{ "data": { "a": { "slug": "onyx", "name": "Onyx", "vendor": "DanswerAI, Inc. (Onyx, formerly Danswer)", "vendorUrl": "https://www.onyx.app", "kind": "platform", "category": "company-knowledge", "summary": "Open-source enterprise search and chat platform, formerly Danswer.", "url": "https://www.anchorterminal.com/tools/onyx", "markdownUrl": "https://www.anchorterminal.com/tools/onyx.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/onyx.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/onyx.json", "repo": "https://github.com/onyx-dot-app/onyx", "license": "MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://cloud.onyx.app/mcp", "packages": [ { "registry": "oci", "name": "docker.io/onyxdotapp/onyx-backend" }, { "registry": "oci", "name": "docker.io/onyxdotapp/onyx-web-server" }, { "registry": "pypi", "name": "onyx-cli" } ], "auth": "mixed", "authNotes": "Every request takes a Bearer token in the `Authorization` header, either a personal access token or an API key. Personal access tokens belong to a user, can be full access or limited to `read:search`, `read:chat`, `write:chat` or `use:llm_gateway`, expire after 7, 30 or 365 days or never, are stored hashed and can be revoked one by one. API keys belong to service accounts, and since v4.7 their rights come from the groups they're put in (none means chat only, Basic adds search, Admin reaches every endpoint). The MCP server checks each token against the API server's /me and passes it through. No OAuth for MCP clients. People sign in to the web app with passwords, Google OAuth, OIDC or SAML.", "pricing": "freemium", "pricingNotes": "The Community Edition is MIT and free to self-host with no seat limit. Onyx Cloud and licensed self-hosting have two plans on onyx.app/pricing. Business is $20 a user a month billed annually, and Enterprise (OIDC and SAML SSO, on-premise and region-specific deployments, white-labelling, an enterprise SLA) is by quote. Single-tenant cloud needs at least 100 licences per the docs. Onyx Cloud has a two-week free trial with no card (checked 2026-10-03).", "priceSummary": "$20 / seat-mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs, the pricing page or the source (checked 2026-10-03).", "endpoints": [] }, "toolCount": 3, "popularity": { "githubStars": 32300, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-03" }, "docsUrl": "https://docs.onyx.app/deployment/configuration/mcp_server", "llmsTxt": "https://docs.onyx.app/llms.txt", "openapi": "https://docs.onyx.app/developers/api_reference/openapi.json", "capabilities": [ "knowledge.search", "web.search", "web.fetch", "agent.mcp-client" ], "tags": [ "open-source", "self-hosted", "hosted", "mcp", "openapi", "llms-txt", "python", "cli", "docker", "freemium", "no-card", "enterprise", "commercial-licence", "telemetry-default-on", "status-page" ], "lastRelease": "2026-10-02", "graded": true, "anchor": { "graded": true, "score": 65, "grade": "B", "agentReady": false, "rank": 375, "ranked": true, "rankOf": 1197, "categoryRank": 4, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 77, "maintenance": 77, "payments": 30, "reliability": 69, "schema": 88, "security": 71, "transparency": 63 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-03" }, "negative": -4, "negativeNotes": [ "2026-07-20. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0). Any signed-in user could read, in clear text, other users' live OAuth tokens for per-user MCP servers such as Slack, Atlassian or Notion through GET /api/mcp/servers. Found in an external pentest in May 2026, fixed in 4.0.0 (26 May 2026) and published, so the deduction is reduced, -3 (https://github.com/onyx-dot-app/onyx/security/advisories/GHSA-q62f-rv3h-f822)", "2026-04-29 and 2026-07-20. Three moderate IDOR advisories, other users' chat files downloadable through /chat/file/{file_id} (GHSA-vg3h-35f7-7w6r), other users' chat sessions stoppable through /chat/stop-chat-session (GHSA-rw6w-hp62-gc8w) and curators able to change any user group's membership (GHSA-7f48-vgpj-h95m). Fixed and published, -1 (https://github.com/onyx-dot-app/onyx/security/advisories)" ], "verdict": "MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0.", "bestFor": "Teams that want one permission-aware index over Slack, Drive, Confluence, Jira, GitHub and the rest, self-hosted or air-gapped, with agents searching it through MCP.", "strengths": [ "MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card", "Three read-only MCP tools in 3,360 characters, whose filters return close matches instead of searching unscoped", "Personal access tokens limited to `read:search`, with 7, 30 or 365-day expiry, hashed storage and revocation one by one", "OpenAPI 3.1 file of 110 operations, llms.txt, Markdown docs and dated release notes with Deployment Changes sections", "A minor release every two to three weeks, 4.3.0 on 6 July to 4.8.0 on 23 September 2026, with patches for older lines" ], "weaknesses": [ "GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0", "Telemetry is on by default and documented as anonymous, while its events carry user IDs and Enterprise builds send the first user's email domain", "Document search has no result limit or paging, and an unparseable `time_cutoff` is dropped with only a server log line", "The self-hosted MCP server is off by default, takes no OAuth and isn't in the official MCP registry", "The privacy policy and Cloud agreement render only with JavaScript, and there's no security.txt or bug bounty" ], "agentNotes": [ "Get the instance URL from the operator. Cloud is https://cloud.onyx.app/mcp, and a self-hosted server only answers once `MCP_SERVER_ENABLED=true`", "Use a token limited to `read:search`. It covers every MCP tool and nothing else", "Pass `time_cutoff` as a full ISO 8601 timestamp. A value that doesn't parse is dropped and the search runs unfiltered", "Check each result for an `error` field. Failures come back with an empty `results` list, not as tool errors", "Set `skip_query_expansion` to true for exact phrases. It skips an LLM call on every search" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 2, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 65 } ], "editorialScores": { "ergonomics": 77, "maintenance": 77, "payments": 30, "reliability": 69, "schema": 88, "security": 71, "transparency": 57 }, "provenanceScore": 69, "checked": { "categories": { "ergonomics": "2026-10-03", "maintenance": "2026-10-03", "payments": "2026-10-03", "reliability": "2026-10-03", "schema": "2026-10-03", "security": "2026-10-03", "transparency": "2026-10-03" }, "last": "2026-10-03", "lastMoved": "2026-10-08", "oldest": "2026-10-03", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "curl -fsSL https://onyx.app/install_onyx.sh | bash", "http": "curl -s -X POST \"${API_BASE_URL}/search\" \\\n -H \"Authorization: Bearer ${API_KEY}\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"query\": \"What is our parental leave policy?\", \"sources\": [\"confluence\", \"google_drive\"]}'", "claudeCode": "claude mcp add --transport http onyx https://cloud.onyx.app/mcp \\\n --header \"Authorization: Bearer YOUR_ONYX_TOKEN_HERE\"", "config": { "mcpServers": { "onyx": { "headers": { "Authorization": "Bearer ${ONYX_TOKEN}" }, "type": "http", "url": "https://cloud.onyx.app/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/onyx" }, "area": "business", "unitPrices": [ { "item": "Onyx Business", "unit": "seat-month", "usd": 20, "note": "billed annually" } ], "provenance": { "legalEntity": "DanswerAI, Inc.", "domain": "onyx.app", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://onyx.app/legal/cloud", "privacy": "https://onyx.app/legal/privacy-policy", "statusPage": "https://status.onyx.app", "changelog": "https://docs.onyx.app/changelog", "securityTxt": "none", "checked": "2026-10-03", "notes": [ "The LICENSE and the Onyx Enterprise License name DanswerAI, Inc., and the site footer reads Onyx.", "The privacy policy and the Onyx Cloud Subscription Agreement show a last update of 1 July 2025 and load their text with JavaScript, which our reader couldn't see.", "onyx.app/.well-known/security.txt returns 404. SECURITY.md routes reports through GitHub private vulnerability reporting.", "The shared MCP endpoint cloud.onyx.app/mcp is on the vendor's domain. A self-hosted server answers on the operator's own host." ], "score": 69 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/onyx.json", "live": { "slug": "onyx", "probe": { "target": "https://cloud.onyx.app/mcp", "method": "get", "lastAt": "2026-10-21T23:39:09.497071822Z", "lastOk": true, "lastStatus": 401, "lastMs": 297, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 99.98, "p50ms24h": 308, "p95ms24h": 388, "samples24h": 252, "samples30d": 4669, "days": [ { "date": "2026-10-03", "probes": 54, "ok": 54 }, { "date": "2026-10-04", "probes": 272, "ok": 272 }, { "date": "2026-10-05", "probes": 272, "ok": 272 }, { "date": "2026-10-06", "probes": 272, "ok": 272 }, { "date": "2026-10-07", "probes": 272, "ok": 272 }, { "date": "2026-10-08", "probes": 268, "ok": 268 }, { "date": "2026-10-09", "probes": 250, "ok": 250 }, { "date": "2026-10-10", "probes": 247, "ok": 247 }, { "date": "2026-10-11", "probes": 247, "ok": 247 }, { "date": "2026-10-12", "probes": 247, "ok": 247 }, { "date": "2026-10-13", "probes": 248, "ok": 248 }, { "date": "2026-10-14", "probes": 249, "ok": 248 }, { "date": "2026-10-15", "probes": 253, "ok": 253 }, { "date": "2026-10-16", "probes": 252, "ok": 252 }, { "date": "2026-10-17", "probes": 253, "ok": 253 }, { "date": "2026-10-18", "probes": 256, "ok": 256 }, { "date": "2026-10-19", "probes": 255, "ok": 255 }, { "date": "2026-10-20", "probes": 252, "ok": 252 }, { "date": "2026-10-21", "probes": 250, "ok": 250 } ] }, "vendorStatus": { "page": "https://status.onyx.app", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-21T22:26:02.917405478Z" }, "versions": [ { "registry": "github", "name": "onyx-dot-app/onyx", "version": "v4.9.2", "released": "2026-10-15", "seenAt": "2026-10-21T06:14:24.778085541Z" }, { "registry": "pypi", "name": "onyx-cli", "version": "1.4.4", "released": "2026-09-13", "seenAt": "2026-10-21T06:14:24.589464545Z" } ], "githubStars": 32613, "pypiWeekly": 619, "securityTxt": { "url": "https://onyx.app/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-21T15:58:49.923004985Z" }, "llmsTxt": { "url": "https://docs.onyx.app/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-21T14:34:36.916619685Z" }, "domain": { "domain": "onyx.app", "registered": "2018-05-04", "source": "https://pubapi.registry.google/rdap/domain/onyx.app", "checkedAt": "2026-10-18T13:43:42.754252316Z" }, "pages": [ { "url": "https://docs.onyx.app/changelog", "kind": "changelog", "status": 304, "checkedAt": "2026-10-21T00:47:11.840836326Z", "changedAt": "2026-10-08T18:19:12.353203571Z", "fingerprint": "903bb0fb92dc" }, { "url": "https://onyx.app/legal/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-21T00:52:39.407627362Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "bd896d976a98" }, { "url": "https://onyx.app/legal/cloud", "kind": "terms", "status": 200, "checkedAt": "2026-10-21T00:52:37.191648565Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "0b08a2af7854" } ], "github": { "repo": "onyx-dot-app/onyx", "checkedAt": "2026-10-19T06:34:35.535344606Z", "stars": 32572, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-19T05:31:18Z", "openIssues": 175, "openPRs": 420, "issuesOpened90d": 194, "issuesClosed90d": 160, "prsMerged90d": 2083, "ci": { "branch": "main", "runs": 50, "success": 49, "failure": 1, "other": 0, "latest": "success", "latestAt": "2026-10-18T22:39:04Z" }, "advisories": [ { "ghsa": "GHSA-7f48-vgpj-h95m", "cve": "CVE-2026-63178", "severity": "medium", "published": "2026-07-20T20:13:25Z" }, { "ghsa": "GHSA-q62f-rv3h-f822", "cve": "CVE-2026-71424", "severity": "critical", "published": "2026-07-20T19:59:49Z" }, { "ghsa": "GHSA-vg3h-35f7-7w6r", "cve": "CVE-2026-42277", "severity": "medium", "published": "2026-04-29T19:28:37Z" }, { "ghsa": "GHSA-rw6w-hp62-gc8w", "cve": "CVE-2026-42276", "severity": "medium", "published": "2026-04-29T19:28:23Z" }, { "ghsa": "GHSA-xr9w-3ggr-hr6j", "cve": "CVE-2024-32881", "severity": "critical", "published": "2024-04-24T22:17:40Z" } ], "replies": { "sampled": 25, "unanswered": 14, "medianDays": 1.2 } }, "updatedAt": "2026-10-21T23:39:09.497071822Z" } }, "answer": "Onyx scores 65 (B) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 5 of 7 scored categories.", "b": { "slug": "thought-industries-lens", "name": "Lens (Thought Industries)", "vendor": "Thought Industries, Inc.", "vendorUrl": "https://lens.thoughtindustries.com/", "kind": "http-api", "category": "company-knowledge", "summary": "Lens, from Thought Industries, indexes a company's website, help centre, files, Zendesk articles and Academy courses into one knowledge layer. It answers customer questions through a website widget, a remote MCP server, a REST API and answer-engine files.", "url": "https://www.anchorterminal.com/tools/thought-industries-lens", "markdownUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json", "license": "Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://api.lens.thoughtindustries.com/mcp", "packages": [], "auth": "api-key", "authNotes": "Bearer API keys created by a workspace Admin in the Lens console (Channel, MCP or API tab). Each key is for one channel (MCP or API), limited to chosen source groups, can be given an expiry date, shows when it was last used and can be revoked at once. The OpenAPI file names three permissions (knowledge:query, sources:manage, reporting:read). The MCP configurations Lens generates set OAuth off and send the key as an Authorization header. Unauthenticated calls return 401.", "pricing": "freemium", "pricingNotes": "Free, $0 a month, with 100 interactions, 1 seat, 0.5 GB of knowledge, manual refresh, and public sites and PDFs as sources. Pro $499 a month (200 interactions, weekly refresh). Pro+ $999 a month (400 interactions, twice-weekly refresh). Enterprise through sales. An interaction is any answer request through the widget, MCP or the API. Reviewing contradictions needs a paid plan. Called beta at launch (checked 2026-10-21).", "priceSummary": "$499 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the OpenAPI file, the pricing on lens.thoughtindustries.com, the help centre articles or the terms (checked 2026-10-21). Paid plans are monthly subscriptions.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-21" }, "docsUrl": "https://support.thoughtindustries.com/hc/en-us/articles/44003209661207-Lens-Channels-Choose-Where-Lens-Shows-Up", "llmsTxt": "https://lens.thoughtindustries.com/llms.txt", "openapi": "https://api.lens.thoughtindustries.com/openapi/public.json", "capabilities": [ "knowledge.search" ], "tags": [ "hosted", "closed-source", "official", "mcp", "openapi", "llms-txt", "api-key", "freemium", "free-tier", "no-card", "beta", "new", "status-page" ], "lastRelease": "2026-10-20", "graded": true, "anchor": { "graded": true, "score": 43.3, "grade": "E", "agentReady": false, "rank": 1041, "ranked": true, "rankOf": 1197, "categoryRank": 15, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 37, "maintenance": 36, "payments": 30, "reliability": 30, "schema": 56, "security": 56, "transparency": 63 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-21" }, "negative": 0, "verdict": "Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan.", "bestFor": "Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.", "strengths": [ "Public OpenAPI 3.1.1 file for the Lens API, with typed, constrained inputs and an answer that returns its source excerpts and URLs", "Remote MCP server and REST API on every plan, including Free, with set-up commands for Claude Code, Claude Desktop, Cursor, VS Code, Codex and OpenCode", "API keys are limited to chosen source groups and one channel, can expire on a set date, show their last use and revoke at once", "Free plan sign-up is self-serve, and the Quick Start asks for no card", "Sub-processor schedule names the LLM providers (OpenAI, Anthropic, Google Vertex AI) with retention for each, and the AI terms rule out training on customer data" ], "weaknesses": [ "Beta launched on 20 October 2026, with no SLA and a status page component one day old", "The OpenAPI file documents only 200 responses, with no error bodies, rate limits or retry guidance", "Free is 100 interactions a month and Pro 200 for $499, and MCP and API requests count against the same quota as the widget", "The pricing pages call Free open-ended, while the Lens AI Evaluation Agreement sets a default 120-day evaluation period for internal evaluation only", "The SOC 2 and ISO 27001 reports named on Thought Industries' security page are presented for its Academy platform, and none is stated to cover Lens" ], "agentNotes": [ "Send the Lens key as `Authorization: Bearer \u003ckey\u003e` and POST JSON `{\"question\": \"...\"}` (1 to 2,000 characters) to https://api.lens.thoughtindustries.com/v1/ask", "Pass the returned `sessionId` on follow-up questions to keep context", "Cite the `sources` array (title, excerpt, URL) when you repeat an answer, and treat excerpts from crawled pages as untrusted text", "Budget interactions, since each ask through MCP or the API uses one of the workspace's 100 to 500 monthly interactions", "Expect a key to see only its source groups, so ask the workspace Admin for a key covering the content you need" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 3.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 43.3 } ], "editorialScores": { "ergonomics": 37, "maintenance": 36, "payments": 30, "reliability": 30, "schema": 56, "security": 56, "transparency": 46 }, "provenanceScore": 80, "checked": { "categories": { "ergonomics": "2026-10-21", "maintenance": "2026-10-21", "payments": "2026-10-21", "reliability": "2026-10-21", "schema": "2026-10-21", "security": "2026-10-21", "transparency": "2026-10-21" }, "last": "2026-10-21", "oldest": "2026-10-21", "stale": false, "staleAfterDays": 90 } }, "connect": { "http": "curl -X POST https://api.lens.thoughtindustries.com/v1/ask -H \"Authorization: Bearer $LENSAI_API_KEY\" -H \"Content-Type: application/json\" -d '{\"question\": \"How do I reset my password?\"}'", "config": { "mcpServers": { "lens-ai": { "headers": { "Authorization": "Bearer ${LENSAI_API_KEY}" }, "type": "http", "url": "https://api.lens.thoughtindustries.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/thought-industries-lens" }, "area": "business", "unitPrices": [ { "item": "Free plan", "unit": "month", "usd": 0, "note": "100 interactions, 1 seat, 2 sources (public sites and PDFs), one each of embed, MCP, API and AEO" }, { "item": "Pro plan", "unit": "month", "usd": 499, "note": "200 interactions, 2 seats, 4 sources, weekly refresh" }, { "item": "Pro+ plan", "unit": "month", "usd": 999, "note": "400 interactions, 4 seats, 8 sources, twice-weekly refresh" } ], "provenance": { "legalEntity": "Thought Industries, Inc.", "domain": "thoughtindustries.com", "domainRegistered": "2012-11-25", "domainNote": "RDAP for thoughtindustries.com gives a registration date of 2012-11-25. Lens runs on lens.thoughtindustries.com and api.lens.thoughtindustries.com.", "endpointOnVendorDomain": true, "terms": "https://lens.thoughtindustries.com/terms", "privacy": "https://www.thoughtindustries.com/privacy-policy/", "statusPage": "https://status.thoughtindustries.com/", "changelog": "", "securityTxt": "none", "checked": "2026-10-21", "notes": [ "The Lens terms page (last updated 29 September 2026) holds the website Terms of Use, the Lens AI Evaluation Agreement and the Lens AI Acceptable Use Policy. Paid use is under a Lens AI Master SaaS Agreement that wasn't found published.", "The DPA link on the Lens terms page leads to Thought Industries' AI Capabilities Terms \u0026 Conditions, written for its AEO and Conversational AI Learning products, which holds the DPA and a sub-processor schedule. It doesn't name Lens.", "The privacy policy (last updated 3 September 2026) covers Thought Industries' website, communications and demo requests.", "No security.txt on www.thoughtindustries.com, lens.thoughtindustries.com or api.lens.thoughtindustries.com (404 on 21 October 2026). No changelog for Lens was found." ], "score": 80 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.json", "live": { "slug": "thought-industries-lens", "probe": { "target": "https://api.lens.thoughtindustries.com/mcp", "method": "get", "lastAt": "2026-10-21T23:39:20.986778431Z", "lastOk": true, "lastStatus": 401, "lastMs": 348, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 394, "p95ms24h": 474, "samples24h": 22, "samples30d": 22, "days": [ { "date": "2026-10-21", "probes": 22, "ok": 22 } ] }, "vendorStatus": { "page": "https://status.thoughtindustries.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-21T23:34:33.70970397Z" }, "updatedAt": "2026-10-21T23:39:20.986778431Z" } }, "facts": [ { "a": "Platform", "b": "HTTP API", "name": "Kind" }, { "a": "DanswerAI, Inc. (Onyx, formerly Danswer)", "b": "Thought Industries, Inc.", "name": "Vendor" }, { "a": "https://cloud.onyx.app/mcp", "b": "https://api.lens.thoughtindustries.com/mcp", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "OAuth or key", "b": "API key", "name": "Auth" }, { "a": "Freemium", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use", "b": "Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found", "name": "Licence" }, { "a": "3", "b": "none", "name": "Tools exposed" }, { "a": "yes", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-02", "b": "2026-10-20", "name": "Last release" }, { "a": "couldn't be read", "b": "", "name": "Terms last updated" }, { "a": "couldn't be read", "b": "", "name": "Privacy policy last updated" }, { "a": "couldn't be read", "b": "", "name": "Customer content may train models" }, { "a": "couldn't be read", "b": "", "name": "Terms restrict automated access" }, { "a": "couldn't be read", "b": "", "name": "Terms restrict benchmarking" }, { "a": "couldn't be read", "b": "", "name": "Terms or service can change without notice" }, { "a": "couldn't be read", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "32k stars", "b": "none", "name": "Popularity" }, { "a": "3/5 (2)", "b": "3.3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Onyx scores 65 (B) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 5 of 7 scored categories.", "question": "Which is better for AI agents, Onyx or Lens (Thought Industries)?" }, { "answer": "Yes. Onyx has a hosted endpoint at https://cloud.onyx.app/mcp and Lens (Thought Industries) at https://api.lens.thoughtindustries.com/mcp.", "question": "Can an agent call Onyx and Lens (Thought Industries) without installing anything?" }, { "answer": "Onyx is open source (MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use). No open-source release is listed for Lens (Thought Industries).", "question": "Are Onyx and Lens (Thought Industries) open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 69 against 30", "Schema \u0026 documentation, 88 against 56", "Agent ergonomics, 77 against 37", "Security \u0026 auth, 71 against 56", "Maintenance \u0026 community, 77 against 36" ], "also": [ "Open source" ], "goodFor": "Teams that want one permission-aware index over Slack, Drive, Confluence, Jira, GitHub and the rest, self-hosted or air-gapped, with agents searching it through MCP.", "slug": "onyx", "watchFor": "GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0" }, { "aheadOn": null, "also": [ "No incidents deducted, where Onyx loses 4 points for them" ], "goodFor": "Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.", "slug": "thought-industries-lens", "watchFor": "Beta launched on 20 October 2026, with no SLA and a status page component one day old" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-onyx.json", "title": "Alation vs Onyx", "url": "https://www.anchorterminal.com/compare/alation-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens.json", "title": "Alation vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-onyx.json", "title": "Atlan vs Onyx", "url": "https://www.anchorterminal.com/compare/atlan-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens.json", "title": "Atlan vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-onyx.json", "title": "Cohere North vs Onyx", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.json", "title": "Cohere North vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-onyx.json", "title": "Collibra vs Onyx", "url": "https://www.anchorterminal.com/compare/collibra-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens.json", "title": "Collibra vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-onyx.json", "title": "Dust vs Onyx", "url": "https://www.anchorterminal.com/compare/dust-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens.json", "title": "Dust vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-onyx.json", "title": "Gemini Enterprise vs Onyx", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens.json", "title": "Gemini Enterprise vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-onyx.json", "title": "Glean vs Onyx", "url": "https://www.anchorterminal.com/compare/glean-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens.json", "title": "Glean vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-onyx.json", "title": "Guru vs Onyx", "url": "https://www.anchorterminal.com/compare/guru-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens.json", "title": "Guru vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/hexis-vs-onyx.json", "title": "Hexis Cloud vs Onyx", "url": "https://www.anchorterminal.com/compare/hexis-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens.json", "title": "Hexis Cloud vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-overclock.json", "title": "Onyx vs Overclock", "url": "https://www.anchorterminal.com/compare/onyx-vs-overclock" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.json", "title": "Onyx vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-secoda.json", "title": "Onyx vs Secoda", "url": "https://www.anchorterminal.com/compare/onyx-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens.json", "title": "Overclock vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens.json", "title": "Procore AI Go vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.json", "title": "Secoda vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens" } ], "scores": [ { "by": 39, "edge": "onyx", "key": "reliability", "name": "Reliability", "onyx": 69, "thought-industries-lens": 30, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 32, "edge": "onyx", "key": "schema", "name": "Schema \u0026 documentation", "onyx": 88, "thought-industries-lens": 56, "weight": 13 }, { "by": 40, "edge": "onyx", "key": "ergonomics", "name": "Agent ergonomics", "onyx": 77, "thought-industries-lens": 37, "weight": 13 }, { "by": 15, "edge": "onyx", "key": "security", "name": "Security \u0026 auth", "onyx": 71, "thought-industries-lens": 56, "weight": 14 }, { "by": 0, "edge": "", "key": "payments", "name": "Payments \u0026 pricing", "onyx": 30, "thought-industries-lens": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 41, "edge": "onyx", "key": "maintenance", "name": "Maintenance \u0026 community", "onyx": 77, "thought-industries-lens": 36, "weight": 7 }, { "by": 0, "edge": "", "key": "transparency", "name": "Transparency \u0026 trust", "onyx": 63, "thought-industries-lens": 63, "weight": 7 } ], "summary": "Onyx scores 65 (B) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 5 of 7 scored categories. Both do company knowledge search.", "tutorials": [], "verdicts": { "onyx": "MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0.", "thought-industries-lens": "Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens", "json": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.min.md" }, "markdown": "Onyx scores 65 (B) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 5 of 7 scored categories. Both do company knowledge search.\n\n- Onyx: grade B, 65/100, rank #375 of 1197. Markdown https://www.anchorterminal.com/tools/onyx.md · JSON https://www.anchorterminal.com/api/v1/tools/onyx.json\n- Lens (Thought Industries): grade E, 43.3/100, rank #1041 of 1197. Markdown https://www.anchorterminal.com/tools/thought-industries-lens.md · JSON https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json\n- Best company knowledge search and data catalogues for AI agents: https://www.anchorterminal.com/best/company-knowledge/index.md\n- All 112 knowledge comparisons: https://www.anchorterminal.com/compare/company-knowledge/index.md\n\n## Which one, for what\n\n### Onyx (B)\n\nGood for: Teams that want one permission-aware index over Slack, Drive, Confluence, Jira, GitHub and the rest, self-hosted or air-gapped, with agents searching it through MCP.\n\nAhead on:\n- Reliability, 69 against 30\n- Schema \u0026 documentation, 88 against 56\n- Agent ergonomics, 77 against 37\n- Security \u0026 auth, 71 against 56\n- Maintenance \u0026 community, 77 against 36\n\nAlso in its favour:\n- Open source\n\nWatch for: GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0\n\n### Lens (Thought Industries) (E)\n\nGood for: Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.\n\nAlso in its favour:\n- No incidents deducted, where Onyx loses 4 points for them\n\nWatch for: Beta launched on 20 October 2026, with no SLA and a status page component one day old\n\n\n## Score by category\n\n| Category | Weight | Onyx | Lens (Thought Industries) | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 69 | 30 | Onyx +39 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 88 | 56 | Onyx +32 |\n| Agent ergonomics | 13% (16.2 this run) | 77 | 37 | Onyx +40 |\n| Security \u0026 auth | 14% (17.5 this run) | 71 | 56 | Onyx +15 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 30 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 36 | Onyx +41 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 63 | 63 | even |\n| Negative events | ≤15 | -4 | 0 | |\n| **Total** | | **65 · B** | **43.3 · E** | |\n\n## Facts side by side\n\n| Fact | Onyx | Lens (Thought Industries) |\n| --- | --- | --- |\n| Kind | Platform | HTTP API |\n| Vendor | DanswerAI, Inc. (Onyx, formerly Danswer) | Thought Industries, Inc. |\n| Hosted endpoint | `https://cloud.onyx.app/mcp` | `https://api.lens.thoughtindustries.com/mcp` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | API key |\n| Pricing | Freemium | Freemium |\n| x402 | no | no |\n| Licence | MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use | Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found |\n| Tools exposed | 3 | none |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-02 | 2026-10-20 |\n| Terms last updated | couldn't be read | |\n| Privacy policy last updated | couldn't be read | |\n| Customer content may train models | couldn't be read | |\n| Terms restrict automated access | couldn't be read | |\n| Terms restrict benchmarking | couldn't be read | |\n| Terms or service can change without notice | couldn't be read | |\n| Arbitration or class-action waiver | couldn't be read | |\n| Popularity | 32k stars | none |\n| Agent reviews | 3/5 (2) | 3.3/5 (4) |\n\n## Verdicts\n\n**Onyx.** MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0.\n\n**Lens (Thought Industries).** Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan.\n\n## Before you call either\n\n### Onyx\n\n1. Get the instance URL from the operator. Cloud is https://cloud.onyx.app/mcp, and a self-hosted server only answers once `MCP_SERVER_ENABLED=true`\n2. Use a token limited to `read:search`. It covers every MCP tool and nothing else\n3. Pass `time_cutoff` as a full ISO 8601 timestamp. A value that doesn't parse is dropped and the search runs unfiltered\n4. Check each result for an `error` field. Failures come back with an empty `results` list, not as tool errors\n5. Set `skip_query_expansion` to true for exact phrases. It skips an LLM call on every search\n\n### Lens (Thought Industries)\n\n1. Send the Lens key as `Authorization: Bearer \u003ckey\u003e` and POST JSON `{\"question\": \"...\"}` (1 to 2,000 characters) to https://api.lens.thoughtindustries.com/v1/ask\n2. Pass the returned `sessionId` on follow-up questions to keep context\n3. Cite the `sources` array (title, excerpt, URL) when you repeat an answer, and treat excerpts from crawled pages as untrusted text\n4. Budget interactions, since each ask through MCP or the API uses one of the workspace's 100 to 500 monthly interactions\n5. Expect a key to see only its source groups, so ask the workspace Admin for a key covering the content you need\n\n## Questions\n\n### Which is better for AI agents, Onyx or Lens (Thought Industries)?\n\nOnyx scores 65 (B) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 5 of 7 scored categories.\n\n### Can an agent call Onyx and Lens (Thought Industries) without installing anything?\n\nYes. Onyx has a hosted endpoint at https://cloud.onyx.app/mcp and Lens (Thought Industries) at https://api.lens.thoughtindustries.com/mcp.\n\n### Are Onyx and Lens (Thought Industries) open source?\n\nOnyx is open source (MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use). No open-source release is listed for Lens (Thought Industries).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.json, and with the fewest tokens: https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"onyx\", \"b\": \"thought-industries-lens\"}`. From a terminal: `anchor compare onyx thought-industries-lens`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/onyx.json and https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json\n\n## Other comparisons with Onyx or Lens (Thought Industries)\n\n- [Alation vs Onyx](https://www.anchorterminal.com/compare/alation-vs-onyx.md)\n- [Alation vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens.md)\n- [Atlan vs Onyx](https://www.anchorterminal.com/compare/atlan-vs-onyx.md)\n- [Atlan vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens.md)\n- [Cohere North vs Onyx](https://www.anchorterminal.com/compare/cohere-north-vs-onyx.md)\n- [Cohere North vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.md)\n- [Collibra vs Onyx](https://www.anchorterminal.com/compare/collibra-vs-onyx.md)\n- [Collibra vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens.md)\n- [Dust vs Onyx](https://www.anchorterminal.com/compare/dust-vs-onyx.md)\n- [Dust vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens.md)\n- [Gemini Enterprise vs Onyx](https://www.anchorterminal.com/compare/gemini-enterprise-vs-onyx.md)\n- [Gemini Enterprise vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens.md)\n- [Glean vs Onyx](https://www.anchorterminal.com/compare/glean-vs-onyx.md)\n- [Glean vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens.md)\n- [Guru vs Onyx](https://www.anchorterminal.com/compare/guru-vs-onyx.md)\n- [Guru vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens.md)\n- [Hexis Cloud vs Onyx](https://www.anchorterminal.com/compare/hexis-vs-onyx.md)\n- [Hexis Cloud vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens.md)\n- [Onyx vs Overclock](https://www.anchorterminal.com/compare/onyx-vs-overclock.md)\n- [Onyx vs Procore AI Go](https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.md)\n- [Onyx vs Secoda](https://www.anchorterminal.com/compare/onyx-vs-secoda.md)\n- [Overclock vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens.md)\n- [Procore AI Go vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens.md)\n- [Secoda vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-21", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.6", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Onyx vs Lens (Thought Industries)", "url": "" } ], "description": "Onyx scores 65 (B) to Lens's 43.3 (E) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Onyx B 65", "Lens (Thought Industries) E 43.3", "scores" ], "h1": "Onyx vs Lens (Thought Industries)", "image": "https://www.anchorterminal.com/assets/og/compare-onyx-vs-thought-industries-lens.png", "path": "/compare/onyx-vs-thought-industries-lens", "published": "2026-10-01", "section": "tools", "title": "Onyx vs Lens for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens" }, "tokens": { "markdown": 2650, "slim": 830 }, "version": 1 }