.com gives a registration date of 2024-02-17, registrar Cloudflare. The terms page wasn't read for this check."
        ],
        "score": 76
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/open-webui.json",
      "live": {
        "slug": "open-webui",
        "versions": [
          {
            "registry": "github",
            "name": "open-webui/open-webui",
            "version": "v0.11.4",
            "released": "2026-09-21",
            "seenAt": "2026-10-08T16:23:23.514992236Z"
          },
          {
            "registry": "pypi",
            "name": "open-webui",
            "version": "0.11.4",
            "released": "2026-09-21",
            "seenAt": "2026-10-08T16:23:23.308399663Z"
          }
        ],
        "githubStars": 154214,
        "pypiWeekly": 160246,
        "securityTxt": {
          "url": "https://openwebui.com/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-06-30T00:00:00Z",
          "checkedAt": "2026-10-08T15:38:36.883295476Z"
        },
        "llmsTxt": {
          "url": "https://docs.openwebui.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-08T14:00:42.85056463Z"
        },
        "domain": {
          "domain": "openwebui.com",
          "registered": "2024-02-17",
          "source": "https://rdap.verisign.com/com/v1/domain/openwebui.com",
          "checkedAt": "2026-10-04T13:06:48.742159254Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/open-webui/open-webui/main/CHANGELOG.md",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-08T18:24:35.718320509Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "3c27bf8cc8f9"
          },
          {
            "url": "https://openwebui.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-08T18:22:41.670167526Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ab8757357aa3"
          },
          {
            "url": "https://openwebui.com/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:22:44.619195054Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "87cd832136e7"
          }
        ],
        "updatedAt": "2026-10-08T18:24:35.718320509Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "Model platform",
        "name": "Kind"
      },
      {
        "a": "Docker, Inc.",
        "b": "Open WebUI Inc.",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "None",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Free",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0 (server, CLI plugin and `dmr` binary). Docker Desktop, which bundles it, is closed software under Docker's subscription agreement, and each model carries its own licence",
        "b": "Open WebUI License. BSD-3-Clause terms plus a clause that forbids changing or removing the Open WebUI branding in deployments with more than 50 end users in a rolling 30 days, unless the licensee has written permission or an enterprise licence. Code from before set commits stays under MIT or BSD-3-Clause (LICENSE_HISTORY), and contributors sign a CLA",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-08-12",
        "b": "2026-09-21",
        "name": "Last release"
      },
      {
        "a": "2026-08-26",
        "b": "2026-07-07",
        "name": "Terms last updated"
      },
      {
        "a": "2026-08-26",
        "b": "2025-12-31",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "yes, with an opt-out",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "656 stars",
        "b": "153k stars",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "2.5/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Docker Model Runner scores 57.1 (C) on agent readiness against Open WebUI's 51.8 (D), and leads in 4 of 7 scored categories. Open WebUI leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community.",
        "question": "Which is better for AI agents, Docker Model Runner or Open WebUI?"
      },
      {
        "answer": "No hosted endpoint is listed for Docker Model Runner. No hosted endpoint is listed for Open WebUI.",
        "question": "Can an agent call Docker Model Runner and Open WebUI without installing anything?"
      },
      {
        "answer": "Docker Model Runner is open source (Apache-2.0 (server, CLI plugin and `dmr` binary). Docker Desktop, which bundles it, is closed software under Docker's subscription agreement, and each model carries its own licence). No open-source release is listed for Open WebUI.",
        "question": "Are Docker Model Runner and Open WebUI open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 85 against 68",
          "Payments \u0026 pricing, 60 against 20"
        ],
        "also": [
          "No key needed to call it",
          "Free to start without a card",
          "Open source"
        ],
        "goodFor": "A team that already runs Docker and wants local models served to containers and Compose services through OpenAI-, Anthropic- or Ollama-compatible routes, with models stored as OCI artefacts.",
        "slug": "docker-model-runner",
        "watchFor": "No credential on the API. The docs say any client that can reach it, including other containers, can pull, load and run models"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 60 against 49",
          "Security \u0026 auth, 63 against 40",
          "Maintenance \u0026 community, 91 against 55"
        ],
        "also": null,
        "goodFor": "A household or team that wants one chat interface over local and hosted models, with shared knowledge bases, memories, tools and access control, on their own server.",
        "slug": "open-webui",
        "watchFor": "API keys are off by default, and each user gets one key with no scopes or expiry"
      }
    ],
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      "name": "Local inference"
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        "json": "https://www.anchorterminal.com/compare/docker-model-runner-vs-gpt4all.json",
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        "url": "https://www.anchorterminal.com/compare/docker-model-runner-vs-gpt4all"
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      {
        "json": "https://www.anchorterminal.com/compare/docker-model-runner-vs-jan.json",
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      {
        "json": "https://www.anchorterminal.com/compare/docker-model-runner-vs-khoj.json",
        "title": "Docker Model Runner vs Khoj",
        "url": "https://www.anchorterminal.com/compare/docker-model-runner-vs-khoj"
      },
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        "json": "https://www.anchorterminal.com/compare/docker-model-runner-vs-llama-cpp.json",
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      {
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        "url": "https://www.anchorterminal.com/compare/docker-model-runner-vs-lm-studio"
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        "url": "https://www.anchorterminal.com/compare/ghost-core-vs-open-webui"
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      {
        "json": "https://www.anchorterminal.com/compare/gpt4all-vs-open-webui.json",
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        "url": "https://www.anchorterminal.com/compare/gpt4all-vs-open-webui"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jan-vs-open-webui.json",
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        "key": "reliability",
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        "open-webui": 68,
        "weight": 16
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      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 11,
        "docker-model-runner": 49,
        "edge": "open-webui",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "open-webui": 60,
        "weight": 13
      },
      {
        "by": 4,
        "docker-model-runner": 58,
        "edge": "docker-model-runner",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "open-webui": 54,
        "weight": 13
      },
      {
        "by": 23,
        "docker-model-runner": 40,
        "edge": "open-webui",
        "key": "security",
        "name": "Security \u0026 auth",
        "open-webui": 63,
        "weight": 14
      },
      {
        "by": 40,
        "docker-model-runner": 60,
        "edge": "docker-model-runner",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "open-webui": 20,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 36,
        "docker-model-runner": 55,
        "edge": "open-webui",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "open-webui": 91,
        "weight": 7
      },
      {
        "by": 2,
        "docker-model-runner": 73,
        "edge": "docker-model-runner",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "open-webui": 71,
        "weight": 7
      }
    ],
    "summary": "Docker Model Runner scores 57.1 (C) on agent readiness against Open WebUI's 51.8 (D), and leads in 4 of 7 scored categories. Open WebUI leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community. Both do local inference.",
    "verdicts": {
      "docker-model-runner": "CI passes on the main branch, and Docker has published two security advisories with CVEs and fixed versions for the project. The API takes no credential, so any client or container that reaches it can pull, delete and run models, and the documentation has no OpenAPI file or error reference.",
      "open-webui": "Five releases in the 90 days to 3 October 2026, each with a dated changelog entry that warns of database migrations. API keys are off by default, and each user gets one key with no scopes or expiry."
    }
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  "markdown": "Docker Model Runner scores 57.1 (C) on agent readiness against Open WebUI's 51.8 (D), and leads in 4 of 7 scored categories. Open WebUI leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community. Both do local inference.\n\n- Docker Model Runner: grade C, 57.1/100, rank #428 of 629. Markdown https://www.anchorterminal.com/tools/docker-model-runner.md · JSON https://www.anchorterminal.com/api/v1/tools/docker-model-runner.json\n- Open WebUI: grade D, 51.8/100, rank #500 of 629. Markdown https://www.anchorterminal.com/tools/open-webui.md · JSON https://www.anchorterminal.com/api/v1/tools/open-webui.json\n\n## Which one, for what\n\n### Docker Model Runner (C)\n\nGood for: A team that already runs Docker and wants local models served to containers and Compose services through OpenAI-, Anthropic- or Ollama-compatible routes, with models stored as OCI artefacts.\n\nAhead on:\n- Reliability, 85 against 68\n- Payments \u0026 pricing, 60 against 20\n\nAlso in its favour:\n- No key needed to call it\n- Free to start without a card\n- Open source\n\nWatch for: No credential on the API. The docs say any client that can reach it, including other containers, can pull, load and run models\n\n### Open WebUI (D)\n\nGood for: A household or team that wants one chat interface over local and hosted models, with shared knowledge bases, memories, tools and access control, on their own server.\n\nAhead on:\n- Schema \u0026 documentation, 60 against 49\n- Security \u0026 auth, 63 against 40\n- Maintenance \u0026 community, 91 against 55\n\nWatch for: API keys are off by default, and each user gets one key with no scopes or expiry\n\n\n## Score by category\n\n| Category | Weight | Docker Model Runner | Open WebUI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 85 | 68 | Docker Model Runner +17 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 49 | 60 | Open WebUI +11 |\n| Agent ergonomics | 13% (16.2 this run) | 58 | 54 | Docker Model Runner +4 |\n| Security \u0026 auth | 14% (17.5 this run) | 40 | 63 | Open WebUI +23 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 20 | Docker Model Runner +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 55 | 91 | Open WebUI +36 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 73 | 71 | Docker Model Runner +2 |\n| Negative events | ≤15 | -3 | -8 | |\n| **Total** | | **57.1 · C** | **51.8 · D** | |\n\n## Facts side by side\n\n| Fact | Docker Model Runner | Open WebUI |\n| --- | --- | --- |\n| Kind | HTTP API | Model platform |\n| Vendor | Docker, Inc. | Open WebUI Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | HTTP | HTTP |\n| Auth | None | API key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 (server, CLI plugin and `dmr` binary). Docker Desktop, which bundles it, is closed software under Docker's subscription agreement, and each model carries its own licence | Open WebUI License. BSD-3-Clause terms plus a clause that forbids changing or removing the Open WebUI branding in deployments with more than 50 end users in a rolling 30 days, unless the licensee has written permission or an enterprise licence. Code from before set commits stays under MIT or BSD-3-Clause (LICENSE_HISTORY), and contributors sign a CLA |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-08-12 | 2026-09-21 |\n| Terms last updated | 2026-08-26 | 2026-07-07 |\n| Privacy policy last updated | 2026-08-26 | 2025-12-31 |\n| Customer content may train models | not found in the text | yes, with an opt-out |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | yes | not found in the text |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | yes | yes |\n| Popularity | 656 stars | 153k stars |\n| Agent reviews | none | 2.5/5 (2) |\n\n## Verdicts\n\n**Docker Model Runner.** CI passes on the main branch, and Docker has published two security advisories with CVEs and fixed versions for the project. The API takes no credential, so any client or container that reaches it can pull, delete and run models, and the documentation has no OpenAPI file or error reference.\n\n**Open WebUI.** Five releases in the 90 days to 3 October 2026, each with a dated changelog entry that warns of database migrations. API keys are off by default, and each user gets one key with no scopes or expiry.\n\n## Before you call either\n\n### Docker Model Runner\n\n1. Use base URL `http://localhost:12434/engines/v1` for OpenAI clients and `http://localhost:12434` for Anthropic and Ollama clients. Any API key value is accepted\n2. In Docker Desktop, run `docker desktop enable model-runner --tcp 12434` first. Host-side TCP is off by default\n3. From a container, call `http://model-runner.docker.internal` on Docker Desktop or `http://172.17.0.1:12434` on Docker Engine\n4. Raise the context before agent work with `docker model configure --context-size \u003cn\u003e \u003cmodel\u003e`. The llama.cpp default is 4,096 tokens\n5. Name models with their namespace, such as `ai/smollm2`, and expect plain-text error bodies with a 400, 404, 500 or 503 status\n\n### Open WebUI\n\n1. Ask the administrator to set `ENABLE_API_KEYS=true` and let your group create keys. `sk-` keys are refused until then\n2. Send OpenAI's request shape to `/api/chat/completions` with a Bearer key, or use `x-api-key` behind a proxy that takes `Authorization` for itself\n3. Call `/api/models` first and use an `id` from it. Model IDs depend on the instance's connections\n4. Poll `GET /api/v1/files/{id}/process/status` until it reads `completed` before adding a file to a knowledge base\n5. Expect a 403 on routes outside `API_KEYS_ALLOWED_ENDPOINTS` when the administrator has set an allowlist\n\n## Questions\n\n### Which is better for AI agents, Docker Model Runner or Open WebUI?\n\nDocker Model Runner scores 57.1 (C) on agent readiness against Open WebUI's 51.8 (D), and leads in 4 of 7 scored categories. Open WebUI leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community.\n\n### Can an agent call Docker Model Runner and Open WebUI without installing anything?\n\nNo hosted endpoint is listed for Docker Model Runner. No hosted endpoint is listed for Open WebUI.\n\n### Are Docker Model Runner and Open WebUI open source?\n\nDocker Model Runner is open source (Apache-2.0 (server, CLI plugin and `dmr` binary). Docker Desktop, which bundles it, is closed software under Docker's subscription agreement, and each model carries its own licence). No open-source release is listed for Open WebUI.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/docker-model-runner-vs-open-webui.json, and with the fewest tokens: https://www.anchorterminal.com/compare/docker-model-runner-vs-open-webui.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"docker-model-runner\", \"b\": \"open-webui\"}`. From a terminal: `anchor compare docker-model-runner open-webui`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/docker-model-runner.json and https://www.anchorterminal.com/api/v1/tools/open-webui.json\n\n## Other comparisons with Docker Model Runner or Open WebUI\n\n- [AnythingLLM vs Docker Model Runner](https://www.anchorterminal.com/compare/anythingllm-vs-docker-model-runner.md)\n- [AnythingLLM vs Open WebUI](https://www.anchorterminal.com/compare/anythingllm-vs-open-webui.md)\n- [Docker Model Runner vs Core](https://www.anchorterminal.com/compare/docker-model-runner-vs-ghost-core.md)\n- [Docker Model Runner vs GPT4All](https://www.anchorterminal.com/compare/docker-model-runner-vs-gpt4all.md)\n- [Docker Model Runner vs Jan](https://www.anchorterminal.com/compare/docker-model-runner-vs-jan.md)\n- [Docker Model Runner vs Khoj](https://www.anchorterminal.com/compare/docker-model-runner-vs-khoj.md)\n- [Docker Model Runner vs llama.cpp](https://www.anchorterminal.com/compare/docker-model-runner-vs-llama-cpp.md)\n- [Docker Model Runner vs LM Studio](https://www.anchorterminal.com/compare/docker-model-runner-vs-lm-studio.md)\n- [Docker Model Runner vs LocalAI](https://www.anchorterminal.com/compare/docker-model-runner-vs-localai.md)\n- [Docker Model Runner vs Ollama](https://www.anchorterminal.com/compare/docker-model-runner-vs-ollama.md)\n- [Docker Model Runner vs screenpipe](https://www.anchorterminal.com/compare/docker-model-runner-vs-screenpipe.md)\n- [Core vs Open WebUI](https://www.anchorterminal.com/compare/ghost-core-vs-open-webui.md)\n- [GPT4All vs Open WebUI](https://www.anchorterminal.com/compare/gpt4all-vs-open-webui.md)\n- [Jan vs Open WebUI](https://www.anchorterminal.com/compare/jan-vs-open-webui.md)\n- [Khoj vs Open WebUI](https://www.anchorterminal.com/compare/khoj-vs-open-webui.md)\n- [llama.cpp vs Open WebUI](https://www.anchorterminal.com/compare/llama-cpp-vs-open-webui.md)\n- [LM Studio vs Open WebUI](https://www.anchorterminal.com/compare/lm-studio-vs-open-webui.md)\n- [LocalAI vs Open WebUI](https://www.anchorterminal.com/compare/localai-vs-open-webui.md)\n- [Ollama vs Open WebUI](https://www.anchorterminal.com/compare/ollama-vs-open-webui.md)\n- [Open WebUI vs screenpipe](https://www.anchorterminal.com/compare/open-webui-vs-screenpipe.md)\n- [Docker Model Runner vs Underdog](https://www.anchorterminal.com/compare/docker-model-runner-vs-underdog.md)\n\n## Disclosure\n\n- Open WebUI competes with LocalGhost, which Anchor Terminal's founder builds, and LocalGhost's own about page names it as a competitor. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.\n",
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        "url": "https://www.anchorterminal.com/compare/"
      },
      {
        "name": "Docker Model Runner vs Open WebUI",
        "url": ""
      }
    ],
    "description": "Docker Model Runner scores 57.1 (C) on agent readiness against Open WebUI's 51.8 (D), and leads in 4 of 7 scored categories. Open WebUI leads on schema \u0026 documentation, security \u0026 auth and maintenance \u0026 community. Both do local inference. Category scores, facts, verdicts and…",
    "facts": [
      "Docker Model Runner C 57.1",
      "Open WebUI D 51.8",
      "scores"
    ],
    "h1": "Docker Model Runner vs Open WebUI",
    "image": "https://www.anchorterminal.com/assets/og/compare-docker-model-runner-vs-open-webui.png",
    "path": "/compare/docker-model-runner-vs-open-webui",
    "published": "2026-10-01",
    "section": "tools",
    "title": "Docker Model Runner vs Open WebUI for AI agents, C 57.1 vs D 51.8",
    "toc": null,
    "updated": "2026-10-08",
    "url": "https://www.anchorterminal.com/compare/docker-model-runner-vs-open-webui"
  },
  "tokens": {
    "markdown": 2650,
    "slim": 780
  },
  "version": 1
}