{
  "data": {
    "a": {
      "slug": "jan",
      "name": "Jan",
      "vendor": "Menlo Research",
      "vendorUrl": "https://jan.ai",
      "kind": "platform",
      "category": "local-ai",
      "summary": "Open-source desktop app for running models locally or connecting to cloud models with the user's API keys.",
      "url": "https://www.anchorterminal.com/tools/jan",
      "markdownUrl": "https://www.anchorterminal.com/tools/jan.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/jan.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/jan.json",
      "repo": "https://github.com/janhq/jan",
      "license": "Apache-2.0",
      "transports": [
        "http"
      ],
      "packages": [],
      "auth": "api-key",
      "authNotes": "The Local API Server takes one optional key set in Settings, empty by default, sent as `Authorization: Bearer` or `X-Api-Key`. There are no scopes and no keys per client. It binds to 127.0.0.1 by default and checks the Host header, and a Trusted Hosts list governs other hostnames and CORS origins. In 0.8.4 a 0.0.0.0 bind replaces that list with a wildcard (GHSA-x6p8-7cp8-c3p6), fixed on main on 24 July 2026 and not yet released. `jan serve` takes `--api-key`, empty by default. Cloud provider keys sit in the OS keyring since 0.8.4.",
      "pricing": "free",
      "pricingNotes": "Free and Apache-2.0, with no account and nothing to buy. Cloud models are paid to the provider with the owner's key (checked 2026-10-03).",
      "priceSummary": "Free · OSS",
      "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": 44800,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-03"
      },
      "docsUrl": "https://www.jan.ai/docs/desktop/api-server",
      "openapi": "https://raw.githubusercontent.com/janhq/jan/main/src-tauri/static/openapi.json",
      "capabilities": [
        "inference.local",
        "inference.open-weights",
        "agent.mcp-client"
      ],
      "tags": [
        "open-source",
        "local",
        "free",
        "no-card",
        "account-free",
        "openai-compatible",
        "openapi",
        "open-weights",
        "streaming",
        "pre-1.0"
      ],
      "lastRelease": "2026-07-23",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 51.4,
        "grade": "D",
        "agentReady": false,
        "rank": 349,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 8,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 46,
          "maintenance": 47,
          "payments": 60,
          "reliability": 68,
          "schema": 56,
          "security": 43,
          "transparency": 69
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-03"
        },
        "negative": -4,
        "negativeNotes": [
          "2026-07-24. GHSA-x6p8-7cp8-c3p6. In 0.8.4, the current release, binding the Local API Server to 0.0.0.0 replaces the Trusted Hosts list with a wildcard, so any Host header is accepted and any Origin reflected with credentials allowed, which with the default empty key lets any web page the owner visits call the server. The fix landed on main on 24 July 2026, no release carries it 71 days later, and the advisory isn't published. It needs a setting the docs flag as risky, -4. https://github.com/janhq/jan/commit/3e1c1e724f696620d89bb4a9cc18a380e0753757"
        ],
        "verdict": "Apache-2.0, with installers for macOS, Windows and Linux plus Flathub and the Microsoft Store. No release since 0.8.4 on 23 July 2026, while a security fix waits on main.",
        "strengths": [
          "Apache-2.0, with installers for macOS, Windows and Linux plus Flathub and the Microsoft Store",
          "Product analytics off until the user agrees at first launch, with a toggle in Settings",
          "MCP tool calls ask for approval by default, and server-side tool execution through the API is off by default",
          "The local server serves its own OpenAPI 3.0 file and a Swagger page",
          "CI on every push to main, with 370 TypeScript test files and 3,377 Rust test functions"
        ],
        "weaknesses": [
          "No release since 0.8.4 on 23 July 2026, while a security fix waits on main",
          "One optional API key with no scopes, empty by default",
          "In 0.8.4 a 0.0.0.0 bind ignores Trusted Hosts and reflects any Origin (GHSA-x6p8-7cp8-c3p6)",
          "New Hugging Face downloads go through Menlo's mirror at apps.jan.ai, which neither privacy page mentions",
          "No llms.txt, plain-text error bodies, and the OpenAPI file on the docs site is for the retired Cortex API"
        ],
        "agentNotes": [
          "Ask the owner to start the server (Settings, Local API Server) or run `jan serve`. Nothing listens until then",
          "Call http://127.0.0.1:1337/v1 for the app and localhost:6767/v1 for `jan serve`. The ports differ",
          "Read /openapi.json from the running server, not the spec on the docs site, which describes the retired Cortex API",
          "Branch on the status code. Error bodies are plain text",
          "Keep the bind at 127.0.0.1 on 0.8.4. Trusted Hosts is ignored on 0.0.0.0 until the next release"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 51.4
          }
        ],
        "editorialScores": {
          "ergonomics": 46,
          "maintenance": 47,
          "payments": 60,
          "reliability": 68,
          "schema": 56,
          "security": 43,
          "transparency": 66
        },
        "provenanceScore": 72
      },
      "connect": {
        "install": "flatpak install flathub ai.jan.Jan   # or the macOS, Windows and Linux installers at https://jan.ai",
        "http": "curl http://127.0.0.1:1337/v1/chat/completions \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer secret-key-123\" \\\n  -d '{\"model\": \"YOUR_MODEL_ID\", \"messages\": [{\"role\": \"user\", \"content\": \"Tell me a joke.\"}]}'",
        "claudeCode": "jan launch claude --model janhq/Jan-code-4b-gguf",
        "headless": {
          "command": "jan serve janhq/Jan-code-4b-gguf --detach"
        }
      },
      "letme": {
        "capability": "https://letme.dev/inference.local",
        "tool": "https://letme.dev/jan"
      },
      "area": "models",
      "provenance": {
        "legalEntity": "Menlo Research Pte Ltd",
        "domain": "jan.ai",
        "domainRegistered": "2017-12-16",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "https://www.jan.ai/docs/desktop/privacy-policy",
        "statusPage": "",
        "changelog": "https://www.jan.ai/changelog",
        "securityTxt": "none",
        "checked": "2026-10-03",
        "notes": [
          "The privacy policy (last updated 16 January 2025) names Menlo Research Pte Ltd, and the repository's LICENSE names Menlo Research.",
          "We found no terms of use on jan.ai or in the docs source.",
          "jan.ai/.well-known/security.txt returns 404. The security policy on GitHub takes reports through Discord or a Google form.",
          "RDAP for jan.ai gives a registration date of 2017-12-16.",
          "There's no hosted endpoint. The server answers on the owner's machine, at 127.0.0.1:1337 by default."
        ],
        "score": 72
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/jan.json",
      "live": {
        "slug": "jan",
        "versions": [
          {
            "registry": "github",
            "name": "janhq/jan",
            "version": "v0.8.4",
            "released": "2026-07-23",
            "seenAt": "2026-10-04T16:30:29.232322263Z"
          }
        ],
        "githubStars": 44792,
        "securityTxt": {
          "url": "https://jan.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:56.564394441Z"
        },
        "domain": {
          "domain": "jan.ai",
          "registered": "2017-12-16",
          "source": "https://rdap.identitydigital.services/rdap/domain/jan.ai",
          "checkedAt": "2026-10-04T13:05:50.9111837Z"
        },
        "pages": [
          {
            "url": "https://www.jan.ai/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-04T15:50:56.459690049Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "bfe738043ec7"
          },
          {
            "url": "https://www.jan.ai/docs/desktop/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-04T15:50:58.510215014Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "b042b8460c35"
          }
        ],
        "updatedAt": "2026-10-04T16:30:29.232322263Z"
      }
    },
    "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": 52,
        "grade": "D",
        "agentReady": false,
        "rank": 345,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 7,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 54,
          "maintenance": 91,
          "payments": 20,
          "reliability": 68,
          "schema": 60,
          "security": 63,
          "transparency": 73
        },
        "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.",
        "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": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 52
          }
        ],
        "editorialScores": {
          "ergonomics": 54,
          "maintenance": 91,
          "payments": 20,
          "reliability": 68,
          "schema": 60,
          "security": 63,
          "transparency": 66
        },
        "provenanceScore": 79
      },
      "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": 79
      },
      "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": "2026-10-04T16:35:15.328941559Z"
          },
          {
            "registry": "pypi",
            "name": "open-webui",
            "version": "0.11.4",
            "released": "2026-09-21",
            "seenAt": "2026-10-04T16:35:15.214147757Z"
          }
        ],
        "githubStars": 153934,
        "pypiWeekly": 235140,
        "securityTxt": {
          "url": "https://openwebui.com/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-06-30T00:00:00Z",
          "checkedAt": "2026-10-04T15:15:55.536560702Z"
        },
        "llmsTxt": {
          "url": "https://docs.openwebui.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:18:04.221173659Z"
        },
        "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": 200,
            "checkedAt": "2026-10-04T15:47:49.239650644Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "3c27bf8cc8f9"
          },
          {
            "url": "https://openwebui.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-04T15:46:32.010185663Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ab8757357aa3"
          },
          {
            "url": "https://openwebui.com/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-04T15:46:35.689261473Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "87cd832136e7"
          }
        ],
        "updatedAt": "2026-10-04T16:35:15.328941559Z"
      }
    },
    "summary": "Open WebUI has a score of 52 (D) against Jan's 51.4 (D). Both do local inference. The largest gap is maintenance \u0026 community, 44 points."
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
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  "markdown": "Open WebUI has a score of 52 (D) against Jan's 51.4 (D). Both do local inference. The largest gap is maintenance \u0026 community, 44 points.\n\n- Jan: grade D, 51.4/100, rank #349 of 452. Markdown https://www.anchorterminal.com/tools/jan.md · JSON https://www.anchorterminal.com/api/v1/tools/jan.json\n- Open WebUI: grade D, 52/100, rank #345 of 452. 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\nPick Jan for payments \u0026 pricing (+40).\n\nPick Open WebUI for agent ergonomics (+8), security \u0026 auth (+20), maintenance \u0026 community (+44).\n\n## Score by category\n\n| Category | Weight | Jan | Open WebUI | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 68 | 68 | even |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 56 | 60 | Open WebUI +4 |\n| Agent ergonomics | 13% (16.2 this run) | 46 | 54 | Open WebUI +8 |\n| Security \u0026 auth | 14% (17.5 this run) | 43 | 63 | Open WebUI +20 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 60 | 20 | Jan +40 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 47 | 91 | Open WebUI +44 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 69 | 73 | Open WebUI +4 |\n| Negative events | ≤15 | -4 | -8 | |\n| **Total** | | **51.4 · D** | **52 · D** | |\n\n## Facts side by side\n\n| Fact | Jan | Open WebUI |\n| --- | --- | --- |\n| Kind | Model platform | Model platform |\n| Vendor | Menlo Research | Open WebUI Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Free | Free |\n| x402 | no | no |\n| Licence | Apache-2.0 | 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| Tools exposed | none | none |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| MCP registry | not listed | not listed |\n| Last release | 2026-07-23 | 2026-09-21 |\n| Popularity | 45k stars | 153k stars |\n| Agent reviews | 2/5 (2) | 2.5/5 (2) |\n\n## Verdicts\n\n**Jan.** Apache-2.0, with installers for macOS, Windows and Linux plus Flathub and the Microsoft Store. No release since 0.8.4 on 23 July 2026, while a security fix waits on main.\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### Jan\n\n1. Ask the owner to start the server (Settings, Local API Server) or run `jan serve`. Nothing listens until then\n2. Call http://127.0.0.1:1337/v1 for the app and localhost:6767/v1 for `jan serve`. The ports differ\n3. Read /openapi.json from the running server, not the spec on the docs site, which describes the retired Cortex API\n4. Branch on the status code. Error bodies are plain text\n5. Keep the bind at 127.0.0.1 on 0.8.4. Trusted Hosts is ignored on 0.0.0.0 until the next release\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## Other comparisons with Jan or Open WebUI\n\n- [AnythingLLM vs Jan](https://www.anchorterminal.com/compare/anythingllm-vs-jan.md)\n- [AnythingLLM vs Open WebUI](https://www.anchorterminal.com/compare/anythingllm-vs-open-webui.md)\n- [GPT4All vs Jan](https://www.anchorterminal.com/compare/gpt4all-vs-jan.md)\n- [GPT4All vs Open WebUI](https://www.anchorterminal.com/compare/gpt4all-vs-open-webui.md)\n- [Jan vs Khoj](https://www.anchorterminal.com/compare/jan-vs-khoj.md)\n- [Jan vs llama.cpp](https://www.anchorterminal.com/compare/jan-vs-llama-cpp.md)\n- [Jan vs LM Studio](https://www.anchorterminal.com/compare/jan-vs-lm-studio.md)\n- [Jan vs LocalAI](https://www.anchorterminal.com/compare/jan-vs-localai.md)\n- [Jan vs Ollama](https://www.anchorterminal.com/compare/jan-vs-ollama.md)\n- [Jan vs screenpipe](https://www.anchorterminal.com/compare/jan-vs-screenpipe.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- [Jan vs Underdog](https://www.anchorterminal.com/compare/jan-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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