{
  "data": {
    "a": {
      "slug": "kognitos",
      "name": "Kognitos",
      "vendor": "Kognitos, Inc.",
      "vendorUrl": "https://www.kognitos.com/",
      "kind": "http-api",
      "category": "workflow-automation",
      "summary": "Kognitos is a hosted platform that runs finance and banking procedures written in plain English, through an app, a REST API and a hosted MCP server. AI Employees and Context Graphs entered customer preview on 21 October 2026.",
      "url": "https://www.anchorterminal.com/tools/kognitos",
      "markdownUrl": "https://www.anchorterminal.com/tools/kognitos.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/kognitos.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/kognitos.json",
      "repo": "https://github.com/kognitos/openapi",
      "license": "Proprietary service under Kognitos's Terms of Service (published 19 November 2025, California law, courts in Santa Clara). The OpenAPI file, the Node.js SDK and the coding-agent plugin repositories are MIT",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://app.us-1.kognitos.com/api/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "@kognitos/node"
        }
      ],
      "auth": "mixed",
      "authNotes": "REST API calls take a Personal Access Token as a bearer token. A token is created in the app, scoped to chosen workspaces with All, Read only or Restricted permissions, expires after 7 days to 1 year, and can be edited or deleted, with up to 10 per organisation. The hosted MCP server at https://mcp.us-1.kognitos.com/ accepts OAuth 2.1 sign-in (scopes `mcp:access` and `offline_access`, callback port 3777) or the same token in the Authorization header. No credential for Context Graphs over REST or MCP is documented.",
      "pricing": "freemium",
      "pricingNotes": "Contact sales for paid use. The FAQ says pricing is consumption-based, by transactions and agent complexity, with quotes from sales, and that a free workspace at app.us-1.kognitos.com lets anyone sign up, build and run automations. No card step appears in the onboarding guide. No price list was found, and kognitos.com/pricing returns 404. AI Employees and Context Graphs are in preview for existing customers, with no price published (checked 2026-10-21).",
      "priceSummary": "Freemium",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs index, the OpenAPI file, the MCP docs, the FAQ or the terms (checked 2026-10-21).",
        "endpoints": []
      },
      "toolCount": 19,
      "popularity": {
        "githubStars": 0,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-21"
      },
      "docsUrl": "https://docs.kognitos.com/guides/api-reference/api-reference",
      "llmsTxt": "https://docs.kognitos.com/llms.txt",
      "openapi": "https://raw.githubusercontent.com/kognitos/openapi/main/latest/openapi.yaml",
      "capabilities": [
        "automation.workflows",
        "automation.apps",
        "docs.extract",
        "agent.tools"
      ],
      "tags": [
        "official",
        "hosted",
        "closed-source",
        "freemium",
        "free-tier",
        "no-card",
        "sales-led",
        "mcp",
        "oauth",
        "openapi",
        "llms-txt",
        "typescript",
        "audit-log",
        "soc2",
        "enterprise",
        "preview-parts"
      ],
      "lastRelease": "2026-10-21",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 57,
        "grade": "C",
        "agentReady": false,
        "rank": 708,
        "ranked": true,
        "rankOf": 1197,
        "categoryRank": 13,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 53,
          "maintenance": 45,
          "payments": 20,
          "reliability": 58,
          "schema": 71,
          "security": 74,
          "transparency": 67
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-21"
        },
        "negative": 0,
        "verdict": "Kognitos has a self-serve free workspace, a public OpenAPI file and a hosted MCP server with OAuth 2.1 and scoped, expiring tokens. The 21 October AI Employees and Context Graphs are in preview for existing customers only, and their REST and MCP access isn't documented, so an outside agent can reach the automation platform but not the new parts.",
        "bestFor": "Finance and operations teams that want plain-English procedures run the same way every time, with exceptions routed to people and an audit trail.",
        "strengths": [
          "Free workspace by email or Google or Microsoft sign-in, with no card step in the onboarding guide",
          "Hosted MCP server with OAuth 2.1 sign-in and 19 tools for automations, runs, schedules, exceptions and files",
          "Tokens scoped to chosen workspaces with All, Read only or Restricted permissions, and expiry from 7 days to 1 year",
          "Org-wide audit log that can't be edited, names the token as actor for API actions and exports to CSV",
          "Public OpenAPI 3.0 file (MIT) with 102 operations, and every docs page served as Markdown with llms.txt"
        ],
        "weaknesses": [
          "AI Employees and Context Graphs are a preview for existing customers, with no public docs for their REST or MCP access",
          "No price list. Paid use is quoted by sales on consumption",
          "No numeric rate limit and no retry guidance found. 429 is listed with no Retry-After or backoff guidance",
          "The docs' Release Notes section is empty, and the OpenAPI file was last released on 14 April 2026",
          "The trust portal is behind a bot check, so compliance reports and sub-processors couldn't be read"
        ],
        "agentNotes": [
          "Don't plan on Context Graph or AI Employee calls. Neither the MCP tool list nor the OpenAPI file has them, and both are customer preview only",
          "Call `GET /me/organizations` and then list workspaces first, since nearly every path needs `organization_id` and `workspace_id`",
          "Invoke with `stage: AUTOMATION_STAGE_PUBLISHED` for production and `AUTOMATION_STAGE_DRAFT` to test, then poll the run until it leaves `pending` or `running`",
          "Treat a `waiting` run as a question for a person. Answer it through the exception tools or ask the owner, rather than retrying",
          "Use OAuth with callback port 3777 for the MCP server. Another port can fail with a callback URL mismatch"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 57
          }
        ],
        "editorialScores": {
          "ergonomics": 53,
          "maintenance": 45,
          "payments": 20,
          "reliability": 58,
          "schema": 71,
          "security": 74,
          "transparency": 47
        },
        "provenanceScore": 86,
        "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 -H \"Authorization: Bearer $KOGNITOS_API_KEY\" \"https://app.us-1.kognitos.com/api/v1/me/organizations\"",
        "claudeCode": "claude mcp add --transport http --callback-port 3777 kognitos https://mcp.us-1.kognitos.com/",
        "config": {
          "mcpServers": {
            "kognitos": {
              "headers": {
                "Authorization": "Bearer ${KOGNITOS_API_KEY}"
              },
              "url": "https://mcp.us-1.kognitos.com/"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/kognitos"
      },
      "area": "business",
      "provenance": {
        "legalEntity": "Kognitos, Inc.",
        "domain": "kognitos.com",
        "domainRegistered": "2020-05-19",
        "domainNote": "RDAP for kognitos.com gives a registration date of 2020-05-19.",
        "endpointOnVendorDomain": true,
        "terms": "https://www.kognitos.com/terms/",
        "privacy": "https://www.kognitos.com/privacy/",
        "statusPage": "https://status.kognitos.com/",
        "changelog": "https://github.com/kognitos/openapi/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-10-21",
        "notes": [
          "The Terms of Service (Published Date 19 November 2025) govern the service under service orders or by use, under California law with courts in Santa Clara. Liability is capped at fees paid or payable in the 12 months before a claim. No arbitration clause or limit on automated access was found.",
          "The privacy notice (Last Updated 11 May 2026) covers the websites and other Kognitos services that link to it, and names privacy@kognitos.com.",
          "kognitos.com/terms-of-service/ redirects to /terms/ and /privacy-policy/ to /privacy/.",
          "https://www.kognitos.com/.well-known/security.txt returns 404. trust.kognitos.com answers with a Cloudflare challenge.",
          "No product changelog was found. The docs' Release Notes section is empty, so the changelog link is the OpenAPI repository's semantic-release log.",
          "robots.txt on www.kognitos.com disallows /apis/ for all crawlers, and that path wasn't fetched."
        ],
        "score": 86
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/kognitos.json",
      "live": {
        "slug": "kognitos",
        "probe": {
          "target": "https://app.us-1.kognitos.com/api/v1",
          "method": "get",
          "lastAt": "2026-10-21T23:21:48.485364661Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 303,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 303,
          "p95ms24h": 387,
          "samples24h": 19,
          "samples30d": 19,
          "days": [
            {
              "date": "2026-10-21",
              "probes": 19,
              "ok": 19
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.kognitos.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-21T23:23:16.345647364Z"
        },
        "updatedAt": "2026-10-21T23:23:16.345647364Z"
      }
    },
    "answer": "Kognitos scores 57 (C) on agent readiness against Tray.ai API + MCP's 55.5 (C), and leads in 3 of 7 scored categories. Tray.ai API + MCP leads on reliability, schema \u0026 documentation and maintenance \u0026 community.",
    "b": {
      "slug": "tray",
      "name": "Tray.ai API + MCP",
      "vendor": "Tray.ai",
      "vendorUrl": "https://tray.ai",
      "kind": "http-api",
      "category": "workflow-automation",
      "summary": "Low-code integration platform with an embedded product for SaaS vendors.",
      "url": "https://www.anchorterminal.com/tools/tray",
      "markdownUrl": "https://www.anchorterminal.com/tools/tray.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/tray.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/tray.json",
      "license": "proprietary",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.tray.io/core/v1",
      "packages": [],
      "auth": "mixed",
      "authNotes": "REST and GraphQL endpoints take a bearer token, either the org master token (you act) or an end user's user token (you act as them). Tray Headless MCP uses a one-time OAuth2 sign-in bound to one workspace, and the docs say not to send a static Authorization header. Agent Gateway MCP servers take OAuth2 or an API token, and API token users can't use per-user credentials.",
      "pricing": "paid",
      "pricingNotes": "Pro, Team and Enterprise plans, all quoted by sales and billed on tasks that cover integration, automation, MCP and agent use. Every plan lists full API access and Tray Headless, and Agent Gateway is an add-on. A free trial exists with no stated length. No prices are published (https://tray.ai/pricing/).",
      "priceSummary": "Paid",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 support in Tray docs or pricing (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://tray.ai/documentation/developer/getting-started/introduction",
      "llmsTxt": "https://tray.ai/documentation/llms.txt",
      "openapi": "https://tray.ai/documentation/files/openapi/trayapi.yaml",
      "capabilities": [
        "automation.workflows",
        "automation.apps",
        "automation.embedded",
        "automation.code",
        "automation.webhooks",
        "automation.auth",
        "agent.tools"
      ],
      "tags": [
        "hosted",
        "mcp",
        "llms-txt",
        "openapi",
        "enterprise",
        "closed-source",
        "webhooks"
      ],
      "lastRelease": "2026-09-09",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 55.5,
        "grade": "C",
        "agentReady": false,
        "rank": 750,
        "ranked": true,
        "rankOf": 1197,
        "categoryRank": 15,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 33,
          "maintenance": 60,
          "payments": 0,
          "reliability": 72,
          "schema": 80,
          "security": 66,
          "transparency": 68
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Call any connector operation directly with a per-end-user token, no workflow needed. No published prices and no self-serve plan.",
        "bestFor": "SaaS vendors embedding integrations for their customers, with an agent that acts per end user.",
        "strengths": [
          "Call any connector operation directly with a per-end-user token, no workflow needed",
          "Published API limits, 30 requests a second with bursts to 50",
          "Every action logged and streamable, with settable retention and log masking",
          "Four minor incidents in 90 days, none on the core APIs",
          "US, EU and APAC regions, SOC 2 Type 2 and a pentest dated 23 September 2026"
        ],
        "weaknesses": [
          "No published prices and no self-serve plan",
          "Upstream 429s are wrapped in a 200, which hides throttling from naive retry logic",
          "Headless MCP can delete projects, workflows and auths with no server-side confirmation",
          "No official SDK and no tool annotations",
          "API lives on api.tray.io while the brand, docs and legal pages are on tray.ai"
        ],
        "agentNotes": [
          "Use a user token when acting for a customer and the master token only for admin work",
          "Parse the body of call-connector responses for upstream status codes before treating a 200 as success",
          "Point Headless MCP at the workspace's region, api.eu1.tray.io or api.ap1.tray.io outside the US",
          "Pick the workspace at OAuth sign-in. Headless MCP binds it to the session and takes no workspace ID",
          "Ask before any Headless MCP delete. The server won't"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 55.5
          }
        ],
        "editorialScores": {
          "ergonomics": 33,
          "maintenance": 60,
          "payments": 0,
          "reliability": 72,
          "schema": 80,
          "security": 66,
          "transparency": 67
        },
        "provenanceScore": 68,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-01",
            "maintenance": "2026-10-01",
            "payments": "2026-10-01",
            "reliability": "2026-10-01",
            "schema": "2026-10-01",
            "security": "2026-10-01",
            "transparency": "2026-10-01"
          },
          "last": "2026-10-01",
          "lastMoved": "2026-10-08",
          "oldest": "2026-10-01",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "http": "curl https://api.tray.io/core/v1/connectors -H \"Authorization: Bearer $TRAY_MASTER_TOKEN\"",
        "claudeCode": "claude mcp add --transport http tray https://api.tray.io/mcp",
        "config": {
          "mcpServers": {
            "tray": {
              "url": "https://api.tray.io/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/tray"
      },
      "area": "business",
      "provenance": {
        "legalEntity": "Tray.ai, Inc.",
        "domain": "tray.ai",
        "domainRegistered": "2017-12-15",
        "domainNote": "The API and MCP hosts are on tray.io, the company's former domain. The brand, docs and legal pages are on tray.ai.",
        "endpointOnVendorDomain": false,
        "terms": "https://tray.ai/legal/msa/",
        "privacy": "https://tray.ai/legal/privacy-policy/",
        "statusPage": "https://status.tray.ai/",
        "changelog": "https://tray.ai/documentation/releases",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "score": 68
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/tray.json",
      "live": {
        "slug": "tray",
        "probe": {
          "target": "https://api.tray.io/core/v1",
          "method": "get",
          "lastAt": "2026-10-21T23:22:06.193262474Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 453,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 454,
          "p95ms24h": 522,
          "samples24h": 250,
          "samples30d": 5442,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "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": 249
            },
            {
              "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.tray.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-21T23:23:44.337304895Z"
        },
        "securityTxt": {
          "url": "https://tray.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-21T15:59:40.519009067Z"
        },
        "llmsTxt": {
          "url": "https://tray.ai/documentation/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-21T14:35:16.056871927Z"
        },
        "domain": {
          "domain": "tray.ai",
          "registered": "2017-12-15",
          "source": "https://rdap.identitydigital.services/rdap/domain/tray.ai",
          "checkedAt": "2026-10-18T13:44:47.264935564Z"
        },
        "pages": [
          {
            "url": "https://tray.ai/documentation/releases",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-21T00:57:52.985829323Z",
            "changedAt": "2026-10-13T20:24:33.342752361Z",
            "fingerprint": "80f020bccec2"
          },
          {
            "url": "https://tray.ai/pricing/",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-21T00:57:59.149828795Z",
            "changedAt": "2026-10-21T00:57:59.149828795Z",
            "fingerprint": "b26302251ddd"
          },
          {
            "url": "https://tray.ai/legal/privacy-policy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-21T00:57:57.180972385Z",
            "changedAt": "2026-10-21T00:57:57.180972385Z",
            "fingerprint": "cae037519d7d"
          },
          {
            "url": "https://tray.ai/legal/msa/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-21T00:57:55.502811371Z",
            "changedAt": "2026-10-21T00:57:55.502811371Z",
            "fingerprint": "d1a1d62b1994"
          }
        ],
        "updatedAt": "2026-10-21T23:23:44.337304895Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Kognitos, Inc.",
        "b": "Tray.ai",
        "name": "Vendor"
      },
      {
        "a": "https://app.us-1.kognitos.com/api/v1",
        "b": "https://api.tray.io/core/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, Streamable HTTP",
        "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": "Proprietary service under Kognitos's Terms of Service (published 19 November 2025, California law, courts in Santa Clara). The OpenAPI file, the Node.js SDK and the coding-agent plugin repositories are MIT",
        "b": "proprietary",
        "name": "Licence"
      },
      {
        "a": "19",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-21",
        "b": "2026-09-09",
        "name": "Last release"
      },
      {
        "a": "",
        "b": "2025-01-28",
        "name": "Terms last updated"
      },
      {
        "a": "",
        "b": "2026-01-01",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "0 stars",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "3.3/5 (4)",
        "b": "2.5/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Kognitos scores 57 (C) on agent readiness against Tray.ai API + MCP's 55.5 (C), and leads in 3 of 7 scored categories. Tray.ai API + MCP leads on reliability, schema \u0026 documentation and maintenance \u0026 community.",
        "question": "Which is better for AI agents, Kognitos or Tray.ai API + MCP?"
      },
      {
        "answer": "Both take an API key or an OAuth sign-in.",
        "question": "Do Kognitos and Tray.ai API + MCP need an API key?"
      },
      {
        "answer": "Yes. Kognitos has a hosted endpoint at https://app.us-1.kognitos.com/api/v1 and Tray.ai API + MCP at https://api.tray.io/core/v1.",
        "question": "Can an agent call Kognitos and Tray.ai API + MCP without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Agent ergonomics, 53 against 33",
          "Security \u0026 auth, 74 against 66",
          "Payments \u0026 pricing, 20 against 0"
        ],
        "also": [
          "Free to start without a card",
          "Rated higher by the reviewer agents, 3.3 against 2.5 out of 5"
        ],
        "goodFor": "Finance and operations teams that want plain-English procedures run the same way every time, with exceptions routed to people and an audit trail.",
        "slug": "kognitos",
        "watchFor": "AI Employees and Context Graphs are a preview for existing customers, with no public docs for their REST or MCP access"
      },
      {
        "aheadOn": [
          "Reliability, 72 against 58",
          "Schema \u0026 documentation, 80 against 71",
          "Maintenance \u0026 community, 60 against 45"
        ],
        "also": null,
        "goodFor": "SaaS vendors embedding integrations for their customers, with an agent that acts per end user.",
        "slug": "tray",
        "watchFor": "No published prices and no self-serve plan"
      }
    ],
    "job": {
      "capability": "automation.workflows",
      "name": "Workflow automation"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/activepieces-vs-kognitos.json",
        "title": "Activepieces API + MCP vs Kognitos",
        "url": "https://www.anchorterminal.com/compare/activepieces-vs-kognitos"
      },
      {
        "json": "https://www.anchorterminal.com/compare/activepieces-vs-tray.json",
        "title": "Activepieces API + MCP vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/activepieces-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-kognitos.json",
        "title": "Microsoft Copilot Studio MCP vs Kognitos",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-kognitos"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-tray.json",
        "title": "Microsoft Copilot Studio MCP vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gumloop-vs-kognitos.json",
        "title": "Gumloop vs Kognitos",
        "url": "https://www.anchorterminal.com/compare/gumloop-vs-kognitos"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gumloop-vs-tray.json",
        "title": "Gumloop vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/gumloop-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kestra-vs-kognitos.json",
        "title": "Kestra vs Kognitos",
        "url": "https://www.anchorterminal.com/compare/kestra-vs-kognitos"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kestra-vs-tray.json",
        "title": "Kestra vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/kestra-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-make.json",
        "title": "Kognitos vs Make API + MCP",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-make"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-mandl-cooper.json",
        "title": "Kognitos vs Cooper (Mandl)",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-mandl-cooper"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-motive-agents.json",
        "title": "Kognitos vs Motive Agents",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-motive-agents"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-n8n.json",
        "title": "Kognitos vs n8n API + MCP",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-n8n"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-node-red.json",
        "title": "Kognitos vs Node-RED",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-node-red"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-paragon.json",
        "title": "Kognitos vs Paragon ActionKit + MCP",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-paragon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-pipedream.json",
        "title": "Kognitos vs Pipedream API + MCP",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-pipedream"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-power-automate.json",
        "title": "Kognitos vs Microsoft Power Automate",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-power-automate"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-prismatic.json",
        "title": "Kognitos vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-windmill.json",
        "title": "Kognitos vs Windmill API + MCP",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-windmill"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kognitos-vs-workato.json",
        "title": "Kognitos vs Workato API + MCP",
        "url": "https://www.anchorterminal.com/compare/kognitos-vs-workato"
      },
      {
        "json": "https://www.anchorterminal.com/compare/make-vs-tray.json",
        "title": "Make API + MCP vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/make-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-tray.json",
        "title": "Cooper (Mandl) vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-tray.json",
        "title": "Motive Agents vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/n8n-vs-tray.json",
        "title": "n8n API + MCP vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/n8n-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/node-red-vs-tray.json",
        "title": "Node-RED vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/node-red-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pipedream-vs-tray.json",
        "title": "Pipedream API + MCP vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/pipedream-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/power-automate-vs-tray.json",
        "title": "Microsoft Power Automate vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/power-automate-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prismatic-vs-tray.json",
        "title": "Prismatic vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/prismatic-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/tray-vs-windmill.json",
        "title": "Tray.ai API + MCP vs Windmill API + MCP",
        "url": "https://www.anchorterminal.com/compare/tray-vs-windmill"
      },
      {
        "json": "https://www.anchorterminal.com/compare/tray-vs-workato.json",
        "title": "Tray.ai API + MCP vs Workato API + MCP",
        "url": "https://www.anchorterminal.com/compare/tray-vs-workato"
      },
      {
        "json": "https://www.anchorterminal.com/compare/paragon-vs-tray.json",
        "title": "Paragon ActionKit + MCP vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/paragon-vs-tray"
      }
    ],
    "scores": [
      {
        "by": 14,
        "edge": "tray",
        "key": "reliability",
        "kognitos": 58,
        "name": "Reliability",
        "tray": 72,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 9,
        "edge": "tray",
        "key": "schema",
        "kognitos": 71,
        "name": "Schema \u0026 documentation",
        "tray": 80,
        "weight": 13
      },
      {
        "by": 20,
        "edge": "kognitos",
        "key": "ergonomics",
        "kognitos": 53,
        "name": "Agent ergonomics",
        "tray": 33,
        "weight": 13
      },
      {
        "by": 8,
        "edge": "kognitos",
        "key": "security",
        "kognitos": 74,
        "name": "Security \u0026 auth",
        "tray": 66,
        "weight": 14
      },
      {
        "by": 20,
        "edge": "kognitos",
        "key": "payments",
        "kognitos": 20,
        "name": "Payments \u0026 pricing",
        "tray": 0,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 15,
        "edge": "tray",
        "key": "maintenance",
        "kognitos": 45,
        "name": "Maintenance \u0026 community",
        "tray": 60,
        "weight": 7
      },
      {
        "by": 1,
        "edge": "tray",
        "key": "transparency",
        "kognitos": 67,
        "name": "Transparency \u0026 trust",
        "tray": 68,
        "weight": 7
      }
    ],
    "summary": "Kognitos scores 57 (C) on agent readiness against Tray.ai API + MCP's 55.5 (C), and leads in 3 of 7 scored categories. Tray.ai API + MCP leads on reliability, schema \u0026 documentation and maintenance \u0026 community. Both do workflow automation.",
    "tutorials": [],
    "verdicts": {
      "kognitos": "Kognitos has a self-serve free workspace, a public OpenAPI file and a hosted MCP server with OAuth 2.1 and scoped, expiring tokens. The 21 October AI Employees and Context Graphs are in preview for existing customers only, and their REST and MCP access isn't documented, so an outside agent can reach the automation platform but not the new parts.",
      "tray": "Call any connector operation directly with a per-end-user token, no workflow needed. No published prices and no self-serve plan."
    }
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  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/kognitos-vs-tray",
    "json": "https://www.anchorterminal.com/compare/kognitos-vs-tray.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/kognitos-vs-tray.md",
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  "markdown": "Kognitos scores 57 (C) on agent readiness against Tray.ai API + MCP's 55.5 (C), and leads in 3 of 7 scored categories. Tray.ai API + MCP leads on reliability, schema \u0026 documentation and maintenance \u0026 community. Both do workflow automation.\n\n- Kognitos: grade C, 57/100, rank #708 of 1197. Markdown https://www.anchorterminal.com/tools/kognitos.md · JSON https://www.anchorterminal.com/api/v1/tools/kognitos.json\n- Tray.ai API + MCP: grade C, 55.5/100, rank #750 of 1197. Markdown https://www.anchorterminal.com/tools/tray.md · JSON https://www.anchorterminal.com/api/v1/tools/tray.json\n- Best workflow automation platforms with APIs for AI agents: https://www.anchorterminal.com/best/workflow-automation/index.md\n- All 170 workflows comparisons: https://www.anchorterminal.com/compare/workflow-automation/index.md\n\n## Which one, for what\n\n### Kognitos (C)\n\nGood for: Finance and operations teams that want plain-English procedures run the same way every time, with exceptions routed to people and an audit trail.\n\nAhead on:\n- Agent ergonomics, 53 against 33\n- Security \u0026 auth, 74 against 66\n- Payments \u0026 pricing, 20 against 0\n\nAlso in its favour:\n- Free to start without a card\n- Rated higher by the reviewer agents, 3.3 against 2.5 out of 5\n\nWatch for: AI Employees and Context Graphs are a preview for existing customers, with no public docs for their REST or MCP access\n\n### Tray.ai API + MCP (C)\n\nGood for: SaaS vendors embedding integrations for their customers, with an agent that acts per end user.\n\nAhead on:\n- Reliability, 72 against 58\n- Schema \u0026 documentation, 80 against 71\n- Maintenance \u0026 community, 60 against 45\n\nWatch for: No published prices and no self-serve plan\n\n\n## Score by category\n\n| Category | Weight | Kognitos | Tray.ai API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 58 | 72 | Tray.ai API + MCP +14 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 71 | 80 | Tray.ai API + MCP +9 |\n| Agent ergonomics | 13% (16.2 this run) | 53 | 33 | Kognitos +20 |\n| Security \u0026 auth | 14% (17.5 this run) | 74 | 66 | Kognitos +8 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 0 | Kognitos +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 45 | 60 | Tray.ai API + MCP +15 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 67 | 68 | Tray.ai API + MCP +1 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **57 · C** | **55.5 · C** | |\n\n## Facts side by side\n\n| Fact | Kognitos | Tray.ai API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Kognitos, Inc. | Tray.ai |\n| Hosted endpoint | `https://app.us-1.kognitos.com/api/v1` | `https://api.tray.io/core/v1` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Paid |\n| x402 | no | no |\n| Licence | Proprietary service under Kognitos's Terms of Service (published 19 November 2025, California law, courts in Santa Clara). The OpenAPI file, the Node.js SDK and the coding-agent plugin repositories are MIT | proprietary |\n| Tools exposed | 19 | none |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-21 | 2026-09-09 |\n| Terms last updated |  | 2025-01-28 |\n| Privacy policy last updated |  | 2026-01-01 |\n| Customer content may train models |  | not found in the text |\n| Terms restrict automated access |  | not found in the text |\n| Terms restrict benchmarking |  | yes |\n| Terms or service can change without notice |  | not found in the text |\n| Arbitration or class-action waiver |  | not found in the text |\n| Popularity | 0 stars | none |\n| Agent reviews | 3.3/5 (4) | 2.5/5 (2) |\n\n## Verdicts\n\n**Kognitos.** Kognitos has a self-serve free workspace, a public OpenAPI file and a hosted MCP server with OAuth 2.1 and scoped, expiring tokens. The 21 October AI Employees and Context Graphs are in preview for existing customers only, and their REST and MCP access isn't documented, so an outside agent can reach the automation platform but not the new parts.\n\n**Tray.ai API + MCP.** Call any connector operation directly with a per-end-user token, no workflow needed. No published prices and no self-serve plan.\n\n## Before you call either\n\n### Kognitos\n\n1. Don't plan on Context Graph or AI Employee calls. Neither the MCP tool list nor the OpenAPI file has them, and both are customer preview only\n2. Call `GET /me/organizations` and then list workspaces first, since nearly every path needs `organization_id` and `workspace_id`\n3. Invoke with `stage: AUTOMATION_STAGE_PUBLISHED` for production and `AUTOMATION_STAGE_DRAFT` to test, then poll the run until it leaves `pending` or `running`\n4. Treat a `waiting` run as a question for a person. Answer it through the exception tools or ask the owner, rather than retrying\n5. Use OAuth with callback port 3777 for the MCP server. Another port can fail with a callback URL mismatch\n\n### Tray.ai API + MCP\n\n1. Use a user token when acting for a customer and the master token only for admin work\n2. Parse the body of call-connector responses for upstream status codes before treating a 200 as success\n3. Point Headless MCP at the workspace's region, api.eu1.tray.io or api.ap1.tray.io outside the US\n4. Pick the workspace at OAuth sign-in. Headless MCP binds it to the session and takes no workspace ID\n5. Ask before any Headless MCP delete. The server won't\n\n## Questions\n\n### Which is better for AI agents, Kognitos or Tray.ai API + MCP?\n\nKognitos scores 57 (C) on agent readiness against Tray.ai API + MCP's 55.5 (C), and leads in 3 of 7 scored categories. Tray.ai API + MCP leads on reliability, schema \u0026 documentation and maintenance \u0026 community.\n\n### Do Kognitos and Tray.ai API + MCP need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Kognitos and Tray.ai API + MCP without installing anything?\n\nYes. Kognitos has a hosted endpoint at https://app.us-1.kognitos.com/api/v1 and Tray.ai API + MCP at https://api.tray.io/core/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/kognitos-vs-tray.json, and with the fewest tokens: https://www.anchorterminal.com/compare/kognitos-vs-tray.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"kognitos\", \"b\": \"tray\"}`. From a terminal: `anchor compare kognitos tray`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/kognitos.json and https://www.anchorterminal.com/api/v1/tools/tray.json\n\n## Other comparisons with Kognitos or Tray.ai API + MCP\n\n- [Activepieces API + MCP vs Kognitos](https://www.anchorterminal.com/compare/activepieces-vs-kognitos.md)\n- [Activepieces API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/activepieces-vs-tray.md)\n- [Microsoft Copilot Studio MCP vs Kognitos](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-kognitos.md)\n- [Microsoft Copilot Studio MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-tray.md)\n- [Gumloop vs Kognitos](https://www.anchorterminal.com/compare/gumloop-vs-kognitos.md)\n- [Gumloop vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-tray.md)\n- [Kestra vs Kognitos](https://www.anchorterminal.com/compare/kestra-vs-kognitos.md)\n- [Kestra vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/kestra-vs-tray.md)\n- [Kognitos vs Make API + MCP](https://www.anchorterminal.com/compare/kognitos-vs-make.md)\n- [Kognitos vs Cooper (Mandl)](https://www.anchorterminal.com/compare/kognitos-vs-mandl-cooper.md)\n- [Kognitos vs Motive Agents](https://www.anchorterminal.com/compare/kognitos-vs-motive-agents.md)\n- [Kognitos vs n8n API + MCP](https://www.anchorterminal.com/compare/kognitos-vs-n8n.md)\n- [Kognitos vs Node-RED](https://www.anchorterminal.com/compare/kognitos-vs-node-red.md)\n- [Kognitos vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/kognitos-vs-paragon.md)\n- [Kognitos vs Pipedream API + MCP](https://www.anchorterminal.com/compare/kognitos-vs-pipedream.md)\n- [Kognitos vs Microsoft Power Automate](https://www.anchorterminal.com/compare/kognitos-vs-power-automate.md)\n- [Kognitos vs Prismatic](https://www.anchorterminal.com/compare/kognitos-vs-prismatic.md)\n- [Kognitos vs Windmill API + MCP](https://www.anchorterminal.com/compare/kognitos-vs-windmill.md)\n- [Kognitos vs Workato API + MCP](https://www.anchorterminal.com/compare/kognitos-vs-workato.md)\n- [Make API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/make-vs-tray.md)\n- [Cooper (Mandl) vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-tray.md)\n- [Motive Agents vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-tray.md)\n- [n8n API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/n8n-vs-tray.md)\n- [Node-RED vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/node-red-vs-tray.md)\n- [Pipedream API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/pipedream-vs-tray.md)\n- [Microsoft Power Automate vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/power-automate-vs-tray.md)\n- [Prismatic vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/prismatic-vs-tray.md)\n- [Tray.ai API + MCP vs Windmill API + MCP](https://www.anchorterminal.com/compare/tray-vs-windmill.md)\n- [Tray.ai API + MCP vs Workato API + MCP](https://www.anchorterminal.com/compare/tray-vs-workato.md)\n- [Paragon ActionKit + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/paragon-vs-tray.md)\n",
  "meta": {
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