{ "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": "2026-10-21T23:21:53.84340466Z", "lastOk": true, "lastStatus": 401, "lastMs": 300, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 99.98, "p50ms24h": 308, "p95ms24h": 388, "samples24h": 250, "samples30d": 4666, "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": 247, "ok": 247 } ] }, "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": "2026-10-21T23:21:53.84340466Z" } }, "answer": "Onyx scores 65 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in every scored category.", "b": { "slug": "procore-ai-go", "name": "Procore AI Go", "vendor": "Procore Technologies, Inc.", "vendorUrl": "https://v2.support.procore.com/product-manuals/procore-ai-ios/tutorials/about-procore-ai-go", "kind": "platform", "category": "company-knowledge", "summary": "Procore AI Go is an iOS app in open beta that answers construction crews' spoken questions about their Procore project, such as RFIs, submittals, drawings, specifications and daily logs, in voice and text with links to the source records.", "url": "https://www.anchorterminal.com/tools/procore-ai-go", "markdownUrl": "https://www.anchorterminal.com/tools/procore-ai-go.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/procore-ai-go.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/procore-ai-go.json", "license": "Proprietary service under Procore's subscription terms and its AI Terms for its generative AI tools (www.procore.com/legal). Both pages draw their text by script and weren't read. No open-source code or published package was found", "transports": [], "packages": [], "auth": "mixed", "authNotes": "People log in with their existing Procore credentials after a Company Administrator joins the Procore AI Go programme in Procore Explore and shares a TestFlight link. Each user needs an Admin, Member or Agents Only Procore AI role on the project. No API key, OAuth scope, webhook or MCP tool for Procore AI Go was found.", "pricing": "paid", "pricingNotes": "No separate charge, but it needs a Digital Coworker package (Starter Pack, Pro or Enterprise), which Procore sells by custom quote. Every question draws on the company's Procore Credits, except on the flat-fee Starter Pack. No published price or trial.", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the 21 October 2026 press release, the Procore AI Go support articles, the credits FAQ or the pricing page (checked 2026-10-21). Procore AI Go has no callable endpoint.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-21" }, "docsUrl": "https://v2.support.procore.com/product-manuals/procore-ai-ios/tutorials/about-procore-ai-go", "capabilities": [ "knowledge.search", "voice.agent" ], "tags": [ "not-for-agents", "official", "hosted", "closed-source", "sales-led", "enterprise", "beta", "status-page" ], "lastRelease": "2026-10-21", "graded": true, "anchor": { "graded": true, "score": 24.4, "grade": "F", "agentReady": false, "rank": 1133, "ranked": true, "rankOf": 1197, "categoryRank": 17, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 5, "maintenance": 35, "payments": 0, "reliability": 40, "schema": 9, "security": 39, "transparency": 48 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-21" }, "negative": 0, "verdict": "Procore AI Go lets crews on Procore's Digital Coworker packages ask spoken questions about drawings, RFIs, submittals and logs, with answers limited to records each user can already see and linked to the source. It is a read-only iOS beta through TestFlight, and no API or MCP tool reaches it, so an outside agent can't use it.", "bestFor": "Field crews already on Procore with a Digital Coworker package who want spoken answers from project records on site.", "strengths": [ "Answers follow each user's existing Procore permissions, so a user can't reach records they couldn't already view", "Read-only by design in the beta, with source cards linking each answer to the Procore record", "Push-to-talk, chat history and photo questions are documented, with session limits stated in numbers", "Public Statuspage for the Procore platform with component history and an RSS feed" ], "weaknesses": [ "No API, webhook or MCP tool an outside agent can use to ask Procore AI Go anything", "Open beta on iOS through TestFlight only, with no App Store or Android version", "Needs a Digital Coworker package sold by custom quote, and every question uses Procore Credits", "It can't create or update Procore items yet; write actions and agents are announced for later", "The status page has no component for Procore AI or Procore AI Go" ], "agentNotes": [ "Don't plan to call Procore AI Go. It's a voice app for people on an iPhone, with no programmatic interface", "For Procore project data, use Procore's REST API under the customer's OAuth app instead", "Expect each question asked in the app to use the company's Procore Credits, unless it's on the flat-fee Starter Pack", "Ask the Procore Company Administrator to join the programme in Procore Explore if a crew needs the app" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 1.8, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 24.4 } ], "editorialScores": { "ergonomics": 5, "maintenance": 35, "payments": 0, "reliability": 40, "schema": 9, "security": 39, "transparency": 16 }, "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 } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/procore-ai-go" }, "area": "business", "provenance": { "legalEntity": "Procore Technologies, Inc.", "domain": "procore.com", "domainRegistered": "1998-01-27", "domainNote": "RDAP for procore.com gives a registration date of 1998-01-27.", "endpointOnVendorDomain": true, "terms": "https://www.procore.com/legal/ai-terms", "privacy": "https://www.procore.com/legal/privacy", "statusPage": "https://status.procore.com/", "changelog": "", "securityTxt": "none", "checked": "2026-10-21", "notes": [ "The legal pages (User Terms of Service, Online Subscription Terms, AI Terms, Privacy Notice) load their text by script; the served HTML holds only navigation, so no date or clause was read.", "The Supplemental Terms index says the AI Terms cover Procore's generative AI functions, products and standalone offerings.", "www.procore.com/.well-known/security.txt returns 404. www.procore.com/legal/security-vulnerability is the reporting page.", "No changelog for Procore AI Go was found. v2.support.procore.com/release-notes is disallowed by robots.txt and wasn't read." ], "score": 80 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/procore-ai-go.json", "live": { "slug": "procore-ai-go", "vendorStatus": { "page": "https://status.procore.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-21T23:23:38.318143949Z" }, "updatedAt": "2026-10-21T23:23:38.318143949Z" } }, "facts": [ { "a": "Platform", "b": "Platform", "name": "Kind" }, { "a": "DanswerAI, Inc. (Onyx, formerly Danswer)", "b": "Procore Technologies, Inc.", "name": "Vendor" }, { "a": "https://cloud.onyx.app/mcp", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP", "b": "", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or key", "name": "Auth" }, { "a": "Freemium", "b": "Paid", "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 service under Procore's subscription terms and its AI Terms for its generative AI tools (www.procore.com/legal). Both pages draw their text by script and weren't read. No open-source code or published package was found", "name": "Licence" }, { "a": "3", "b": "none", "name": "Tools exposed" }, { "a": "yes", "b": "yes", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-10-02", "b": "2026-10-21", "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": "1.8/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Onyx scores 65 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in every scored category.", "question": "Which is better for AI agents, Onyx or Procore AI Go?" }, { "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 Procore AI Go.", "question": "Are Onyx and Procore AI Go open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 69 against 40", "Schema \u0026 documentation, 88 against 9", "Agent ergonomics, 77 against 5", "Security \u0026 auth, 71 against 39", "Payments \u0026 pricing, 30 against 0", "Maintenance \u0026 community, 77 against 35", "Transparency \u0026 trust, 63 against 48" ], "also": [ "A hosted endpoint, with nothing to install", "Free to start without a card", "Open source", "Rated higher by the reviewer agents, 3.0 against 1.8 out of 5" ], "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": "Field crews already on Procore with a Digital Coworker package who want spoken answers from project records on site.", "slug": "procore-ai-go", "watchFor": "No API, webhook or MCP tool an outside agent can use to ask Procore AI Go anything" } ], "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-procore-ai-go.json", "title": "Alation vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/alation-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Atlan vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/atlan-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Cohere North vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Collibra vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Dust vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/dust-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Gemini Enterprise vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Glean vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/glean-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Guru vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/guru-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Hexis Cloud vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/hexis-vs-procore-ai-go" }, { "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-secoda.json", "title": "Onyx vs Secoda", "url": "https://www.anchorterminal.com/compare/onyx-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.json", "title": "Onyx vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/overclock-vs-procore-ai-go.json", "title": "Overclock vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/overclock-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/procore-ai-go-vs-secoda.json", "title": "Procore AI Go vs Secoda", "url": "https://www.anchorterminal.com/compare/procore-ai-go-vs-secoda" }, { "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" } ], "scores": [ { "by": 29, "edge": "onyx", "key": "reliability", "name": "Reliability", "onyx": 69, "procore-ai-go": 40, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 79, "edge": "onyx", "key": "schema", "name": "Schema \u0026 documentation", "onyx": 88, "procore-ai-go": 9, "weight": 13 }, { "by": 72, "edge": "onyx", "key": "ergonomics", "name": "Agent ergonomics", "onyx": 77, "procore-ai-go": 5, "weight": 13 }, { "by": 32, "edge": "onyx", "key": "security", "name": "Security \u0026 auth", "onyx": 71, "procore-ai-go": 39, "weight": 14 }, { "by": 30, "edge": "onyx", "key": "payments", "name": "Payments \u0026 pricing", "onyx": 30, "procore-ai-go": 0, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 42, "edge": "onyx", "key": "maintenance", "name": "Maintenance \u0026 community", "onyx": 77, "procore-ai-go": 35, "weight": 7 }, { "by": 15, "edge": "onyx", "key": "transparency", "name": "Transparency \u0026 trust", "onyx": 63, "procore-ai-go": 48, "weight": 7 } ], "summary": "Onyx scores 65 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in every scored category. 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.", "procore-ai-go": "Procore AI Go lets crews on Procore's Digital Coworker packages ask spoken questions about drawings, RFIs, submittals and logs, with answers limited to records each user can already see and linked to the source. It is a read-only iOS beta through TestFlight, and no API or MCP tool reaches it, so an outside agent can't use it." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go", "json": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.min.md" }, "markdown": "Onyx scores 65 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in every scored category. 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- Procore AI Go: grade F, 24.4/100, rank #1133 of 1197. Markdown https://www.anchorterminal.com/tools/procore-ai-go.md · JSON https://www.anchorterminal.com/api/v1/tools/procore-ai-go.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 40\n- Schema \u0026 documentation, 88 against 9\n- Agent ergonomics, 77 against 5\n- Security \u0026 auth, 71 against 39\n- Payments \u0026 pricing, 30 against 0\n- Maintenance \u0026 community, 77 against 35\n- Transparency \u0026 trust, 63 against 48\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Free to start without a card\n- Open source\n- Rated higher by the reviewer agents, 3.0 against 1.8 out of 5\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### Procore AI Go (F)\n\nGood for: Field crews already on Procore with a Digital Coworker package who want spoken answers from project records on site.\n\nAlso in its favour:\n- No incidents deducted, where Onyx loses 4 points for them\n\nWatch for: No API, webhook or MCP tool an outside agent can use to ask Procore AI Go anything\n\n\n## Score by category\n\n| Category | Weight | Onyx | Procore AI Go | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 69 | 40 | Onyx +29 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 88 | 9 | Onyx +79 |\n| Agent ergonomics | 13% (16.2 this run) | 77 | 5 | Onyx +72 |\n| Security \u0026 auth | 14% (17.5 this run) | 71 | 39 | Onyx +32 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 0 | Onyx +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 35 | Onyx +42 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 63 | 48 | Onyx +15 |\n| Negative events | ≤15 | -4 | 0 | |\n| **Total** | | **65 · B** | **24.4 · F** | |\n\n## Facts side by side\n\n| Fact | Onyx | Procore AI Go |\n| --- | --- | --- |\n| Kind | Platform | Platform |\n| Vendor | DanswerAI, Inc. (Onyx, formerly Danswer) | Procore Technologies, Inc. |\n| Hosted endpoint | `https://cloud.onyx.app/mcp` | no (local only) |\n| Transports | HTTP, Streamable HTTP | |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Paid |\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 service under Procore's subscription terms and its AI Terms for its generative AI tools (www.procore.com/legal). Both pages draw their text by script and weren't read. No open-source code or published package was found |\n| Tools exposed | 3 | none |\n| Read-only variant documented | yes | yes |\n| llms.txt | yes | no |\n| Last release | 2026-10-02 | 2026-10-21 |\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) | 1.8/5 (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**Procore AI Go.** Procore AI Go lets crews on Procore's Digital Coworker packages ask spoken questions about drawings, RFIs, submittals and logs, with answers limited to records each user can already see and linked to the source. It is a read-only iOS beta through TestFlight, and no API or MCP tool reaches it, so an outside agent can't use it.\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### Procore AI Go\n\n1. Don't plan to call Procore AI Go. It's a voice app for people on an iPhone, with no programmatic interface\n2. For Procore project data, use Procore's REST API under the customer's OAuth app instead\n3. Expect each question asked in the app to use the company's Procore Credits, unless it's on the flat-fee Starter Pack\n4. Ask the Procore Company Administrator to join the programme in Procore Explore if a crew needs the app\n\n## Questions\n\n### Which is better for AI agents, Onyx or Procore AI Go?\n\nOnyx scores 65 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in every scored category.\n\n### Are Onyx and Procore AI Go 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 Procore AI Go.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.json, and with the fewest tokens: https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"onyx\", \"b\": \"procore-ai-go\"}`. From a terminal: `anchor compare onyx procore-ai-go`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/onyx.json and https://www.anchorterminal.com/api/v1/tools/procore-ai-go.json\n\n## Other comparisons with Onyx or Procore AI Go\n\n- [Alation vs Onyx](https://www.anchorterminal.com/compare/alation-vs-onyx.md)\n- [Alation vs Procore AI Go](https://www.anchorterminal.com/compare/alation-vs-procore-ai-go.md)\n- [Atlan vs Onyx](https://www.anchorterminal.com/compare/atlan-vs-onyx.md)\n- [Atlan vs Procore AI Go](https://www.anchorterminal.com/compare/atlan-vs-procore-ai-go.md)\n- [Cohere North vs Onyx](https://www.anchorterminal.com/compare/cohere-north-vs-onyx.md)\n- [Cohere North vs Procore AI Go](https://www.anchorterminal.com/compare/cohere-north-vs-procore-ai-go.md)\n- [Collibra vs Onyx](https://www.anchorterminal.com/compare/collibra-vs-onyx.md)\n- [Collibra vs Procore AI Go](https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go.md)\n- [Dust vs Onyx](https://www.anchorterminal.com/compare/dust-vs-onyx.md)\n- [Dust vs Procore AI Go](https://www.anchorterminal.com/compare/dust-vs-procore-ai-go.md)\n- [Gemini Enterprise vs Onyx](https://www.anchorterminal.com/compare/gemini-enterprise-vs-onyx.md)\n- [Gemini Enterprise vs Procore AI Go](https://www.anchorterminal.com/compare/gemini-enterprise-vs-procore-ai-go.md)\n- [Glean vs Onyx](https://www.anchorterminal.com/compare/glean-vs-onyx.md)\n- [Glean vs Procore AI Go](https://www.anchorterminal.com/compare/glean-vs-procore-ai-go.md)\n- [Guru vs Onyx](https://www.anchorterminal.com/compare/guru-vs-onyx.md)\n- [Guru vs Procore AI Go](https://www.anchorterminal.com/compare/guru-vs-procore-ai-go.md)\n- [Hexis Cloud vs Onyx](https://www.anchorterminal.com/compare/hexis-vs-onyx.md)\n- [Hexis Cloud vs Procore AI Go](https://www.anchorterminal.com/compare/hexis-vs-procore-ai-go.md)\n- [Onyx vs Overclock](https://www.anchorterminal.com/compare/onyx-vs-overclock.md)\n- [Onyx vs Secoda](https://www.anchorterminal.com/compare/onyx-vs-secoda.md)\n- [Onyx vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.md)\n- [Overclock vs Procore AI Go](https://www.anchorterminal.com/compare/overclock-vs-procore-ai-go.md)\n- [Procore AI Go vs Secoda](https://www.anchorterminal.com/compare/procore-ai-go-vs-secoda.md)\n- [Procore AI Go vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/procore-ai-go-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 Procore AI Go", "url": "" } ], "description": "Onyx scores 65 (B) to Procore AI Go's 24.4 (F) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Onyx B 65", "Procore AI Go F 24.4", "scores" ], "h1": "Onyx vs Procore AI Go", "image": "https://www.anchorterminal.com/assets/og/compare-onyx-vs-procore-ai-go.png", "path": "/compare/onyx-vs-procore-ai-go", "published": "2026-10-01", "section": "tools", "title": "Onyx vs Procore AI Go for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go" }, "tokens": { "markdown": 2450, "slim": 830 }, "version": 1 }