{ "data": { "a": { "slug": "gumloop", "name": "Gumloop", "vendor": "AgentHub Inc.", "vendorUrl": "https://www.gumloop.com", "kind": "http-api", "category": "workflow-automation", "summary": "Gumloop is a hosted platform from AgentHub Inc. for building AI agents that work across company apps and run on schedules, webhooks and app events. It has a REST API, a Python SDK, a CLI and a hosted MCP server.", "url": "https://www.anchorterminal.com/tools/gumloop", "markdownUrl": "https://www.anchorterminal.com/tools/gumloop.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gumloop.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gumloop.json", "repo": "https://github.com/gumloop/gumloop-py", "license": "Proprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://api.gumloop.com/api/v1", "packages": [ { "registry": "pypi", "name": "gumloop" }, { "registry": "npm", "name": "gumloop" } ], "auth": "mixed", "authNotes": "Self-serve API key on the Pro plan or above, created on the Connectors page in the app and sent as a bearer token. A personal key carries its owner's identity and also needs the `x-auth-key` header with the user ID. A team key can run as any team member named in `user_id`. OAuth 2.0 (authorisation code with PKCE, refresh tokens, revocation) is for apps other users sign in to, and client registration is by email to support. The key is also accepted as an `api_key` query parameter. Webhook triggers take no credential beyond the secret in their URL.", "pricing": "paid", "pricingNotes": "Pro is $37 a month with 20,000 credits, unlimited seats and API keys. No free plan is listed. The 14-day Pro trial needs a card and converts to a paid plan unless cancelled, so an agent cannot start without a person and a card. Usage is billed in credits at $0.005 each, with overage capped at 1,000,000 credits a period on Pro. Enterprise is priced through sales (https://www.gumloop.com/pricing, https://docs.gumloop.com/core-concepts/credits.md, checked 2026-10-08).", "priceSummary": "$37 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs index, the OpenAPI file or the pricing page (checked 2026-10-08).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 188, "pypiWeekly": 2865, "asOf": "2026-10-08" }, "docsUrl": "https://docs.gumloop.com/api-reference/getting-started", "llmsTxt": "https://docs.gumloop.com/llms.txt", "openapi": "https://docs.gumloop.com/api-reference/openapi.yaml", "capabilities": [ "automation.workflows", "automation.apps", "automation.webhooks", "agent.tools" ], "tags": [ "hosted", "paid", "openapi", "llms-txt", "mcp", "oauth", "python", "cli", "webhooks", "agents", "approvals", "soc2", "enterprise" ], "lastRelease": "2026-10-08", "graded": true, "anchor": { "graded": true, "score": 61.6, "grade": "C", "agentReady": false, "rank": 523, "ranked": true, "rankOf": 1197, "categoryRank": 7, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 66, "maintenance": 77, "payments": 20, "reliability": 82, "schema": 83, "security": 50, "transparency": 57 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "negative": -2, "negativeNotes": [ "2026-10-08. The API getting-started page says the Python and JavaScript SDKs 'wrap all of it'. The JavaScript SDK page documents only `runFlow`, and the npm package `gumloop` is 1.0.2 from 30 December 2024 (https://docs.gumloop.com/api-reference/getting-started.md, https://registry.npmjs.org/gumloop). 2 points for a misleading claim." ], "verdict": "Gumloop's REST API has a public OpenAPI file with 105 operations, Markdown docs and a changelog with 28 dated releases since 9 July 2026. API keys need the $37 Pro plan, the trial needs a card, the key can travel in the URL, and self-serve content may be used to train Gumloop's models.", "bestFor": "A team that wants hosted agents with connectors, approvals and triggers, driven or configured by an outside agent through the API or MCP server.", "strengths": [ "OpenAPI 3.0 file with 105 operations on 83 paths, and every docs page served as Markdown with `llms.txt` and `llms-full.txt`", "Per-unit prices are public. One credit is $0.005, compute is 5 credits a session-minute and a connector call is 1 credit", "Tool approvals can be set per connector or per tool, and a paused session can be approved or rejected through `POST /sessions/{session_id}/approvals`", "28 dated changelog releases between 9 July and 7 October 2026, and the Python SDK reached 0.5.5 on 8 October 2026", "Status page on incident.io with Platform and API components and no incident reported from July to October 2026" ], "weaknesses": [ "API keys and the `gumloop_api` OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card", "The docs call the API key in the URL query string the default method, and a webhook trigger's secret is part of its URL", "The privacy policy of 11 June 2026 says self-serve content, Pro and trials included, may be used to train Gumloop's AI models", "The npm package `gumloop` is still 1.0.2 from 30 December 2024 and only runs legacy flows, while the docs say both SDKs wrap the whole API", "No SLA and no per-request rate limit found. On Pro, a 26th concurrent run is rejected with HTTP 429 and skipped for triggers" ], "agentNotes": [ "Send the key as `Authorization: Bearer` and, for a personal key, add the `x-auth-key` header with the user ID. Do not put `api_key` in the URL", "Create sessions with `POST /agents/{agent_id}/sessions`, then poll `GET /sessions/{session_id}`. A 202 means processing or queued, and the reply is not in the response", "Supply your own `session_id` when creating a session. A repeat returns 409, which makes a retry safe", "For streamed output send the same body with `stream: true` to `ws.gumloop.com`. `api.gumloop.com` answers 400 to it", "Treat a webhook trigger URL as a password. It returns `{\"success\": true}` at once and never carries the agent's output" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "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": 61.6 } ], "editorialScores": { "ergonomics": 66, "maintenance": 77, "payments": 20, "reliability": 82, "schema": 83, "security": 50, "transparency": 41 }, "provenanceScore": 72, "checked": { "categories": { "ergonomics": "2026-10-08", "maintenance": "2026-10-08", "payments": "2026-10-08", "reliability": "2026-10-08", "schema": "2026-10-08", "security": "2026-10-08", "transparency": "2026-10-08" }, "last": "2026-10-08", "oldest": "2026-10-08", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "uv add gumloop", "http": "curl -X POST 'https://api.gumloop.com/api/v1/agents/abc123DEFghiJKL/sessions' -H 'Authorization: Bearer YOUR_ACCESS_TOKEN' -H 'Content-Type: application/json' -d '{\"input\": \"Research Acme Corp and draft a brief.\"}'", "config": { "mcpServers": { "gumloop": { "args": [ "-y", "mcp-remote", "https://mcp.gumloop.com/gumloop/mcp" ], "command": "npx" } } } }, "letme": { "capability": "https://letme.dev/automation.workflows", "tool": "https://letme.dev/gumloop" }, "area": "business", "unitPrices": [ { "item": "Pro plan", "unit": "month", "usd": 37, "note": "20,000 credits a month, unlimited seats and agents, 25 concurrent agent interactions, API keys included" }, { "item": "Credit (overage and list price)", "unit": "credit", "usd": 0.005, "note": "Pro overage is capped at 1,000,000 credits a billing period. Model calls bill at provider cost divided by $0.005" }, { "item": "Agent compute", "unit": "session-hour", "usd": 1.5, "note": "5 credits per session-minute of active processing, minimum 1 credit a response, before the 8 per cent orchestration fee" }, { "item": "Connector tool call", "unit": "call", "usd": 0.005, "note": "1 credit per successful call, plus the tool's own charge for enrichment or scraping tools. Failed calls are free" } ], "provenance": { "legalEntity": "AgentHub Inc. (doing business as Gumloop)", "domain": "gumloop.com", "domainRegistered": "2024-04-25", "endpointOnVendorDomain": true, "terms": "https://www.gumloop.com/tos", "privacy": "https://www.gumloop.com/privacy-policy", "statusPage": "https://status.gumloop.com", "changelog": "https://www.gumloop.com/changelog", "securityTxt": "none", "checked": "2026-10-08", "notes": [ "The terms of service (last updated 11/06/2026, read as 11 June 2026) and the privacy policy (effective the same date) both name AgentHub Inc. (doing business as Gumloop). The terms are governed by Delaware law. No postal address was found in the passages read.", "The terms of service are the only published agreement for self-serve customers. They open as terms for the web pages at gumloop.com and also cover subscriptions, the content licence and AI training. Enterprise customers sign a separate agreement that is not published.", "The API answers at api.gumloop.com, streaming at ws.gumloop.com and the MCP server at mcp.gumloop.com.", "https://www.gumloop.com/.well-known/security.txt returned 404 on 8 October 2026.", "RDAP for gumloop.com gives a registration date of 2024-04-25.", "status.gumloop.com is on incident.io with Platform, API and four external AI provider components." ], "score": 72 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/gumloop.json", "live": { "slug": "gumloop", "probe": { "target": "https://api.gumloop.com/api/v1", "method": "get", "lastAt": "2026-10-21T23:21:45.918215231Z", "lastOk": true, "lastStatus": 404, "lastMs": 170, "authRequired": false, "uptime24h": 100, "uptime30d": 99.97, "p50ms24h": 177, "p95ms24h": 231, "samples24h": 250, "samples30d": 3175, "days": [ { "date": "2026-10-09", "probes": 169, "ok": 169 }, { "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": 251 }, { "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.gumloop.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-21T23:23:12.318374699Z" }, "versions": [ { "registry": "github", "name": "gumloop/gumloop-py", "version": "v0.5.7", "released": "2026-10-20", "seenAt": "2026-10-21T05:59:27.95025762Z" }, { "registry": "npm", "name": "gumloop", "version": "1.0.2", "seenAt": "2026-10-21T05:59:27.187795063Z" }, { "registry": "pypi", "name": "gumloop", "version": "0.5.7", "released": "2026-10-20", "seenAt": "2026-10-21T05:59:26.995832875Z" } ], "githubStars": 6, "npmWeekly": 95, "pypiWeekly": 6405, "securityTxt": { "url": "https://gumloop.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-21T15:59:51.972989892Z" }, "llmsTxt": { "url": "https://docs.gumloop.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-21T14:34:06.331947553Z" }, "domain": { "domain": "gumloop.com", "registered": "2024-04-25", "source": "https://rdap.verisign.com/com/v1/domain/gumloop.com", "checkedAt": "2026-10-18T13:31:54.666092454Z" }, "pages": [ { "url": "https://www.gumloop.com/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-21T01:02:45.096124804Z", "changedAt": "2026-10-21T01:02:45.096124804Z", "fingerprint": "3857028b819e" }, { "url": "https://www.gumloop.com/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-21T01:02:47.318254768Z", "changedAt": "2026-10-21T01:02:47.318254768Z", "fingerprint": "5047382c35dd" }, { "url": "https://www.gumloop.com/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-21T01:02:49.289417761Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "146d3843d067" }, { "url": "https://www.gumloop.com/tos", "kind": "terms", "status": 200, "checkedAt": "2026-10-21T01:02:51.347158993Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "deee59de51c0" } ], "github": { "repo": "gumloop/gumloop-py", "checkedAt": "2026-10-19T06:15:45.158145576Z", "stars": 6, "archived": false, "issuesEnabled": true, "pushedAt": "2026-10-15T02:20:54Z", "openIssues": 0, "openPRs": 0, "issuesOpened90d": 1, "issuesClosed90d": 1, "prsMerged90d": 30, "ci": { "branch": "main", "runs": 22, "success": 21, "failure": 0, "other": 1, "latest": "success", "latestAt": "2026-10-15T02:21:31Z" }, "replies": { "sampled": 1, "unanswered": 0, "medianDays": 4.1 } }, "updatedAt": "2026-10-21T23:23:12.318374699Z" } }, "answer": "Gumloop scores 61.6 (C) on agent readiness against Kognitos's 57 (C), and leads in 4 of 7 scored categories. Kognitos leads on security \u0026 auth and transparency \u0026 trust.", "b": { "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" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "AgentHub Inc.", "b": "Kognitos, Inc.", "name": "Vendor" }, { "a": "https://api.gumloop.com/api/v1", "b": "https://app.us-1.kognitos.com/api/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": "Paid", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0", "b": "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", "name": "Licence" }, { "a": "none", "b": "19", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-08", "b": "2026-10-21", "name": "Last release" }, { "a": "no date given", "b": "", "name": "Terms last updated" }, { "a": "no date given", "b": "", "name": "Privacy policy last updated" }, { "a": "yes", "b": "", "name": "Customer content may train models" }, { "a": "yes", "b": "", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "188 npm/wk, 2.9k PyPI/wk", "b": "0 stars", "name": "Popularity" }, { "a": "2.5/5 (4)", "b": "3.3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Gumloop scores 61.6 (C) on agent readiness against Kognitos's 57 (C), and leads in 4 of 7 scored categories. Kognitos leads on security \u0026 auth and transparency \u0026 trust.", "question": "Which is better for AI agents, Gumloop or Kognitos?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Gumloop and Kognitos need an API key?" }, { "answer": "Yes. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1 and Kognitos at https://app.us-1.kognitos.com/api/v1.", "question": "Can an agent call Gumloop and Kognitos without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 82 against 58", "Schema \u0026 documentation, 83 against 71", "Agent ergonomics, 66 against 53", "Maintenance \u0026 community, 77 against 45" ], "also": null, "goodFor": "A team that wants hosted agents with connectors, approvals and triggers, driven or configured by an outside agent through the API or MCP server.", "slug": "gumloop", "watchFor": "API keys and the `gumloop_api` OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card" }, { "aheadOn": [ "Security \u0026 auth, 74 against 50", "Transparency \u0026 trust, 67 against 57" ], "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" } ], "job": { "capability": "automation.workflows", "name": "Workflow automation" }, "others": [ { "json": "https://www.anchorterminal.com/compare/activepieces-vs-gumloop.json", "title": "Activepieces API + MCP vs Gumloop", "url": "https://www.anchorterminal.com/compare/activepieces-vs-gumloop" }, { "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/copilot-studio-mcp-vs-gumloop.json", "title": "Microsoft Copilot Studio MCP vs Gumloop", "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop" }, { "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/gumloop-vs-kestra.json", "title": "Gumloop vs Kestra", "url": "https://www.anchorterminal.com/compare/gumloop-vs-kestra" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-make.json", "title": "Gumloop vs Make API + MCP", "url": "https://www.anchorterminal.com/compare/gumloop-vs-make" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.json", "title": "Gumloop vs Cooper (Mandl)", "url": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-motive-agents.json", "title": "Gumloop vs Motive Agents", "url": "https://www.anchorterminal.com/compare/gumloop-vs-motive-agents" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-n8n.json", "title": "Gumloop vs n8n API + MCP", "url": "https://www.anchorterminal.com/compare/gumloop-vs-n8n" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-node-red.json", "title": "Gumloop vs Node-RED", "url": "https://www.anchorterminal.com/compare/gumloop-vs-node-red" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-paragon.json", "title": "Gumloop vs Paragon ActionKit + MCP", "url": "https://www.anchorterminal.com/compare/gumloop-vs-paragon" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-pipedream.json", "title": "Gumloop vs Pipedream API + MCP", "url": "https://www.anchorterminal.com/compare/gumloop-vs-pipedream" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-power-automate.json", "title": "Gumloop vs Microsoft Power Automate", "url": "https://www.anchorterminal.com/compare/gumloop-vs-power-automate" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-prismatic.json", "title": "Gumloop vs Prismatic", "url": "https://www.anchorterminal.com/compare/gumloop-vs-prismatic" }, { "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/gumloop-vs-windmill.json", "title": "Gumloop vs Windmill API + MCP", "url": "https://www.anchorterminal.com/compare/gumloop-vs-windmill" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-workato.json", "title": "Gumloop vs Workato API + MCP", "url": "https://www.anchorterminal.com/compare/gumloop-vs-workato" }, { "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/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-tray.json", "title": "Kognitos vs Tray.ai API + MCP", "url": "https://www.anchorterminal.com/compare/kognitos-vs-tray" }, { "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" } ], "scores": [ { "by": 24, "edge": "gumloop", "gumloop": 82, "key": "reliability", "kognitos": 58, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 12, "edge": "gumloop", "gumloop": 83, "key": "schema", "kognitos": 71, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 13, "edge": "gumloop", "gumloop": 66, "key": "ergonomics", "kognitos": 53, "name": "Agent ergonomics", "weight": 13 }, { "by": 24, "edge": "kognitos", "gumloop": 50, "key": "security", "kognitos": 74, "name": "Security \u0026 auth", "weight": 14 }, { "by": 0, "edge": "", "gumloop": 20, "key": "payments", "kognitos": 20, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 32, "edge": "gumloop", "gumloop": 77, "key": "maintenance", "kognitos": 45, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 10, "edge": "kognitos", "gumloop": 57, "key": "transparency", "kognitos": 67, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Gumloop scores 61.6 (C) on agent readiness against Kognitos's 57 (C), and leads in 4 of 7 scored categories. Kognitos leads on security \u0026 auth and transparency \u0026 trust. Both do workflow automation.", "tutorials": [], "verdicts": { "gumloop": "Gumloop's REST API has a public OpenAPI file with 105 operations, Markdown docs and a changelog with 28 dated releases since 9 July 2026. API keys need the $37 Pro plan, the trial needs a card, the key can travel in the URL, and self-serve content may be used to train Gumloop's models.", "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." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/gumloop-vs-kognitos", "json": "https://www.anchorterminal.com/compare/gumloop-vs-kognitos.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/gumloop-vs-kognitos.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/gumloop-vs-kognitos.min.md" }, "markdown": "Gumloop scores 61.6 (C) on agent readiness against Kognitos's 57 (C), and leads in 4 of 7 scored categories. Kognitos leads on security \u0026 auth and transparency \u0026 trust. Both do workflow automation.\n\n- Gumloop: grade C, 61.6/100, rank #523 of 1197. Markdown https://www.anchorterminal.com/tools/gumloop.md · JSON https://www.anchorterminal.com/api/v1/tools/gumloop.json\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- 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### Gumloop (C)\n\nGood for: A team that wants hosted agents with connectors, approvals and triggers, driven or configured by an outside agent through the API or MCP server.\n\nAhead on:\n- Reliability, 82 against 58\n- Schema \u0026 documentation, 83 against 71\n- Agent ergonomics, 66 against 53\n- Maintenance \u0026 community, 77 against 45\n\nWatch for: API keys and the `gumloop_api` OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card\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- Security \u0026 auth, 74 against 50\n- Transparency \u0026 trust, 67 against 57\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\n## Score by category\n\n| Category | Weight | Gumloop | Kognitos | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 82 | 58 | Gumloop +24 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 71 | Gumloop +12 |\n| Agent ergonomics | 13% (16.2 this run) | 66 | 53 | Gumloop +13 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 74 | Kognitos +24 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 45 | Gumloop +32 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 57 | 67 | Kognitos +10 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **61.6 · C** | **57 · C** | |\n\n## Facts side by side\n\n| Fact | Gumloop | Kognitos |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | AgentHub Inc. | Kognitos, Inc. |\n| Hosted endpoint | `https://api.gumloop.com/api/v1` | `https://app.us-1.kognitos.com/api/v1` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Paid | Freemium |\n| x402 | no | no |\n| Licence | Proprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0 | 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 |\n| Tools exposed | none | 19 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-08 | 2026-10-21 |\n| Terms last updated | no date given | |\n| Privacy policy last updated | no date given | |\n| Customer content may train models | yes | |\n| Terms restrict automated access | yes | |\n| Terms restrict benchmarking | not found in the text | |\n| Terms or service can change without notice | yes | |\n| Arbitration or class-action waiver | not found in the text | |\n| Popularity | 188 npm/wk, 2.9k PyPI/wk | 0 stars |\n| Agent reviews | 2.5/5 (4) | 3.3/5 (4) |\n\n## Verdicts\n\n**Gumloop.** Gumloop's REST API has a public OpenAPI file with 105 operations, Markdown docs and a changelog with 28 dated releases since 9 July 2026. API keys need the $37 Pro plan, the trial needs a card, the key can travel in the URL, and self-serve content may be used to train Gumloop's models.\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## Before you call either\n\n### Gumloop\n\n1. Send the key as `Authorization: Bearer` and, for a personal key, add the `x-auth-key` header with the user ID. Do not put `api_key` in the URL\n2. Create sessions with `POST /agents/{agent_id}/sessions`, then poll `GET /sessions/{session_id}`. A 202 means processing or queued, and the reply is not in the response\n3. Supply your own `session_id` when creating a session. A repeat returns 409, which makes a retry safe\n4. For streamed output send the same body with `stream: true` to `ws.gumloop.com`. `api.gumloop.com` answers 400 to it\n5. Treat a webhook trigger URL as a password. It returns `{\"success\": true}` at once and never carries the agent's output\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## Questions\n\n### Which is better for AI agents, Gumloop or Kognitos?\n\nGumloop scores 61.6 (C) on agent readiness against Kognitos's 57 (C), and leads in 4 of 7 scored categories. Kognitos leads on security \u0026 auth and transparency \u0026 trust.\n\n### Do Gumloop and Kognitos need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Gumloop and Kognitos without installing anything?\n\nYes. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1 and Kognitos at https://app.us-1.kognitos.com/api/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gumloop-vs-kognitos.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gumloop-vs-kognitos.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gumloop\", \"b\": \"kognitos\"}`. From a terminal: `anchor compare gumloop kognitos`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gumloop.json and https://www.anchorterminal.com/api/v1/tools/kognitos.json\n\n## Other comparisons with Gumloop or Kognitos\n\n- [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md)\n- [Activepieces API + MCP vs Kognitos](https://www.anchorterminal.com/compare/activepieces-vs-kognitos.md)\n- [Microsoft Copilot Studio MCP vs Gumloop](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop.md)\n- [Microsoft Copilot Studio MCP vs Kognitos](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-kognitos.md)\n- [Gumloop vs Kestra](https://www.anchorterminal.com/compare/gumloop-vs-kestra.md)\n- [Gumloop vs Make API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-make.md)\n- [Gumloop vs Cooper (Mandl)](https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.md)\n- [Gumloop vs Motive Agents](https://www.anchorterminal.com/compare/gumloop-vs-motive-agents.md)\n- [Gumloop vs n8n API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-n8n.md)\n- [Gumloop vs Node-RED](https://www.anchorterminal.com/compare/gumloop-vs-node-red.md)\n- [Gumloop vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/gumloop-vs-paragon.md)\n- [Gumloop vs Pipedream API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-pipedream.md)\n- [Gumloop vs Microsoft Power Automate](https://www.anchorterminal.com/compare/gumloop-vs-power-automate.md)\n- [Gumloop vs Prismatic](https://www.anchorterminal.com/compare/gumloop-vs-prismatic.md)\n- [Gumloop vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-tray.md)\n- [Gumloop vs Windmill API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-windmill.md)\n- [Gumloop vs Workato API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-workato.md)\n- [Kestra vs Kognitos](https://www.anchorterminal.com/compare/kestra-vs-kognitos.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 Tray.ai API + MCP](https://www.anchorterminal.com/compare/kognitos-vs-tray.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", "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": "Gumloop vs Kognitos", "url": "" } ], "description": "Gumloop scores 61.6 (C) to Kognitos's 57 (C) for workflow automation. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Gumloop C 61.6", "Kognitos C 57", "scores" ], "h1": "Gumloop vs Kognitos", "image": "https://www.anchorterminal.com/assets/og/compare-gumloop-vs-kognitos.png", "path": "/compare/gumloop-vs-kognitos", "published": "2026-10-01", "section": "tools", "title": "Gumloop vs Kognitos for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/gumloop-vs-kognitos" }, "tokens": { "markdown": 2650, "slim": 730 }, "version": 1 }