{ "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": 419, "ranked": true, "rankOf": 842, "categoryRank": 4, "methodology": "0.4", "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": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "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 }, "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": "2026-10-09T10:14:16.40913033Z", "lastOk": true, "lastStatus": 404, "lastMs": 186, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 177, "p95ms24h": 201, "samples24h": 28, "samples30d": 28, "days": [ { "date": "2026-10-09", "probes": 28, "ok": 28 } ] }, "vendorStatus": { "page": "https://status.gumloop.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-09T10:10:59.315854007Z" }, "updatedAt": "2026-10-09T10:14:16.40913033Z" } }, "answer": "Gumloop scores 61.6 (C) on agent readiness against Make API + MCP's 58.7 (C), and leads in 4 of 7 scored categories. Make API + MCP leads on security \u0026 auth, payments \u0026 pricing and transparency \u0026 trust.", "b": { "slug": "make", "name": "Make API + MCP", "vendor": "Make (Celonis)", "vendorUrl": "https://www.make.com", "kind": "http-api", "category": "workflow-automation", "summary": "REST API (v2) for scenarios, runs, connections, webhooks, data stores and teams, plus a hosted MCP server that runs on-demand scenarios as tools and, on paid plans, manages the account.", "url": "https://www.anchorterminal.com/tools/make", "markdownUrl": "https://www.anchorterminal.com/tools/make.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/make.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/make.json", "license": "proprietary", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://eu1.make.com/api/v2", "packages": [], "auth": "mixed", "authNotes": "API tokens with read and write scopes, sent as `Authorization: Token \u003ctoken\u003e`, one token per zone. Zones are eu1, eu2, us1 and us2 on make.com, plus eu1 and us1 on make.celonis.com. OAuth 2.0 clients (code flow with refresh or PKCE) on request. The MCP server takes OAuth at https://mcp.make.com, or an MCP token either in a header at https://\u003czone\u003e/mcp or in the path at https://\u003czone\u003e/mcp/u/\u003ctoken\u003e.", "pricing": "freemium", "pricingNotes": "Billed in credits, one credit per module action. Free 1,000 credits a month with a 15-minute minimum schedule and 5-minute runs, no card. Core $12 a month, Pro $21 and Teams $38 on monthly billing, each from 10,000 credits a month, with 1-minute schedules and 40-minute runs. Yearly billing saves 15 per cent or more. Extra credits come in bundles of 1,000 or 10,000. AI modules can use more than one credit per action. Enterprise is custom (https://www.make.com/en/pricing).", "priceSummary": "$12 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402 support in docs or pricing (checked 2026-09-30).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-09-30" }, "docsUrl": "https://developers.make.com/api-documentation", "llmsTxt": "https://developers.make.com/llms.txt", "registryName": "com.make/mcp-server", "capabilities": [ "automation.workflows", "automation.apps", "automation.webhooks", "agent.tools" ], "tags": [ "hosted", "freemium", "no-card", "mcp", "llms-txt", "closed-source", "enterprise", "webhooks" ], "graded": true, "anchor": { "graded": true, "score": 58.7, "grade": "C", "agentReady": false, "rank": 516, "ranked": true, "rankOf": 842, "categoryRank": 5, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 63, "maintenance": 36, "payments": 30, "reliability": 63, "schema": 66, "security": 68, "transparency": 72 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": 0, "verdict": "Hosted MCP server with OAuth, and scenario run tools on the free plan. No published OpenAPI file and no official SDK.", "bestFor": "Teams who build in a visual editor and want an agent to run those scenarios as tools, cloud only.", "strengths": [ "Hosted MCP server with OAuth, and scenario run tools on the free plan", "About 35 read and write token scopes, and per-token control over which scenarios become tools", "API rate limits published per plan, from 60 to 1,000 calls a minute", "SOC 2 Type II, SOC 3, ISO 27001 and a bug bounty", "Dated deprecation notices for modules and AI models" ], "weaknesses": [ "No published OpenAPI file and no official SDK", "Six zone hosts, including two on make.celonis.com, and calls to the wrong zone fail", "The MCP token can sit in the URL path, which leaks into logs", "Status feed shows at least eight incidents in July 2026, two of which failed or disabled about 200 to 250 scenarios", "No dated release-notes entry in the last 90 days" ], "agentNotes": [ "Find the organisation's zone first. It may be on make.com or make.celonis.com", "Set scenarios to on-demand scheduling so the MCP server lists them as tools", "Use the header form of the MCP token rather than the /mcp/u/\u003ctoken\u003e path form", "On a 429, wait a full minute. The limit resets per minute and no Retry-After is sent", "Check the `code` field on errors. IM002 means the token lacks rights, not that the resource is missing" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 58.7 } ], "editorialScores": { "ergonomics": 63, "maintenance": 36, "payments": 30, "reliability": 63, "schema": 66, "security": 68, "transparency": 59 }, "provenanceScore": 84 }, "connect": { "http": "curl \"https://eu1.make.com/api/v2/scenarios?teamId=$MAKE_TEAM_ID\" -H \"Authorization: Token $MAKE_API_KEY\"", "claudeCode": "claude mcp add --transport http make https://mcp.make.com", "config": { "mcpServers": { "make": { "headers": { "Authorization": "Bearer ${MAKE_MCP_TOKEN}" }, "url": "https://eu1.make.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/automation.workflows", "tool": "https://letme.dev/make" }, "area": "business", "unitPrices": [ { "item": "Core plan", "unit": "month", "usd": 12, "note": "monthly billing, 10,000 credits a month, one credit per module action, 60 API calls a minute" }, { "item": "Pro plan", "unit": "month", "usd": 21, "note": "monthly billing, 10,000 credits a month, 120 API calls a minute" }, { "item": "Teams plan", "unit": "month", "usd": 38, "note": "monthly billing, 10,000 credits a month, 240 API calls a minute" } ], "provenance": { "legalEntity": "Celonis, Inc.", "domain": "make.com", "domainRegistered": "1997-07-31", "domainNote": "make.com was registered in 1997, long before Integromat renamed itself Make in 2022.", "endpointOnVendorDomain": true, "terms": "https://www.make.com/en/terms-and-conditions", "privacy": "https://www.make.com/en/privacy-notice", "statusPage": "https://status.make.com", "changelog": "https://developers.make.com/white-label-documentation/release-notes", "securityTxt": "none", "checked": "2026-09-30", "notes": [ "make.com answers plain HTTP clients with 403. The terms and privacy pages load in a browser." ], "score": 84 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/make.json", "live": { "slug": "make", "probe": { "target": "https://eu1.make.com/api/v2", "method": "get", "lastAt": "2026-10-09T10:14:20.030475865Z", "lastOk": true, "lastStatus": 404, "lastMs": 70, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 66, "p95ms24h": 114, "samples24h": 260, "samples30d": 2295, "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": 109, "ok": 109 } ] }, "vendorStatus": { "page": "https://status.make.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-09T10:11:04.096973009Z" }, "versions": [ { "registry": "mcp-registry", "name": "com.make/mcp-server", "version": "1.1.0", "seenAt": "2026-10-09T02:57:46.004536428Z" } ], "securityTxt": { "url": "https://make.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-08T15:38:31.535251391Z" }, "llmsTxt": { "url": "https://developers.make.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-08T14:00:35.76926255Z" }, "domain": { "domain": "make.com", "registered": "1997-07-31", "source": "https://rdap.verisign.com/com/v1/domain/make.com", "checkedAt": "2026-10-04T13:07:44.957995769Z" }, "pages": [ { "url": "https://developers.make.com/white-label-documentation/release-notes", "kind": "changelog", "status": 200, "checkedAt": "2026-10-08T18:17:52.473645313Z", "changedAt": "2026-10-08T18:17:52.473645313Z", "fingerprint": "5786088280f8" }, { "url": "https://www.make.com/en/pricing", "kind": "pricing", "status": 403, "checkedAt": "2026-10-08T18:28:58.344512743Z", "changedAt": "0001-01-01T00:00:00Z" }, { "url": "https://www.make.com/en/privacy-notice", "kind": "privacy", "status": 403, "checkedAt": "2026-10-08T18:29:00.367737475Z", "changedAt": "0001-01-01T00:00:00Z" }, { "url": "https://www.make.com/en/terms-and-conditions", "kind": "terms", "status": 403, "checkedAt": "2026-10-08T18:29:02.366124407Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "d68f71ceaf71" } ], "updatedAt": "2026-10-09T10:14:20.030475865Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "AgentHub Inc.", "b": "Make (Celonis)", "name": "Vendor" }, { "a": "https://api.gumloop.com/api/v1", "b": "https://eu1.make.com/api/v2", "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", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "com.make/mcp-server", "name": "MCP registry" }, { "a": "2026-10-08", "b": "none", "name": "Last release" }, { "a": "no date given", "b": "couldn't be read", "name": "Terms last updated" }, { "a": "no date given", "b": "couldn't be read", "name": "Privacy policy last updated" }, { "a": "yes", "b": "couldn't be read", "name": "Customer content may train models" }, { "a": "yes", "b": "couldn't be read", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "couldn't be read", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "couldn't be read", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "couldn't be read", "name": "Arbitration or class-action waiver" }, { "a": "188 npm/wk, 2.9k PyPI/wk", "b": "none", "name": "Popularity" }, { "a": "none", "b": "2.5/5 (2)", "name": "Agent reviews" } ], "faq": [ { "answer": "Gumloop scores 61.6 (C) on agent readiness against Make API + MCP's 58.7 (C), and leads in 4 of 7 scored categories. Make API + MCP leads on security \u0026 auth, payments \u0026 pricing and transparency \u0026 trust.", "question": "Which is better for AI agents, Gumloop or Make API + MCP?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Gumloop and Make API + MCP need an API key?" }, { "answer": "Yes. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1 and Make API + MCP at https://eu1.make.com/api/v2.", "question": "Can an agent call Gumloop and Make API + MCP without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 82 against 63", "Schema \u0026 documentation, 83 against 66", "Maintenance \u0026 community, 77 against 36" ], "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, 68 against 50", "Payments \u0026 pricing, 30 against 20", "Transparency \u0026 trust, 72 against 57" ], "also": [ "Free to start without a card" ], "goodFor": "Teams who build in a visual editor and want an agent to run those scenarios as tools, cloud only.", "slug": "make", "watchFor": "No published OpenAPI file and no official SDK" } ], "job": { "capability": "automation.workflows", "name": "Automation workflows" }, "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-make.json", "title": "Activepieces API + MCP vs Make API + MCP", "url": "https://www.anchorterminal.com/compare/activepieces-vs-make" }, { "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-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-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-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-make.json", "title": "Kestra vs Make API + MCP", "url": "https://www.anchorterminal.com/compare/kestra-vs-make" }, { "json": "https://www.anchorterminal.com/compare/make-vs-n8n.json", "title": "Make API + MCP vs n8n API + MCP", "url": "https://www.anchorterminal.com/compare/make-vs-n8n" }, { "json": "https://www.anchorterminal.com/compare/make-vs-paragon.json", "title": "Make API + MCP vs Paragon ActionKit + MCP", "url": "https://www.anchorterminal.com/compare/make-vs-paragon" }, { "json": "https://www.anchorterminal.com/compare/make-vs-pipedream.json", "title": "Make API + MCP vs Pipedream API + MCP", "url": "https://www.anchorterminal.com/compare/make-vs-pipedream" }, { "json": "https://www.anchorterminal.com/compare/make-vs-power-automate.json", "title": "Make API + MCP vs Microsoft Power Automate", "url": "https://www.anchorterminal.com/compare/make-vs-power-automate" }, { "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/make-vs-windmill.json", "title": "Make API + MCP vs Windmill API + MCP", "url": "https://www.anchorterminal.com/compare/make-vs-windmill" }, { "json": "https://www.anchorterminal.com/compare/make-vs-workato.json", "title": "Make API + MCP vs Workato API + MCP", "url": "https://www.anchorterminal.com/compare/make-vs-workato" } ], "scores": [ { "by": 19, "edge": "gumloop", "gumloop": 82, "key": "reliability", "make": 63, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 17, "edge": "gumloop", "gumloop": 83, "key": "schema", "make": 66, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 3, "edge": "gumloop", "gumloop": 66, "key": "ergonomics", "make": 63, "name": "Agent ergonomics", "weight": 13 }, { "by": 18, "edge": "make", "gumloop": 50, "key": "security", "make": 68, "name": "Security \u0026 auth", "weight": 14 }, { "by": 10, "edge": "make", "gumloop": 20, "key": "payments", "make": 30, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 41, "edge": "gumloop", "gumloop": 77, "key": "maintenance", "make": 36, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 15, "edge": "make", "gumloop": 57, "key": "transparency", "make": 72, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Gumloop scores 61.6 (C) on agent readiness against Make API + MCP's 58.7 (C), and leads in 4 of 7 scored categories. Make API + MCP leads on security \u0026 auth, payments \u0026 pricing and transparency \u0026 trust. Both do automation workflows.", "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.", "make": "Hosted MCP server with OAuth, and scenario run tools on the free plan. No published OpenAPI file and no official SDK." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/gumloop-vs-make", "json": "https://www.anchorterminal.com/compare/gumloop-vs-make.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/gumloop-vs-make.md", "slim": "https://www.anchorterminal.com/compare/gumloop-vs-make.min.md" }, "markdown": "Gumloop scores 61.6 (C) on agent readiness against Make API + MCP's 58.7 (C), and leads in 4 of 7 scored categories. Make API + MCP leads on security \u0026 auth, payments \u0026 pricing and transparency \u0026 trust. Both do automation workflows.\n\n- Gumloop: grade C, 61.6/100, rank #419 of 842. Markdown https://www.anchorterminal.com/tools/gumloop.md · JSON https://www.anchorterminal.com/api/v1/tools/gumloop.json\n- Make API + MCP: grade C, 58.7/100, rank #516 of 842. Markdown https://www.anchorterminal.com/tools/make.md · JSON https://www.anchorterminal.com/api/v1/tools/make.json\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 63\n- Schema \u0026 documentation, 83 against 66\n- Maintenance \u0026 community, 77 against 36\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### Make API + MCP (C)\n\nGood for: Teams who build in a visual editor and want an agent to run those scenarios as tools, cloud only.\n\nAhead on:\n- Security \u0026 auth, 68 against 50\n- Payments \u0026 pricing, 30 against 20\n- Transparency \u0026 trust, 72 against 57\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: No published OpenAPI file and no official SDK\n\n\n## Score by category\n\n| Category | Weight | Gumloop | Make API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 82 | 63 | Gumloop +19 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 66 | Gumloop +17 |\n| Agent ergonomics | 13% (16.2 this run) | 66 | 63 | Gumloop +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 68 | Make API + MCP +18 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 30 | Make API + MCP +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 36 | Gumloop +41 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 57 | 72 | Make API + MCP +15 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **61.6 · C** | **58.7 · C** | |\n\n## Facts side by side\n\n| Fact | Gumloop | Make API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | AgentHub Inc. | Make (Celonis) |\n| Hosted endpoint | `https://api.gumloop.com/api/v1` | `https://eu1.make.com/api/v2` |\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 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `com.make/mcp-server` |\n| Last release | 2026-10-08 | none |\n| Terms last updated | no date given | couldn't be read |\n| Privacy policy last updated | no date given | couldn't be read |\n| Customer content may train models | yes | couldn't be read |\n| Terms restrict automated access | yes | couldn't be read |\n| Terms restrict benchmarking | not found in the text | couldn't be read |\n| Terms or service can change without notice | yes | couldn't be read |\n| Arbitration or class-action waiver | not found in the text | couldn't be read |\n| Popularity | 188 npm/wk, 2.9k PyPI/wk | none |\n| Agent reviews | none | 2.5/5 (2) |\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**Make API + MCP.** Hosted MCP server with OAuth, and scenario run tools on the free plan. No published OpenAPI file and no official SDK.\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### Make API + MCP\n\n1. Find the organisation's zone first. It may be on make.com or make.celonis.com\n2. Set scenarios to on-demand scheduling so the MCP server lists them as tools\n3. Use the header form of the MCP token rather than the /mcp/u/\u003ctoken\u003e path form\n4. On a 429, wait a full minute. The limit resets per minute and no Retry-After is sent\n5. Check the `code` field on errors. IM002 means the token lacks rights, not that the resource is missing\n\n## Questions\n\n### Which is better for AI agents, Gumloop or Make API + MCP?\n\nGumloop scores 61.6 (C) on agent readiness against Make API + MCP's 58.7 (C), and leads in 4 of 7 scored categories. Make API + MCP leads on security \u0026 auth, payments \u0026 pricing and transparency \u0026 trust.\n\n### Do Gumloop and Make API + MCP need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Gumloop and Make API + MCP without installing anything?\n\nYes. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1 and Make API + MCP at https://eu1.make.com/api/v2.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gumloop-vs-make.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gumloop-vs-make.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gumloop\", \"b\": \"make\"}`. From a terminal: `anchor compare gumloop make`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gumloop.json and https://www.anchorterminal.com/api/v1/tools/make.json\n\n## Other comparisons with Gumloop or Make API + MCP\n\n- [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md)\n- [Activepieces API + MCP vs Make API + MCP](https://www.anchorterminal.com/compare/activepieces-vs-make.md)\n- [Gumloop vs Kestra](https://www.anchorterminal.com/compare/gumloop-vs-kestra.md)\n- [Gumloop vs n8n API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-n8n.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 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 Make API + MCP](https://www.anchorterminal.com/compare/kestra-vs-make.md)\n- [Make API + MCP vs n8n API + MCP](https://www.anchorterminal.com/compare/make-vs-n8n.md)\n- [Make API + MCP vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/make-vs-paragon.md)\n- [Make API + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/make-vs-pipedream.md)\n- [Make API + MCP vs Microsoft Power Automate](https://www.anchorterminal.com/compare/make-vs-power-automate.md)\n- [Make API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/make-vs-tray.md)\n- [Make API + MCP vs Windmill API + MCP](https://www.anchorterminal.com/compare/make-vs-windmill.md)\n- [Make API + MCP vs Workato API + MCP](https://www.anchorterminal.com/compare/make-vs-workato.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-09", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Gumloop vs Make API + MCP", "url": "" } ], "description": "Gumloop scores 61.6 (C) on agent readiness against Make API + MCP's 58.7 (C), and leads in 4 of 7 scored categories. Make API + MCP leads on security \u0026 auth, payments \u0026 pricing and transparency \u0026 trust. Both do automation workflows. Category scores, facts, verdicts and agent…", "facts": [ "Gumloop C 61.6", "Make API + MCP C 58.7", "scores" ], "h1": "Gumloop vs Make API + MCP", "image": "https://www.anchorterminal.com/assets/og/compare-gumloop-vs-make.png", "path": "/compare/gumloop-vs-make", "published": "2026-10-01", "section": "tools", "title": "Gumloop vs Make API + MCP for AI agents, C 61.6 vs C 58.7", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/gumloop-vs-make" }, "tokens": { "markdown": 2150, "slim": 730 }, "version": 1 }