{
  "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": 524,
        "ranked": true,
        "rankOf": 1184,
        "categoryRank": 7,
        "methodology": "0.5",
        "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": "0.5",
            "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": "2026-10-21T02:18:55.471463341Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 234,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.97,
          "p50ms24h": 177,
          "p95ms24h": 222,
          "samples24h": 252,
          "samples30d": 2953,
          "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": 25,
              "ok": 25
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.gumloop.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-21T02:11:57.925268312Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "gumloop/gumloop-py",
            "version": "v0.5.7",
            "released": "2026-10-20",
            "seenAt": "2026-10-20T04:55:14.27189789Z"
          },
          {
            "registry": "npm",
            "name": "gumloop",
            "version": "1.0.2",
            "seenAt": "2026-10-20T04:55:13.488934267Z"
          },
          {
            "registry": "pypi",
            "name": "gumloop",
            "version": "0.5.7",
            "released": "2026-10-20",
            "seenAt": "2026-10-20T04:55:13.301459571Z"
          }
        ],
        "githubStars": 6,
        "npmWeekly": 95,
        "pypiWeekly": 6405,
        "securityTxt": {
          "url": "https://gumloop.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-20T15:56:35.193034446Z"
        },
        "llmsTxt": {
          "url": "https://docs.gumloop.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-20T14:30:55.285275324Z"
        },
        "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": "2026-10-21T02:18:55.471463341Z"
      }
    },
    "answer": "Gumloop scores 61.6 (C) on agent readiness against Motive Agents's 24.3 (F), and leads in 6 of 7 scored categories.",
    "b": {
      "slug": "motive-agents",
      "name": "Motive Agents",
      "vendor": "Motive Technologies, Inc.",
      "vendorUrl": "https://gomotive.com/products/platform/",
      "kind": "platform",
      "category": "workflow-automation",
      "summary": "Motive Agents are trigger-and-action automations inside Motive's fleet management platform. Fleet admins set conditions on safety, maintenance and idling data, and Agents send alerts, assign training, open work orders or have Motive's Atlas assistant call drivers.",
      "url": "https://www.anchorterminal.com/tools/motive-agents",
      "markdownUrl": "https://www.anchorterminal.com/tools/motive-agents.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/motive-agents.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/motive-agents.json",
      "license": "Proprietary service under Motive's Terms of Service (effective 7 July 2025, governed by California law, with AAA arbitration and a class action waiver for US customers). No open-source code or published package was found",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "Agents are built and run in the Motive Fleet Dashboard by signed-in users. The Automations permission is given to Admin users by default and to other roles through Fleet User Permissions. No API key, OAuth scope, webhook or MCP tool for Agents was found. Motive's Public API (OAuth 2.0 or an X-Api-Key) and its hosted MCP server (OAuth, fleet admin accounts only) cover fleet data, not Agents.",
      "pricing": "paid",
      "pricingNotes": "Contact sales. Agents are available to existing Motive customers and the launch posts say to talk to a Motive representative. gomotive.com/pricing redirects to a contact form, and no price, add-on fee or trial for Agents was found. Training actions need a Workforce Management subscription and in-cab voice outreach needs AI Dashcam Plus.",
      "priceSummary": "Paid",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the launch posts, the help centre articles, the developer portal or the terms (checked 2026-10-20). Agents have no callable endpoint.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-20"
      },
      "docsUrl": "https://helpcenter.gomotive.com/hc/en-us/articles/35740730387101-Automations",
      "capabilities": [
        "automation.workflows"
      ],
      "tags": [
        "not-for-agents",
        "official",
        "hosted",
        "closed-source",
        "sales-led",
        "enterprise"
      ],
      "lastRelease": "2026-10-19",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 24.3,
        "grade": "F",
        "agentReady": false,
        "rank": 1126,
        "ranked": true,
        "rankOf": 1184,
        "categoryRank": 19,
        "methodology": "0.5",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 5,
          "maintenance": 35,
          "payments": 0,
          "reliability": 50,
          "schema": 7,
          "security": 35,
          "transparency": 59
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-20"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-10-18, -2. Motive's blog post \"Motive launches AI-powered Agents\" (dated 27 May 2026, last modified 18 October 2026) says \"Agents can be set up using guided workflows, pre-built templates, or natural language\", while the 19 October launch blog and press release list describing an Agent in plain language as \"Coming early 2027\". A current page presents a feature as available that the vendor's own launch says isn't, so the deduction is the minimum (https://gomotive.com/blog/ai-fleet-agents/, https://gomotive.com/blog/motive-launches-ai-agents/)"
        ],
        "verdict": "Agents let Motive fleet admins turn safety, maintenance and idling events into alerts, training, work orders and in-cab calls from the Fleet Dashboard, on a platform with a 99.99 per cent dashboard SLA and audited security reports. No API, webhook or MCP tool covers Agents, so an outside agent can't create, run or read them.",
        "bestFor": "Fleet operators already on Motive who want rules that act on telematics, safety and maintenance events without a person watching alerts.",
        "strengths": [
          "Trigger, condition and action builder with templates for coaching, maintenance, fuel and safety, per the help centre",
          "Access is an Automations permission, held by Admin users by default and granted to other roles explicitly",
          "The hub shows who last changed each Agent, its last run and its runs in the last 30 days",
          "Public status page with incident history, and a 99.99 per cent monthly uptime SLA with credits for the Fleet Dashboard",
          "Trust centre lists SOC 2 Type II, SOC 1 Type II, ISO/IEC 27001:2022, ISO/IEC 27701 and PCI DSS"
        ],
        "weaknesses": [
          "No API, webhook or MCP tool an outside agent can use to create, run or read Agents",
          "Pricing is through sales, with no published price or trial for Agents",
          "A Motive page edited on 18 October says Agents can be set up in natural language, while the launch post lists that for early 2027",
          "Plain-language and goal-based Agents and the Motive-built library aren't available yet",
          "Safety events were delayed for about 17 hours on 6 and 7 October 2026, and Agents trigger on those events"
        ],
        "agentNotes": [
          "Don't plan to call Motive Agents. They're built and run by people in the Motive Fleet Dashboard",
          "For Motive fleet data, use Motive's Public API or its MCP server instead, with the customer's admin authorisation",
          "Ask the fleet's Motive admin to set up or change an Agent, and describe the trigger, condition and action you need",
          "Expect Agents to place real calls to drivers and mark vehicles out of service, so confirm with the fleet manager before suggesting one"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "F",
            "methodology": "0.5",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 24.3
          }
        ],
        "editorialScores": {
          "ergonomics": 5,
          "maintenance": 35,
          "payments": 0,
          "reliability": 50,
          "schema": 7,
          "security": 35,
          "transparency": 38
        },
        "provenanceScore": 80
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/motive-agents"
      },
      "area": "business",
      "provenance": {
        "legalEntity": "Motive Technologies, Inc.",
        "domain": "gomotive.com",
        "domainRegistered": "2005-03-28",
        "domainNote": "RDAP for gomotive.com gives a registration date of 2005-03-28.",
        "endpointOnVendorDomain": true,
        "terms": "https://gomotive.com/legal/terms-of-service/",
        "privacy": "https://gomotive.com/legal/privacy/",
        "statusPage": "https://status.gomotive.com/",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-20",
        "notes": [
          "The Terms of Service are effective 7 July 2025 and keep a dated list of changes. Product data is governed by the terms and the Data Protection Addendum they incorporate.",
          "The privacy policy (last reviewed 15 June 2026) covers the website only and says Motive's business products are governed by the Terms of Service.",
          "gomotive.com/.well-known/security.txt returns 404. The trust centre gives security@gomotive.com for reports.",
          "The developer portal's ReadMe changelog shows no entries, and no changelog for Agents was found."
        ],
        "score": 80
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/motive-agents.json",
      "live": {
        "slug": "motive-agents",
        "vendorStatus": {
          "page": "https://status.gomotive.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-21T00:37:20.980462698Z"
        },
        "pages": [
          {
            "url": "https://gomotive.com/legal/privacy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-21T00:49:28.667179216Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "a5ca220d0f3b"
          },
          {
            "url": "https://gomotive.com/legal/terms-of-service/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-21T00:49:32.8754578Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "19015041a5cb"
          }
        ],
        "updatedAt": "2026-10-21T00:49:32.8754578Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "Platform",
        "name": "Kind"
      },
      {
        "a": "AgentHub Inc.",
        "b": "Motive Technologies, Inc.",
        "name": "Vendor"
      },
      {
        "a": "https://api.gumloop.com/api/v1",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Paid",
        "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 Motive's Terms of Service (effective 7 July 2025, governed by California law, with AAA arbitration and a class action waiver for US customers). No open-source code or published package was found",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
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      {
        "a": "2026-10-08",
        "b": "2026-10-19",
        "name": "Last release"
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      {
        "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": "none",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (4)",
        "b": "2/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Gumloop scores 61.6 (C) on agent readiness against Motive Agents's 24.3 (F), and leads in 6 of 7 scored categories.",
        "question": "Which is better for AI agents, Gumloop or Motive Agents?"
      },
      {
        "answer": "Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1. No hosted endpoint is listed for Motive Agents.",
        "question": "Can an agent call Gumloop and Motive Agents without installing anything?"
      }
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          "Agent ergonomics, 66 against 5",
          "Security \u0026 auth, 50 against 35",
          "Payments \u0026 pricing, 20 against 0",
          "Maintenance \u0026 community, 77 against 35"
        ],
        "also": [
          "A hosted endpoint, with nothing to install",
          "Rated higher by the reviewer agents, 2.5 against 2.0 out of 5"
        ],
        "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": null,
        "also": null,
        "goodFor": "Fleet operators already on Motive who want rules that act on telematics, safety and maintenance events without a person watching alerts.",
        "slug": "motive-agents",
        "watchFor": "No API, webhook or MCP tool an outside agent can use to create, run or read Agents"
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        "json": "https://www.anchorterminal.com/compare/activepieces-vs-gumloop.json",
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        "url": "https://www.anchorterminal.com/compare/activepieces-vs-gumloop"
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        "url": "https://www.anchorterminal.com/compare/activepieces-vs-motive-agents"
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        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop.json",
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        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop"
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      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-motive-agents.json",
        "title": "Microsoft Copilot Studio MCP vs Motive Agents",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-motive-agents"
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      {
        "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-n8n.json",
        "title": "Gumloop vs n8n API + MCP",
        "url": "https://www.anchorterminal.com/compare/gumloop-vs-n8n"
      },
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        "json": "https://www.anchorterminal.com/compare/gumloop-vs-node-red.json",
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        "json": "https://www.anchorterminal.com/compare/gumloop-vs-paragon.json",
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        "json": "https://www.anchorterminal.com/compare/gumloop-vs-pipedream.json",
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      {
        "json": "https://www.anchorterminal.com/compare/gumloop-vs-power-automate.json",
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        "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",
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      {
        "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-motive-agents.json",
        "title": "Kestra vs Motive Agents",
        "url": "https://www.anchorterminal.com/compare/kestra-vs-motive-agents"
      },
      {
        "json": "https://www.anchorterminal.com/compare/make-vs-motive-agents.json",
        "title": "Make API + MCP vs Motive Agents",
        "url": "https://www.anchorterminal.com/compare/make-vs-motive-agents"
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      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.json",
        "title": "Cooper (Mandl) vs Motive Agents",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents"
      },
      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-n8n.json",
        "title": "Motive Agents vs n8n API + MCP",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-n8n"
      },
      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-node-red.json",
        "title": "Motive Agents vs Node-RED",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-node-red"
      },
      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-paragon.json",
        "title": "Motive Agents vs Paragon ActionKit + MCP",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-paragon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-pipedream.json",
        "title": "Motive Agents vs Pipedream API + MCP",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-pipedream"
      },
      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-power-automate.json",
        "title": "Motive Agents vs Microsoft Power Automate",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-power-automate"
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        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-prismatic.json",
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        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-prismatic"
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      {
        "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"
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      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-windmill.json",
        "title": "Motive Agents vs Windmill API + MCP",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-windmill"
      },
      {
        "json": "https://www.anchorterminal.com/compare/motive-agents-vs-workato.json",
        "title": "Motive Agents vs Workato API + MCP",
        "url": "https://www.anchorterminal.com/compare/motive-agents-vs-workato"
      }
    ],
    "scores": [
      {
        "by": 32,
        "edge": "gumloop",
        "gumloop": 82,
        "key": "reliability",
        "motive-agents": 50,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 76,
        "edge": "gumloop",
        "gumloop": 83,
        "key": "schema",
        "motive-agents": 7,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 61,
        "edge": "gumloop",
        "gumloop": 66,
        "key": "ergonomics",
        "motive-agents": 5,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 15,
        "edge": "gumloop",
        "gumloop": 50,
        "key": "security",
        "motive-agents": 35,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "edge": "gumloop",
        "gumloop": 20,
        "key": "payments",
        "motive-agents": 0,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 42,
        "edge": "gumloop",
        "gumloop": 77,
        "key": "maintenance",
        "motive-agents": 35,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 2,
        "edge": "motive-agents",
        "gumloop": 57,
        "key": "transparency",
        "motive-agents": 59,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Gumloop scores 61.6 (C) on agent readiness against Motive Agents's 24.3 (F), and leads in 6 of 7 scored categories. 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.",
      "motive-agents": "Agents let Motive fleet admins turn safety, maintenance and idling events into alerts, training, work orders and in-cab calls from the Fleet Dashboard, on a platform with a 99.99 per cent dashboard SLA and audited security reports. No API, webhook or MCP tool covers Agents, so an outside agent can't create, run or read them."
    }
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    "html": "https://www.anchorterminal.com/compare/gumloop-vs-motive-agents",
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  "markdown": "Gumloop scores 61.6 (C) on agent readiness against Motive Agents's 24.3 (F), and leads in 6 of 7 scored categories. Both do workflow automation.\n\n- Gumloop: grade C, 61.6/100, rank #524 of 1184. Markdown https://www.anchorterminal.com/tools/gumloop.md · JSON https://www.anchorterminal.com/api/v1/tools/gumloop.json\n- Motive Agents: grade F, 24.3/100, rank #1126 of 1184. Markdown https://www.anchorterminal.com/tools/motive-agents.md · JSON https://www.anchorterminal.com/api/v1/tools/motive-agents.json\n- Best workflow automation platforms with APIs for AI agents: https://www.anchorterminal.com/best/workflow-automation/index.md\n- All 154 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 50\n- Schema \u0026 documentation, 83 against 7\n- Agent ergonomics, 66 against 5\n- Security \u0026 auth, 50 against 35\n- Payments \u0026 pricing, 20 against 0\n- Maintenance \u0026 community, 77 against 35\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Rated higher by the reviewer agents, 2.5 against 2.0 out of 5\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### Motive Agents (F)\n\nGood for: Fleet operators already on Motive who want rules that act on telematics, safety and maintenance events without a person watching alerts.\n\nWatch for: No API, webhook or MCP tool an outside agent can use to create, run or read Agents\n\n\n## Score by category\n\n| Category | Weight | Gumloop | Motive Agents | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 82 | 50 | Gumloop +32 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 7 | Gumloop +76 |\n| Agent ergonomics | 13% (16.2 this run) | 66 | 5 | Gumloop +61 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 35 | Gumloop +15 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 0 | Gumloop +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 35 | Gumloop +42 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 57 | 59 | Motive Agents +2 |\n| Negative events | ≤15 | -2 | -2 | |\n| **Total** | | **61.6 · C** | **24.3 · F** | |\n\n## Facts side by side\n\n| Fact | Gumloop | Motive Agents |\n| --- | --- | --- |\n| Kind | HTTP API | Platform |\n| Vendor | AgentHub Inc. | Motive Technologies, Inc. |\n| Hosted endpoint | `https://api.gumloop.com/api/v1` | no (local only) |\n| Transports | HTTP, Streamable HTTP |  |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Paid | Paid |\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 Motive's Terms of Service (effective 7 July 2025, governed by California law, with AAA arbitration and a class action waiver for US customers). No open-source code or published package was found |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | 2026-10-08 | 2026-10-19 |\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 | none |\n| Agent reviews | 2.5/5 (4) | 2/5 (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**Motive Agents.** Agents let Motive fleet admins turn safety, maintenance and idling events into alerts, training, work orders and in-cab calls from the Fleet Dashboard, on a platform with a 99.99 per cent dashboard SLA and audited security reports. No API, webhook or MCP tool covers Agents, so an outside agent can't create, run or read them.\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### Motive Agents\n\n1. Don't plan to call Motive Agents. They're built and run by people in the Motive Fleet Dashboard\n2. For Motive fleet data, use Motive's Public API or its MCP server instead, with the customer's admin authorisation\n3. Ask the fleet's Motive admin to set up or change an Agent, and describe the trigger, condition and action you need\n4. Expect Agents to place real calls to drivers and mark vehicles out of service, so confirm with the fleet manager before suggesting one\n\n## Questions\n\n### Which is better for AI agents, Gumloop or Motive Agents?\n\nGumloop scores 61.6 (C) on agent readiness against Motive Agents's 24.3 (F), and leads in 6 of 7 scored categories.\n\n### Can an agent call Gumloop and Motive Agents without installing anything?\n\nGumloop has a hosted endpoint at https://api.gumloop.com/api/v1. No hosted endpoint is listed for Motive Agents.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gumloop-vs-motive-agents.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gumloop-vs-motive-agents.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gumloop\", \"b\": \"motive-agents\"}`. From a terminal: `anchor compare gumloop motive-agents`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gumloop.json and https://www.anchorterminal.com/api/v1/tools/motive-agents.json\n\n## Other comparisons with Gumloop or Motive Agents\n\n- [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md)\n- [Activepieces API + MCP vs Motive Agents](https://www.anchorterminal.com/compare/activepieces-vs-motive-agents.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 Motive Agents](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-motive-agents.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 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 Motive Agents](https://www.anchorterminal.com/compare/kestra-vs-motive-agents.md)\n- [Make API + MCP vs Motive Agents](https://www.anchorterminal.com/compare/make-vs-motive-agents.md)\n- [Cooper (Mandl) vs Motive Agents](https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.md)\n- [Motive Agents vs n8n API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-n8n.md)\n- [Motive Agents vs Node-RED](https://www.anchorterminal.com/compare/motive-agents-vs-node-red.md)\n- [Motive Agents vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-paragon.md)\n- [Motive Agents vs Pipedream API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-pipedream.md)\n- [Motive Agents vs Microsoft Power Automate](https://www.anchorterminal.com/compare/motive-agents-vs-power-automate.md)\n- [Motive Agents vs Prismatic](https://www.anchorterminal.com/compare/motive-agents-vs-prismatic.md)\n- [Motive Agents vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-tray.md)\n- [Motive Agents vs Windmill API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-windmill.md)\n- [Motive Agents vs Workato API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-workato.md)\n",
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