{
  "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 Cooper (Mandl)'s 16.4 (F), and leads in every scored category.",
    "b": {
      "slug": "mandl-cooper",
      "name": "Cooper (Mandl)",
      "vendor": "Cooper AI Tech, Inc. (a Mandl company)",
      "vendorUrl": "https://www.askcooper.ai",
      "kind": "platform",
      "category": "workflow-automation",
      "summary": "Cooper is an AI coworker for commercial insurance offices that reads submission documents, fills ACORD forms and carrier supplements, compares quotes and drafts proposals. It's used by people through a web workspace, with a self-serve Lite plan for small agencies.",
      "url": "https://www.anchorterminal.com/tools/mandl-cooper",
      "markdownUrl": "https://www.anchorterminal.com/tools/mandl-cooper.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/mandl-cooper.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/mandl-cooper.json",
      "license": "Proprietary service. The site's Terms of Use (July 2026) are Cooper AI Tech, Inc.'s and say the Services are governed by a Master Services Agreement and Order Form, which aren't public. No open-source code or published package was found",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "People sign in to a web workspace at workspace.askcooper.ai. Cooper Lite starts with a browser signup, and full Cooper through a demo and a sales contract. No public API, MCP server, webhooks, API keys or token scopes were found on askcooper.ai or mandl.ai (checked 2026-10-20).",
      "pricing": "paid",
      "pricingNotes": "Cooper Lite is $99 a month introductory, regularly $499, for up to 5 users with limited monthly usage (limits not yet published), month-to-month, no setup fee and a 7-day money-back guarantee. Full Cooper, with AMS, rater and carrier-portal integrations, is priced through sales (https://www.askcooper.ai/lite/compare).",
      "priceSummary": "$99 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on askcooper.ai, its llms.txt or the Lite pricing pages (checked 2026-10-20). There is no API to pay for.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-20"
      },
      "llmsTxt": "https://www.askcooper.ai/llms.txt",
      "capabilities": [
        "automation.workflows",
        "docs.extract",
        "pdf.forms"
      ],
      "tags": [
        "not-for-agents",
        "hosted",
        "closed-source",
        "paid",
        "llms-txt",
        "enterprise"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 16.4,
        "grade": "F",
        "agentReady": false,
        "rank": 1149,
        "ranked": true,
        "rankOf": 1184,
        "categoryRank": 20,
        "methodology": "0.5",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 5,
          "maintenance": 33,
          "payments": 10,
          "reliability": 15,
          "schema": 15,
          "security": 18,
          "transparency": 33
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-20"
        },
        "negative": 0,
        "verdict": "Cooper prepares commercial insurance submissions, quote comparisons and proposals for people in its web workspace, with a published self-serve price for small agencies. It has no API, MCP server or webhooks for an outside agent, and its SOC 2 and HIPAA claims come with no report and apply only to full Cooper.",
        "bestFor": "Commercial P\u0026C agencies, wholesale brokers, MGAs and claims TPAs that want submissions, ACORDs, quote comparisons and proposals prepared for staff to review.",
        "strengths": [
          "Self-serve Cooper Lite with a public price, month-to-month billing and a 7-day money-back guarantee",
          "The Lite comparison page states plainly what Lite leaves out, namely AMS integrations, carrier portals, SOC 2, HIPAA, RBAC and audit logs",
          "Privacy policy (July 2026) says customer data and PHI aren't used for AI training, and describes HIPAA business associate handling",
          "Applied Certified Partner for Applied Epic since 28 September 2026",
          "Each extracted field is traced back to its source document, per the Lite page"
        ],
        "weaknesses": [
          "No API, MCP server, webhooks or documented email address an outside agent can use",
          "No status page, changelog, rate limits or SLA found",
          "SOC 2 Type II and HIPAA claimed with no report or auditor named, and not included in Lite",
          "The service agreement (MSA) isn't public, and no subscription terms for Lite were found on public pages",
          "Lite usage limits exist but aren't published yet"
        ],
        "agentNotes": [
          "Don't plan to call Cooper from another agent. It's operated by people in its web workspace",
          "If a user's agency uses Cooper, hand them the account documents to forward to Cooper themselves",
          "Don't send client insurance data or PHI to Cooper without the agency's signed agreement and, for PHI, a business associate agreement"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "F",
            "methodology": "0.5",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 16.4
          }
        ],
        "editorialScores": {
          "ergonomics": 5,
          "maintenance": 33,
          "payments": 10,
          "reliability": 15,
          "schema": 15,
          "security": 18,
          "transparency": 25
        },
        "provenanceScore": 40
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/mandl-cooper"
      },
      "area": "business",
      "unitPrices": [
        {
          "item": "Cooper Lite, up to 5 users, introductory price",
          "unit": "month",
          "usd": 99,
          "note": "regular price $499 a month. Limited monthly usage, limits not yet published. Full Cooper priced through sales"
        }
      ],
      "provenance": {
        "legalEntity": "Cooper AI Tech, Inc.",
        "domain": "askcooper.ai",
        "domainRegistered": "",
        "endpointOnVendorDomain": false,
        "terms": "https://www.askcooper.ai/terms",
        "privacy": "https://www.askcooper.ai/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-20",
        "notes": [
          "The Terms of Use (effective and last updated July 2026) name Cooper AI Tech, Inc. and cover the website. The Services are governed by a Master Services Agreement and Order Form, which aren't public.",
          "The privacy policy (last updated July 2026) names Cooper AI Tech, Inc. and its affiliates, with privacy@askcooper.ai as the contact.",
          "Mandl's about page names Cooper as one of its three operating companies, alongside Nirvana and Vega. mandl.ai has its own terms and privacy pages, not read for this listing.",
          "askcooper.ai/.well-known/security.txt answers 200 with the site's home page, so there is no security.txt.",
          "No status page or changelog was found. The blog (Transmissions) began on 14 September 2026.",
          "Domain registration was not checked."
        ],
        "score": 40
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/mandl-cooper.json",
      "live": {
        "slug": "mandl-cooper",
        "pages": [
          {
            "url": "https://www.askcooper.ai/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-21T00:59:36.847823231Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "2108b1fc0b78"
          },
          {
            "url": "https://www.askcooper.ai/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-21T00:59:39.474870407Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "f49d7229eb36"
          }
        ],
        "updatedAt": "2026-10-21T00:59:39.474870407Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "Platform",
        "name": "Kind"
      },
      {
        "a": "AgentHub Inc.",
        "b": "Cooper AI Tech, Inc. (a Mandl company)",
        "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. The site's Terms of Use (July 2026) are Cooper AI Tech, Inc.'s and say the Services are governed by a Master Services Agreement and Order Form, which aren't public. No open-source code or published package was found",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-08",
        "b": "none",
        "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": "none",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (4)",
        "b": "2.3/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Gumloop scores 61.6 (C) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in every scored category.",
        "question": "Which is better for AI agents, Gumloop or Cooper (Mandl)?"
      },
      {
        "answer": "Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1. No hosted endpoint is listed for Cooper (Mandl).",
        "question": "Can an agent call Gumloop and Cooper (Mandl) without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 82 against 15",
          "Schema \u0026 documentation, 83 against 15",
          "Agent ergonomics, 66 against 5",
          "Security \u0026 auth, 50 against 18",
          "Payments \u0026 pricing, 20 against 10",
          "Maintenance \u0026 community, 77 against 33",
          "Transparency \u0026 trust, 57 against 33"
        ],
        "also": [
          "A hosted endpoint, with nothing to install"
        ],
        "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": "Commercial P\u0026C agencies, wholesale brokers, MGAs and claims TPAs that want submissions, ACORDs, quote comparisons and proposals prepared for staff to review.",
        "slug": "mandl-cooper",
        "watchFor": "No API, MCP server, webhooks or documented email address an outside agent can use"
      }
    ],
    "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-mandl-cooper.json",
        "title": "Activepieces API + MCP vs Cooper (Mandl)",
        "url": "https://www.anchorterminal.com/compare/activepieces-vs-mandl-cooper"
      },
      {
        "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-mandl-cooper.json",
        "title": "Microsoft Copilot Studio MCP vs Cooper (Mandl)",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-mandl-cooper"
      },
      {
        "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-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-mandl-cooper.json",
        "title": "Kestra vs Cooper (Mandl)",
        "url": "https://www.anchorterminal.com/compare/kestra-vs-mandl-cooper"
      },
      {
        "json": "https://www.anchorterminal.com/compare/make-vs-mandl-cooper.json",
        "title": "Make API + MCP vs Cooper (Mandl)",
        "url": "https://www.anchorterminal.com/compare/make-vs-mandl-cooper"
      },
      {
        "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/mandl-cooper-vs-n8n.json",
        "title": "Cooper (Mandl) vs n8n API + MCP",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-n8n"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-node-red.json",
        "title": "Cooper (Mandl) vs Node-RED",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-node-red"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-paragon.json",
        "title": "Cooper (Mandl) vs Paragon ActionKit + MCP",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-paragon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-pipedream.json",
        "title": "Cooper (Mandl) vs Pipedream API + MCP",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-pipedream"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-power-automate.json",
        "title": "Cooper (Mandl) vs Microsoft Power Automate",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-power-automate"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-prismatic.json",
        "title": "Cooper (Mandl) vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-tray.json",
        "title": "Cooper (Mandl) vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-windmill.json",
        "title": "Cooper (Mandl) vs Windmill API + MCP",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-windmill"
      },
      {
        "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-workato.json",
        "title": "Cooper (Mandl) vs Workato API + MCP",
        "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-workato"
      }
    ],
    "scores": [
      {
        "by": 67,
        "edge": "gumloop",
        "gumloop": 82,
        "key": "reliability",
        "mandl-cooper": 15,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 68,
        "edge": "gumloop",
        "gumloop": 83,
        "key": "schema",
        "mandl-cooper": 15,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 61,
        "edge": "gumloop",
        "gumloop": 66,
        "key": "ergonomics",
        "mandl-cooper": 5,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 32,
        "edge": "gumloop",
        "gumloop": 50,
        "key": "security",
        "mandl-cooper": 18,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 10,
        "edge": "gumloop",
        "gumloop": 20,
        "key": "payments",
        "mandl-cooper": 10,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 44,
        "edge": "gumloop",
        "gumloop": 77,
        "key": "maintenance",
        "mandl-cooper": 33,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 24,
        "edge": "gumloop",
        "gumloop": 57,
        "key": "transparency",
        "mandl-cooper": 33,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Gumloop scores 61.6 (C) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in every scored category. 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.",
      "mandl-cooper": "Cooper prepares commercial insurance submissions, quote comparisons and proposals for people in its web workspace, with a published self-serve price for small agencies. It has no API, MCP server or webhooks for an outside agent, and its SOC 2 and HIPAA claims come with no report and apply only to full Cooper."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper",
    "json": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.min.md"
  },
  "markdown": "Gumloop scores 61.6 (C) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in every scored category. 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- Cooper (Mandl): grade F, 16.4/100, rank #1149 of 1184. Markdown https://www.anchorterminal.com/tools/mandl-cooper.md · JSON https://www.anchorterminal.com/api/v1/tools/mandl-cooper.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 15\n- Schema \u0026 documentation, 83 against 15\n- Agent ergonomics, 66 against 5\n- Security \u0026 auth, 50 against 18\n- Payments \u0026 pricing, 20 against 10\n- Maintenance \u0026 community, 77 against 33\n- Transparency \u0026 trust, 57 against 33\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\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### Cooper (Mandl) (F)\n\nGood for: Commercial P\u0026C agencies, wholesale brokers, MGAs and claims TPAs that want submissions, ACORDs, quote comparisons and proposals prepared for staff to review.\n\nWatch for: No API, MCP server, webhooks or documented email address an outside agent can use\n\n\n## Score by category\n\n| Category | Weight | Gumloop | Cooper (Mandl) | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 82 | 15 | Gumloop +67 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 15 | Gumloop +68 |\n| Agent ergonomics | 13% (16.2 this run) | 66 | 5 | Gumloop +61 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 18 | Gumloop +32 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 10 | Gumloop +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 33 | Gumloop +44 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 57 | 33 | Gumloop +24 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **61.6 · C** | **16.4 · F** | |\n\n## Facts side by side\n\n| Fact | Gumloop | Cooper (Mandl) |\n| --- | --- | --- |\n| Kind | HTTP API | Platform |\n| Vendor | AgentHub Inc. | Cooper AI Tech, Inc. (a Mandl company) |\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. The site's Terms of Use (July 2026) are Cooper AI Tech, Inc.'s and say the Services are governed by a Master Services Agreement and Order Form, which aren't public. No open-source code or published package was found |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-08 | none |\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) | 2.3/5 (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**Cooper (Mandl).** Cooper prepares commercial insurance submissions, quote comparisons and proposals for people in its web workspace, with a published self-serve price for small agencies. It has no API, MCP server or webhooks for an outside agent, and its SOC 2 and HIPAA claims come with no report and apply only to full Cooper.\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### Cooper (Mandl)\n\n1. Don't plan to call Cooper from another agent. It's operated by people in its web workspace\n2. If a user's agency uses Cooper, hand them the account documents to forward to Cooper themselves\n3. Don't send client insurance data or PHI to Cooper without the agency's signed agreement and, for PHI, a business associate agreement\n\n## Questions\n\n### Which is better for AI agents, Gumloop or Cooper (Mandl)?\n\nGumloop scores 61.6 (C) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in every scored category.\n\n### Can an agent call Gumloop and Cooper (Mandl) without installing anything?\n\nGumloop has a hosted endpoint at https://api.gumloop.com/api/v1. No hosted endpoint is listed for Cooper (Mandl).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gumloop\", \"b\": \"mandl-cooper\"}`. From a terminal: `anchor compare gumloop mandl-cooper`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gumloop.json and https://www.anchorterminal.com/api/v1/tools/mandl-cooper.json\n\n## Other comparisons with Gumloop or Cooper (Mandl)\n\n- [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md)\n- [Activepieces API + MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/activepieces-vs-mandl-cooper.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 Cooper (Mandl)](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-mandl-cooper.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 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 Cooper (Mandl)](https://www.anchorterminal.com/compare/kestra-vs-mandl-cooper.md)\n- [Make API + MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/make-vs-mandl-cooper.md)\n- [Cooper (Mandl) vs Motive Agents](https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.md)\n- [Cooper (Mandl) vs n8n API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-n8n.md)\n- [Cooper (Mandl) vs Node-RED](https://www.anchorterminal.com/compare/mandl-cooper-vs-node-red.md)\n- [Cooper (Mandl) vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-paragon.md)\n- [Cooper (Mandl) vs Pipedream API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-pipedream.md)\n- [Cooper (Mandl) vs Microsoft Power Automate](https://www.anchorterminal.com/compare/mandl-cooper-vs-power-automate.md)\n- [Cooper (Mandl) vs Prismatic](https://www.anchorterminal.com/compare/mandl-cooper-vs-prismatic.md)\n- [Cooper (Mandl) vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-tray.md)\n- [Cooper (Mandl) vs Windmill API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-windmill.md)\n- [Cooper (Mandl) vs Workato API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-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": "0.5",
    "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 Cooper (Mandl)",
        "url": ""
      }
    ],
    "description": "Gumloop scores 61.6 (C) to Cooper's 16.4 (F) for workflow automation. Prices, MCP, x402, uptime and agent notes side by side.",
    "facts": [
      "Gumloop C 61.6",
      "Cooper (Mandl) F 16.4",
      "scores"
    ],
    "h1": "Gumloop vs Cooper (Mandl)",
    "image": "https://www.anchorterminal.com/assets/og/compare-gumloop-vs-mandl-cooper.png",
    "path": "/compare/gumloop-vs-mandl-cooper",
    "published": "2026-10-01",
    "section": "tools",
    "title": "Gumloop vs Cooper for AI agents in 2026: scores and prices",
    "toc": null,
    "updated": "2026-10-20",
    "url": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper"
  },
  "tokens": {
    "markdown": 2500,
    "slim": 730
  },
  "version": 1
}