{
  "data": {
    "a": {
      "slug": "copilot-studio-mcp",
      "name": "Microsoft Copilot Studio MCP",
      "vendor": "Microsoft",
      "vendorUrl": "https://learn.microsoft.com/en-us/microsoft-copilot-studio/",
      "kind": "mcp",
      "category": "workflow-automation",
      "summary": "Microsoft's official MCP server for Copilot Studio, a local stdio bridge run with npx. After Microsoft work-account sign-in it exposes Copilot Studio's hosted tools for building, testing and monitoring agents and workflows, and for connector setup.",
      "url": "https://www.anchorterminal.com/tools/copilot-studio-mcp",
      "markdownUrl": "https://www.anchorterminal.com/tools/copilot-studio-mcp.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/copilot-studio-mcp.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/copilot-studio-mcp.json",
      "repo": "https://github.com/microsoft/copilot-studio-mcp",
      "license": "No licence in the npm package. The GitHub repository's LICENSE is MIT, but the repository holds no source code",
      "transports": [
        "stdio"
      ],
      "packages": [
        {
          "registry": "npm",
          "name": "@microsoft/copilot-studio-mcp"
        }
      ],
      "auth": "oauth",
      "authNotes": "Microsoft Entra ID sign-in with a work or school account, in the browser through a localhost redirect, using a fixed public client (the VS Code client, `51f81489-12ee-4a9e-aaae-a2591f45987d`). Client-ID and tenant overrides are not supported, and personal Microsoft accounts are refused. The bridge requests delegated Power Platform API scopes per step, which are `EnvironmentManagement.Environments.Read` for discovery, `CopilotFlows.ChatAssistant.Execute` for the Copilot Studio service, and `Connectivity.Connectors.Read`, `Connectivity.Connections.Read` and `Connectivity.Connections.Write` for connector setup. Tokens stay in process memory and are discarded on sign-out or exit, so each restart needs a new sign-in. No device-code or service-principal route was found in the package (checked 2026-10-17). The README says installing the package grants no licence, tenant consent or environment permission.",
      "pricing": "usage",
      "pricingNotes": "The package is free. Use of Copilot Studio is measured in Copilot Credits, sold as tenant-wide packs of 25,000 credits at $200.00 a pack a month, as a pay-as-you-go meter billed to an Azure subscription, or as a one-year prepurchase plan, per Microsoft's pricing page. For agents, workflows and apps on the GitHub Copilot harness, credits are charged from the moment building starts, including previews, tests and evaluations, and credits per task vary. An individual can sign up for a Copilot Studio trial with a work account, but the trial article covers the standard harness and trial agents can't be published. No card requirement was stated on the pages read (checked 2026-10-17).",
      "priceSummary": "$200 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the package source, README, pricing page or billing docs (checked 2026-10-17). Credits are bought through Microsoft licensing or an Azure subscription.",
        "endpoints": []
      },
      "toolCount": 14,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://www.npmjs.com/package/@microsoft/copilot-studio-mcp",
      "registryName": "com.microsoft/copilot-studio",
      "capabilities": [
        "automation.workflows",
        "automation.apps"
      ],
      "tags": [
        "official",
        "mcp",
        "local",
        "npm",
        "oauth",
        "entra-id",
        "enterprise",
        "usage-priced",
        "new"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 53.1,
        "grade": "D",
        "agentReady": false,
        "rank": 798,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 16,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 62,
          "maintenance": 55,
          "payments": 20,
          "reliability": 46,
          "schema": 53,
          "security": 70,
          "transparency": 65
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "Entra sign-in with per-resource scopes, tokens kept only in memory, and a plan-then-confirm step before connector writes. The package is a day old, the linked MIT repository holds no source, no changelog or support channel exists, the five cloud tools' schemas are visible only after sign-in, and workflow tests run live workflows billed in Copilot Credits.",
        "bestFor": "Teams already on Copilot Studio that want a coding agent or CLI to build, test, deploy and monitor Copilot Studio agents and workflows, and to set up their connectors.",
        "strengths": [
          "Microsoft Entra sign-in with delegated Power Platform scopes requested per step, tokens held only in memory and personal accounts refused",
          "Connector setup is split into a read-only plan and a write that needs the plan ID and `confirm: true`",
          "All nine local tools carry readOnlyHint, destructiveHint and idempotentHint annotations, and the connector write is marked destructive",
          "Errors say whether a write may have completed and whether a retry is safe, with distinct network cause codes",
          "Listed in the official MCP registry under the DNS-verified `com.microsoft` namespace"
        ],
        "weaknesses": [
          "First published on 16 October 2026, with two releases and no release notes or changelog",
          "The repository holds no source, and the npm package carries no licence, so the MIT label covers only an empty repository",
          "The five service tools are dispatchers taking `action` and `parameters`, and their schemas are readable only after sign-in",
          "No headless sign-in. Each restart needs a browser sign-in with a work account",
          "SUPPORT.md is Microsoft's unedited template, so no support channel is named"
        ],
        "agentNotes": [
          "Call `copilot_studio_status` first and reuse a ready session. Don't reconnect or reselect an environment to start a new task",
          "Read an action's contract with `discover_resources` and `action=describe_actions` before building unfamiliar `parameters`",
          "Ask the person before testing a workflow. Tests run published, enabled workflows and can have real effects",
          "Never retry an uncertain write. Inspect the agent, workflow or connection first, as the error text says",
          "Expect a browser sign-in after every restart. Tell the person a window is opening and never ask for credentials in chat"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 53.1
          }
        ],
        "editorialScores": {
          "ergonomics": 62,
          "maintenance": 55,
          "payments": 20,
          "reliability": 46,
          "schema": 53,
          "security": 70,
          "transparency": 47
        },
        "provenanceScore": 83
      },
      "connect": {
        "install": "npx -y @microsoft/copilot-studio-mcp@latest",
        "config": {
          "mcpServers": {
            "copilot-studio-mcp": {
              "args": [
                "-y",
                "@microsoft/copilot-studio-mcp@latest"
              ],
              "command": "npx"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/copilot-studio-mcp"
      },
      "sameCompany": [
        "azure-foundry-fine-tuning",
        "azure-ai-content-safety",
        "azure-speech-to-text",
        "azure-text-to-speech",
        "microsoft-agent-framework",
        "microsoft-execution-containers",
        "microsoft-entra-agent-id",
        "azure-key-vault",
        "azure-document-intelligence",
        "azure-devops-mcp",
        "microsoft-learn-mcp",
        "playwright-mcp",
        "azure-mcp",
        "azure-maps",
        "azure-translator",
        "microsoft-graph-calendar",
        "azure-blob-storage",
        "onedrive-sharepoint",
        "microsoft-teams",
        "dynamics-365-sales",
        "power-automate",
        "foundry-local",
        "microsoft-decision-1",
        "microsoft-advertising-api",
        "microsoft-excel-graph",
        "outlook-mail-graph",
        "microsoft-graph-people"
      ],
      "area": "business",
      "unitPrices": [
        {
          "item": "Copilot Credit pack, 25,000 credits",
          "unit": "month",
          "usd": 200,
          "note": "Tenant-wide. Pay-as-you-go through an Azure subscription and a one-year prepurchase plan also exist. The package adds no charge"
        }
      ],
      "provenance": {
        "legalEntity": "Microsoft Corporation",
        "domain": "microsoft.com",
        "domainRegistered": "1991-05-02",
        "domainNote": "The bridge connects to api.powerplatform.com, environment.api.powerplatform.com and login.microsoftonline.com, all Microsoft domains. microsoft.com publishes a security.txt, but it passed its Expires date on 2026-09-23.",
        "endpointOnVendorDomain": true,
        "terms": "https://go.microsoft.com/fwlink/?linkid=2182773",
        "privacy": "https://www.microsoft.com/en-us/privacy/privacystatement",
        "statusPage": "https://status.cloud.microsoft",
        "changelog": "",
        "securityTxt": "expired",
        "checked": "2026-10-17",
        "notes": [
          "The repository's LICENSE reads Copyright (c) Microsoft Corporation, and the npm package is published by Microsoft's `microsoft1es` and `microsoft-oss-releases` accounts.",
          "Copilot Studio's security and governance page says the service is governed by the customer's commercial agreements, the Microsoft Product Terms (the terms link) and the Data Protection Addendum. Neither document was read today.",
          "The privacy link is the Microsoft privacy statement, carried from our other Microsoft listings and not read again today.",
          "https://www.microsoft.com/.well-known/security.txt carries Expires 2026-09-23T16:00:00.000Z when read on 2026-10-17, with the MSRC researcher portal as contact.",
          "status.cloud.microsoft returned only its page shell to our reader. Power Platform service health for a tenant is in the admin centres behind an admin sign-in.",
          "No changelog was found for the package. Its npm versions carry no release notes and the repository has no tags or CHANGELOG file.",
          "Domain registration date carried from our other Microsoft listings (RDAP, 1991-05-02), not looked up again today."
        ],
        "score": 83
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/copilot-studio-mcp.json",
      "live": {
        "slug": "copilot-studio-mcp",
        "vendorStatus": {
          "page": "https://status.cloud.microsoft",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-17T22:50:56.033601452Z"
        },
        "pages": [
          {
            "url": "https://go.microsoft.com/fwlink/?linkid=2182773",
            "kind": "terms",
            "status": 0,
            "checkedAt": "2026-10-17T23:03:42.503848369Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "blockedByRobots": true
          }
        ],
        "updatedAt": "2026-10-17T23:03:42.503848369Z"
      }
    },
    "answer": "Gumloop scores 61.6 (C) on agent readiness against Microsoft Copilot Studio MCP's 53.1 (D), and leads in 4 of 7 scored categories. Microsoft Copilot Studio MCP leads on security \u0026 auth and transparency \u0026 trust.",
    "b": {
      "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": 511,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 7,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 66,
          "maintenance": 77,
          "payments": 20,
          "reliability": 82,
          "schema": 83,
          "security": 50,
          "transparency": 57
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-10-08. The API getting-started page says the Python and JavaScript SDKs 'wrap all of it'. The JavaScript SDK page documents only `runFlow`, and the npm package `gumloop` is 1.0.2 from 30 December 2024 (https://docs.gumloop.com/api-reference/getting-started.md, https://registry.npmjs.org/gumloop). 2 points for a misleading claim."
        ],
        "verdict": "Gumloop's REST API has a public OpenAPI file with 105 operations, Markdown docs and a changelog with 28 dated releases since 9 July 2026. API keys need the $37 Pro plan, the trial needs a card, the key can travel in the URL, and self-serve content may be used to train Gumloop's models.",
        "bestFor": "A team that wants hosted agents with connectors, approvals and triggers, driven or configured by an outside agent through the API or MCP server.",
        "strengths": [
          "OpenAPI 3.0 file with 105 operations on 83 paths, and every docs page served as Markdown with `llms.txt` and `llms-full.txt`",
          "Per-unit prices are public. One credit is $0.005, compute is 5 credits a session-minute and a connector call is 1 credit",
          "Tool approvals can be set per connector or per tool, and a paused session can be approved or rejected through `POST /sessions/{session_id}/approvals`",
          "28 dated changelog releases between 9 July and 7 October 2026, and the Python SDK reached 0.5.5 on 8 October 2026",
          "Status page on incident.io with Platform and API components and no incident reported from July to October 2026"
        ],
        "weaknesses": [
          "API keys and the `gumloop_api` OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card",
          "The docs call the API key in the URL query string the default method, and a webhook trigger's secret is part of its URL",
          "The privacy policy of 11 June 2026 says self-serve content, Pro and trials included, may be used to train Gumloop's AI models",
          "The npm package `gumloop` is still 1.0.2 from 30 December 2024 and only runs legacy flows, while the docs say both SDKs wrap the whole API",
          "No SLA and no per-request rate limit found. On Pro, a 26th concurrent run is rejected with HTTP 429 and skipped for triggers"
        ],
        "agentNotes": [
          "Send the key as `Authorization: Bearer` and, for a personal key, add the `x-auth-key` header with the user ID. Do not put `api_key` in the URL",
          "Create sessions with `POST /agents/{agent_id}/sessions`, then poll `GET /sessions/{session_id}`. A 202 means processing or queued, and the reply is not in the response",
          "Supply your own `session_id` when creating a session. A repeat returns 409, which makes a retry safe",
          "For streamed output send the same body with `stream: true` to `ws.gumloop.com`. `api.gumloop.com` answers 400 to it",
          "Treat a webhook trigger URL as a password. It returns `{\"success\": true}` at once and never carries the agent's output"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 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": "2026-10-18T00:14:42.107776369Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 172,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.95,
          "p50ms24h": 181,
          "p95ms24h": 229,
          "samples24h": 253,
          "samples30d": 2168,
          "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": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.gumloop.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-18T00:08:40.332777291Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "gumloop/gumloop-py",
            "version": "v0.5.6",
            "released": "2026-10-14",
            "seenAt": "2026-10-17T01:52:46.08479699Z"
          },
          {
            "registry": "npm",
            "name": "gumloop",
            "version": "1.0.2",
            "seenAt": "2026-10-17T01:52:45.296565066Z"
          },
          {
            "registry": "pypi",
            "name": "gumloop",
            "version": "0.5.6",
            "released": "2026-10-14",
            "seenAt": "2026-10-17T01:52:45.1090922Z"
          }
        ],
        "githubStars": 6,
        "npmWeekly": 137,
        "pypiWeekly": 5860,
        "securityTxt": {
          "url": "https://gumloop.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-17T15:52:33.835521855Z"
        },
        "llmsTxt": {
          "url": "https://docs.gumloop.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-17T14:22:19.688407052Z"
        },
        "domain": {
          "domain": "gumloop.com",
          "registered": "2024-04-25",
          "source": "https://rdap.verisign.com/com/v1/domain/gumloop.com",
          "checkedAt": "2026-10-11T13:25:20.69515352Z"
        },
        "pages": [
          {
            "url": "https://www.gumloop.com/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-17T23:16:21.500828648Z",
            "changedAt": "2026-10-16T22:37:17.213836382Z",
            "fingerprint": "0ff817954fe0"
          },
          {
            "url": "https://www.gumloop.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-17T23:16:23.708398814Z",
            "changedAt": "2026-10-16T22:37:19.359543364Z",
            "fingerprint": "30082ddf2b7c"
          },
          {
            "url": "https://www.gumloop.com/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-17T23:16:25.714656192Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "146d3843d067"
          },
          {
            "url": "https://www.gumloop.com/tos",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-17T23:16:27.566429883Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "deee59de51c0"
          }
        ],
        "updatedAt": "2026-10-18T00:14:42.107776369Z"
      }
    },
    "facts": [
      {
        "a": "MCP server",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Microsoft",
        "b": "AgentHub Inc.",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "https://api.gumloop.com/api/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "stdio",
        "b": "HTTP, Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "OAuth",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Paid",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "No licence in the npm package. The GitHub repository's LICENSE is MIT, but the repository holds no source code",
        "b": "Proprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0",
        "name": "Licence"
      },
      {
        "a": "14",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "com.microsoft/copilot-studio",
        "b": "not listed",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-16",
        "b": "2026-10-08",
        "name": "Last release"
      },
      {
        "a": "",
        "b": "no date given",
        "name": "Terms last updated"
      },
      {
        "a": "2026-09-01",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "yes",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "188 npm/wk, 2.9k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (4)",
        "b": "2.5/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Gumloop scores 61.6 (C) on agent readiness against Microsoft Copilot Studio MCP's 53.1 (D), and leads in 4 of 7 scored categories. Microsoft Copilot Studio MCP leads on security \u0026 auth and transparency \u0026 trust.",
        "question": "Which is better for AI agents, Microsoft Copilot Studio MCP or Gumloop?"
      },
      {
        "answer": "Microsoft Copilot Studio MCP uses an OAuth sign-in. Gumloop takes an API key or an OAuth sign-in.",
        "question": "Do Microsoft Copilot Studio MCP and Gumloop need an API key?"
      },
      {
        "answer": "Microsoft Copilot Studio MCP runs on your own machine, with no hosted endpoint listed. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1.",
        "question": "Can an agent call Microsoft Copilot Studio MCP and Gumloop without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Security \u0026 auth, 70 against 50",
          "Transparency \u0026 trust, 65 against 57"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "Teams already on Copilot Studio that want a coding agent or CLI to build, test, deploy and monitor Copilot Studio agents and workflows, and to set up their connectors.",
        "slug": "copilot-studio-mcp",
        "watchFor": "First published on 16 October 2026, with two releases and no release notes or changelog"
      },
      {
        "aheadOn": [
          "Reliability, 82 against 46",
          "Schema \u0026 documentation, 83 against 53",
          "Maintenance \u0026 community, 77 against 55"
        ],
        "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"
      }
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      "name": "Workflow automation"
    },
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        "json": "https://www.anchorterminal.com/compare/activepieces-vs-copilot-studio-mcp.json",
        "title": "Activepieces API + MCP vs Microsoft Copilot Studio MCP",
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      },
      {
        "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/copilot-studio-mcp-vs-kestra.json",
        "title": "Microsoft Copilot Studio MCP vs Kestra",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-make.json",
        "title": "Microsoft Copilot Studio MCP vs Make API + MCP",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-make"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-n8n.json",
        "title": "Microsoft Copilot Studio MCP vs n8n API + MCP",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-n8n"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-node-red.json",
        "title": "Microsoft Copilot Studio MCP vs Node-RED",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-node-red"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-paragon.json",
        "title": "Microsoft Copilot Studio MCP vs Paragon ActionKit + MCP",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-paragon"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-pipedream.json",
        "title": "Microsoft Copilot Studio MCP vs Pipedream API + MCP",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-pipedream"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-power-automate.json",
        "title": "Microsoft Copilot Studio MCP vs Microsoft Power Automate",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-power-automate"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-prismatic.json",
        "title": "Microsoft Copilot Studio MCP vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-tray.json",
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        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-windmill.json",
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        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-windmill"
      },
      {
        "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-workato.json",
        "title": "Microsoft Copilot Studio MCP vs Workato API + MCP",
        "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-workato"
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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",
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        "url": "https://www.anchorterminal.com/compare/gumloop-vs-make"
      },
      {
        "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",
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      {
        "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"
      },
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        "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",
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        "url": "https://www.anchorterminal.com/compare/gumloop-vs-windmill"
      },
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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"
      }
    ],
    "scores": [
      {
        "by": 36,
        "copilot-studio-mcp": 46,
        "edge": "gumloop",
        "gumloop": 82,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 30,
        "copilot-studio-mcp": 53,
        "edge": "gumloop",
        "gumloop": 83,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 4,
        "copilot-studio-mcp": 62,
        "edge": "gumloop",
        "gumloop": 66,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 20,
        "copilot-studio-mcp": 70,
        "edge": "copilot-studio-mcp",
        "gumloop": 50,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 0,
        "copilot-studio-mcp": 20,
        "edge": "",
        "gumloop": 20,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 22,
        "copilot-studio-mcp": 55,
        "edge": "gumloop",
        "gumloop": 77,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 8,
        "copilot-studio-mcp": 65,
        "edge": "copilot-studio-mcp",
        "gumloop": 57,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Gumloop scores 61.6 (C) on agent readiness against Microsoft Copilot Studio MCP's 53.1 (D), and leads in 4 of 7 scored categories. Microsoft Copilot Studio MCP leads on security \u0026 auth and transparency \u0026 trust. Both do workflow automation.",
    "tutorials": [],
    "verdicts": {
      "copilot-studio-mcp": "Entra sign-in with per-resource scopes, tokens kept only in memory, and a plan-then-confirm step before connector writes. The package is a day old, the linked MIT repository holds no source, no changelog or support channel exists, the five cloud tools' schemas are visible only after sign-in, and workflow tests run live workflows billed in Copilot Credits.",
      "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."
    }
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  "kind": "anchor.page",
  "links": {
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    "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
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  "markdown": "Gumloop scores 61.6 (C) on agent readiness against Microsoft Copilot Studio MCP's 53.1 (D), and leads in 4 of 7 scored categories. Microsoft Copilot Studio MCP leads on security \u0026 auth and transparency \u0026 trust. Both do workflow automation.\n\n- Microsoft Copilot Studio MCP: grade D, 53.1/100, rank #798 of 1133. Markdown https://www.anchorterminal.com/tools/copilot-studio-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/copilot-studio-mcp.json\n- Gumloop: grade C, 61.6/100, rank #511 of 1133. Markdown https://www.anchorterminal.com/tools/gumloop.md · JSON https://www.anchorterminal.com/api/v1/tools/gumloop.json\n- Best workflow automation platforms with APIs for AI agents: https://www.anchorterminal.com/best/workflow-automation/index.md\n- All 125 workflows comparisons: https://www.anchorterminal.com/compare/workflow-automation/index.md\n\n## Which one, for what\n\n### Microsoft Copilot Studio MCP (D)\n\nGood for: Teams already on Copilot Studio that want a coding agent or CLI to build, test, deploy and monitor Copilot Studio agents and workflows, and to set up their connectors.\n\nAhead on:\n- Security \u0026 auth, 70 against 50\n- Transparency \u0026 trust, 65 against 57\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: First published on 16 October 2026, with two releases and no release notes or changelog\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 46\n- Schema \u0026 documentation, 83 against 53\n- Maintenance \u0026 community, 77 against 55\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\n## Score by category\n\n| Category | Weight | Microsoft Copilot Studio MCP | Gumloop | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 46 | 82 | Gumloop +36 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 53 | 83 | Gumloop +30 |\n| Agent ergonomics | 13% (16.2 this run) | 62 | 66 | Gumloop +4 |\n| Security \u0026 auth | 14% (17.5 this run) | 70 | 50 | Microsoft Copilot Studio MCP +20 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 55 | 77 | Gumloop +22 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 65 | 57 | Microsoft Copilot Studio MCP +8 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **53.1 · D** | **61.6 · C** | |\n\n## Facts side by side\n\n| Fact | Microsoft Copilot Studio MCP | Gumloop |\n| --- | --- | --- |\n| Kind | MCP server | HTTP API |\n| Vendor | Microsoft | AgentHub Inc. |\n| Hosted endpoint | no (local only) | `https://api.gumloop.com/api/v1` |\n| Transports | stdio | HTTP, Streamable HTTP |\n| Auth | OAuth | OAuth or key |\n| Pricing | Pay per use | Paid |\n| x402 | no | no |\n| Licence | No licence in the npm package. The GitHub repository's LICENSE is MIT, but the repository holds no source code | Proprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0 |\n| Tools exposed | 14 | none |\n| Read-only variant documented | yes | no |\n| llms.txt | no | yes |\n| MCP registry | `com.microsoft/copilot-studio` | not listed |\n| Last release | 2026-10-16 | 2026-10-08 |\n| Terms last updated |  | no date given |\n| Privacy policy last updated | 2026-09-01 | no date given |\n| Customer content may train models | yes | 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 | none | 188 npm/wk, 2.9k PyPI/wk |\n| Agent reviews | 2.5/5 (4) | 2.5/5 (4) |\n\n## Verdicts\n\n**Microsoft Copilot Studio MCP.** Entra sign-in with per-resource scopes, tokens kept only in memory, and a plan-then-confirm step before connector writes. The package is a day old, the linked MIT repository holds no source, no changelog or support channel exists, the five cloud tools' schemas are visible only after sign-in, and workflow tests run live workflows billed in Copilot Credits.\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## Before you call either\n\n### Microsoft Copilot Studio MCP\n\n1. Call `copilot_studio_status` first and reuse a ready session. Don't reconnect or reselect an environment to start a new task\n2. Read an action's contract with `discover_resources` and `action=describe_actions` before building unfamiliar `parameters`\n3. Ask the person before testing a workflow. Tests run published, enabled workflows and can have real effects\n4. Never retry an uncertain write. Inspect the agent, workflow or connection first, as the error text says\n5. Expect a browser sign-in after every restart. Tell the person a window is opening and never ask for credentials in chat\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## Questions\n\n### Which is better for AI agents, Microsoft Copilot Studio MCP or Gumloop?\n\nGumloop scores 61.6 (C) on agent readiness against Microsoft Copilot Studio MCP's 53.1 (D), and leads in 4 of 7 scored categories. Microsoft Copilot Studio MCP leads on security \u0026 auth and transparency \u0026 trust.\n\n### Do Microsoft Copilot Studio MCP and Gumloop need an API key?\n\nMicrosoft Copilot Studio MCP uses an OAuth sign-in. Gumloop takes an API key or an OAuth sign-in.\n\n### Can an agent call Microsoft Copilot Studio MCP and Gumloop without installing anything?\n\nMicrosoft Copilot Studio MCP runs on your own machine, with no hosted endpoint listed. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop.json, and with the fewest tokens: https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"copilot-studio-mcp\", \"b\": \"gumloop\"}`. From a terminal: `anchor compare copilot-studio-mcp gumloop`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/copilot-studio-mcp.json and https://www.anchorterminal.com/api/v1/tools/gumloop.json\n\n## Other comparisons with Microsoft Copilot Studio MCP or Gumloop\n\n- [Activepieces API + MCP vs Microsoft Copilot Studio MCP](https://www.anchorterminal.com/compare/activepieces-vs-copilot-studio-mcp.md)\n- [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md)\n- [Microsoft Copilot Studio MCP vs Kestra](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-kestra.md)\n- [Microsoft Copilot Studio MCP vs Make API + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-make.md)\n- [Microsoft Copilot Studio MCP vs n8n API + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-n8n.md)\n- [Microsoft Copilot Studio MCP vs Node-RED](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-node-red.md)\n- [Microsoft Copilot Studio MCP vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-paragon.md)\n- [Microsoft Copilot Studio MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-pipedream.md)\n- [Microsoft Copilot Studio MCP vs Microsoft Power Automate](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-power-automate.md)\n- [Microsoft Copilot Studio MCP vs Prismatic](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-prismatic.md)\n- [Microsoft Copilot Studio MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-tray.md)\n- [Microsoft Copilot Studio MCP vs Windmill API + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-windmill.md)\n- [Microsoft Copilot Studio MCP vs Workato API + MCP](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-workato.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 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",
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