{
  "data": {
    "a": {
      "slug": "make",
      "name": "Make API + MCP",
      "vendor": "Make (Celonis)",
      "vendorUrl": "https://www.make.com",
      "kind": "http-api",
      "category": "workflow-automation",
      "summary": "REST API (v2) for scenarios, runs, connections, webhooks, data stores and teams, plus a hosted MCP server that runs on-demand scenarios as tools and, on paid plans, manages the account.",
      "url": "https://www.anchorterminal.com/tools/make",
      "markdownUrl": "https://www.anchorterminal.com/tools/make.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/make.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/make.json",
      "license": "proprietary",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://eu1.make.com/api/v2",
      "packages": [],
      "auth": "mixed",
      "authNotes": "API tokens with read and write scopes, sent as `Authorization: Token \u003ctoken\u003e`, one token per zone. Zones are eu1, eu2, us1 and us2 on make.com, plus eu1 and us1 on make.celonis.com. OAuth 2.0 clients (code flow with refresh or PKCE) on request. The MCP server takes OAuth at https://mcp.make.com, or an MCP token either in a header at https://\u003czone\u003e/mcp or in the path at https://\u003czone\u003e/mcp/u/\u003ctoken\u003e.",
      "pricing": "freemium",
      "pricingNotes": "Billed in credits, one credit per module action. Free 1,000 credits a month with a 15-minute minimum schedule and 5-minute runs, no card. Core $12 a month, Pro $21 and Teams $38 on monthly billing, each from 10,000 credits a month, with 1-minute schedules and 40-minute runs. Yearly billing saves 15 per cent or more. Extra credits come in bundles of 1,000 or 10,000. AI modules can use more than one credit per action. Enterprise is custom (https://www.make.com/en/pricing).",
      "priceSummary": "$12 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 support in docs or pricing (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://developers.make.com/api-documentation",
      "llmsTxt": "https://developers.make.com/llms.txt",
      "registryName": "com.make/mcp-server",
      "capabilities": [
        "automation.workflows",
        "automation.apps",
        "automation.webhooks",
        "agent.tools"
      ],
      "tags": [
        "hosted",
        "freemium",
        "no-card",
        "mcp",
        "llms-txt",
        "closed-source",
        "enterprise",
        "webhooks"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 58.9,
        "grade": "C",
        "agentReady": false,
        "rank": 274,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 2,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 63,
          "maintenance": 36,
          "payments": 30,
          "reliability": 63,
          "schema": 66,
          "security": 68,
          "transparency": 75
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Hosted MCP server with OAuth, and scenario run tools on the free plan. No published OpenAPI file and no official SDK.",
        "strengths": [
          "Hosted MCP server with OAuth, and scenario run tools on the free plan",
          "About 35 read and write token scopes, and per-token control over which scenarios become tools",
          "API rate limits published per plan, from 60 to 1,000 calls a minute",
          "SOC 2 Type II, SOC 3, ISO 27001 and a bug bounty",
          "Dated deprecation notices for modules and AI models"
        ],
        "weaknesses": [
          "No published OpenAPI file and no official SDK",
          "Six zone hosts, including two on make.celonis.com, and calls to the wrong zone fail",
          "The MCP token can sit in the URL path, which leaks into logs",
          "Status feed shows at least eight incidents in July 2026, two of which failed or disabled about 200 to 250 scenarios",
          "No dated release-notes entry in the last 90 days"
        ],
        "agentNotes": [
          "Find the organisation's zone first. It may be on make.com or make.celonis.com",
          "Set scenarios to on-demand scheduling so the MCP server lists them as tools",
          "Use the header form of the MCP token rather than the /mcp/u/\u003ctoken\u003e path form",
          "On a 429, wait a full minute. The limit resets per minute and no Retry-After is sent",
          "Check the `code` field on errors. IM002 means the token lacks rights, not that the resource is missing"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 58.9
          }
        ],
        "editorialScores": {
          "ergonomics": 63,
          "maintenance": 36,
          "payments": 30,
          "reliability": 63,
          "schema": 66,
          "security": 68,
          "transparency": 59
        },
        "provenanceScore": 90
      },
      "connect": {
        "http": "curl \"https://eu1.make.com/api/v2/scenarios?teamId=$MAKE_TEAM_ID\" -H \"Authorization: Token $MAKE_API_KEY\"",
        "claudeCode": "claude mcp add --transport http make https://mcp.make.com",
        "config": {
          "mcpServers": {
            "make": {
              "headers": {
                "Authorization": "Bearer ${MAKE_MCP_TOKEN}"
              },
              "url": "https://eu1.make.com/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/make"
      },
      "area": "business",
      "unitPrices": [
        {
          "item": "Core plan",
          "unit": "month",
          "usd": 12,
          "note": "monthly billing, 10,000 credits a month, one credit per module action, 60 API calls a minute"
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 21,
          "note": "monthly billing, 10,000 credits a month, 120 API calls a minute"
        },
        {
          "item": "Teams plan",
          "unit": "month",
          "usd": 38,
          "note": "monthly billing, 10,000 credits a month, 240 API calls a minute"
        }
      ],
      "provenance": {
        "legalEntity": "Celonis, Inc.",
        "domain": "make.com",
        "domainRegistered": "1997-07-31",
        "domainNote": "make.com was registered in 1997, long before Integromat renamed itself Make in 2022.",
        "endpointOnVendorDomain": true,
        "terms": "https://www.make.com/en/terms-and-conditions",
        "privacy": "https://www.make.com/en/privacy-notice",
        "statusPage": "https://status.make.com",
        "changelog": "https://developers.make.com/white-label-documentation/release-notes",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "make.com answers plain HTTP clients with 403. The terms and privacy pages load in a browser."
        ],
        "score": 90
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/make.json",
      "live": {
        "slug": "make",
        "probe": {
          "target": "https://eu1.make.com/api/v2",
          "method": "get",
          "lastAt": "2026-10-04T22:35:26.553925442Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 58,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 61,
          "p95ms24h": 107,
          "samples24h": 272,
          "samples30d": 1086,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 256,
              "ok": 256
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.make.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-04T22:34:00.328993187Z"
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "com.make/mcp-server",
            "version": "1.1.0",
            "seenAt": "2026-10-03T23:29:28.630222764Z"
          }
        ],
        "securityTxt": {
          "url": "https://make.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:41.597872841Z"
        },
        "llmsTxt": {
          "url": "https://developers.make.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:17:57.952170841Z"
        },
        "domain": {
          "domain": "make.com",
          "registered": "1997-07-31",
          "source": "https://rdap.verisign.com/com/v1/domain/make.com",
          "checkedAt": "2026-10-04T13:07:44.957995769Z"
        },
        "pages": [
          {
            "url": "https://developers.make.com/white-label-documentation/release-notes",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-04T15:42:58.335947475Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "b2ad78ec14e4"
          },
          {
            "url": "https://www.make.com/en/pricing",
            "kind": "pricing",
            "status": 403,
            "checkedAt": "2026-10-04T15:51:12.262897659Z",
            "changedAt": "0001-01-01T00:00:00Z"
          },
          {
            "url": "https://www.make.com/en/privacy-notice",
            "kind": "privacy",
            "status": 403,
            "checkedAt": "2026-10-04T15:51:14.271959666Z",
            "changedAt": "0001-01-01T00:00:00Z"
          },
          {
            "url": "https://www.make.com/en/terms-and-conditions",
            "kind": "terms",
            "status": 403,
            "checkedAt": "2026-10-04T15:51:16.272021485Z",
            "changedAt": "0001-01-01T00:00:00Z"
          }
        ],
        "updatedAt": "2026-10-04T22:35:26.553925442Z"
      }
    },
    "b": {
      "slug": "pipedream",
      "name": "Pipedream API + MCP",
      "vendor": "Pipedream (Workday)",
      "vendorUrl": "https://pipedream.com",
      "kind": "http-api",
      "category": "workflow-automation",
      "summary": "Code-first workflows in Node.js, Python, Go and Bash, plus Connect, an API and SDK that runs 10,000+ prebuilt actions across 3,000+ apps on behalf of your own users with managed OAuth.",
      "url": "https://www.anchorterminal.com/tools/pipedream",
      "markdownUrl": "https://www.anchorterminal.com/tools/pipedream.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/pipedream.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/pipedream.json",
      "repo": "https://github.com/PipedreamHQ/pipedream",
      "license": "Pipedream Source Available License (components)",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.pipedream.com/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "@pipedream/sdk"
        },
        {
          "registry": "pypi",
          "name": "pipedream"
        }
      ],
      "auth": "mixed",
      "authNotes": "Connect API uses OAuth client credentials (client ID and secret exchanged at /v1/oauth/token for a bearer token). End users connect their accounts through short-lived Connect tokens. The developer MCP server at https://remote.mcp.pipedream.net/v3 takes the bearer token plus `x-pd-project-id`, `x-pd-environment` and `x-pd-external-user-id` headers. The end-user server at https://mcp.pipedream.net/v2 signs in with OAuth.",
      "pricing": "freemium",
      "pricingNotes": "Billed in credits, one credit per 30 seconds of compute at 256 MB (more memory costs more). Tool calls through MCP, action runs, deployed trigger emissions and proxy requests cost credits, listing apps and tools doesn't. Free $0 with a daily credit limit and Connect in development only, no card. Startup $150 a month or $99 a month billed yearly, 10,000 credits a month, extra credits $0.012 each, production Connect with 100 end users included and $2 per extra end user. Business is custom, annual contract only (https://pipedream.com/pricing).",
      "priceSummary": "$150 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 support in docs or pricing (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 11719,
        "npmWeekly": 587447,
        "pypiWeekly": 327799,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://pipedream.com/docs",
      "llmsTxt": "https://pipedream.com/docs/llms.txt",
      "openapi": "https://pipedream.com/docs/pipedream_openapi_swagger.json",
      "capabilities": [
        "automation.workflows",
        "automation.apps",
        "automation.embedded",
        "automation.code",
        "automation.webhooks",
        "automation.auth",
        "agent.tools"
      ],
      "tags": [
        "hosted",
        "freemium",
        "mcp",
        "llms-txt",
        "openapi",
        "typescript",
        "python",
        "webhooks",
        "enterprise"
      ],
      "lastRelease": "2026-09-02",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 65.8,
        "grade": "B",
        "agentReady": false,
        "rank": 167,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 1,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 73,
          "maintenance": 79,
          "payments": 40,
          "reliability": 65,
          "schema": 74,
          "security": 58,
          "transparency": 78
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Managed OAuth per end user across 3,000+ apps, through API, SDK or MCP. Public changelog's last entry is 1 October 2025.",
        "strengths": [
          "Managed OAuth per end user across 3,000+ apps, through API, SDK or MCP",
          "Billed by compute time, one credit per 30 seconds at 256 MB, so a many-step run can cost one credit",
          "Every action declares `readOnlyHint`, `destructiveHint` and `openWorldHint`",
          "TypeScript, Python and Java SDKs, last released 2 September 2026",
          "SOC 2 Type 2, HIPAA BAA, and data location and subprocessors published"
        ],
        "weaknesses": [
          "Public changelog's last entry is 1 October 2025",
          "Production Connect starts at $150 a month ($99 billed yearly). Free is development only",
          "No published limit or 429 behaviour for action runs and tool calls",
          "No security.txt, no bug bounty and no prompt-injection guidance",
          "Cloud only, in AWS us-east-1"
        ],
        "agentNotes": [
          "Pass your own user ID as `x-pd-external-user-id` so each user's accounts stay separate",
          "Send `x-pd-app-slug` to load one app's tools rather than 10,000",
          "Use a Connect rate-limit token (`x-pd-rate-limit`) to cap runaway loops per user",
          "Check `isError` on tool results before treating a call as done",
          "Stay on `x-pd-environment: development` until billing is set, since production needs a paid plan"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 65.8
          }
        ],
        "editorialScores": {
          "ergonomics": 73,
          "maintenance": 79,
          "payments": 40,
          "reliability": 65,
          "schema": 74,
          "security": 58,
          "transparency": 65
        },
        "provenanceScore": 90
      },
      "connect": {
        "http": "curl -X POST https://api.pipedream.com/v1/oauth/token -H \"Content-Type: application/json\" \\\n  -d \"{\\\"grant_type\\\":\\\"client_credentials\\\",\\\"client_id\\\":\\\"$PIPEDREAM_CLIENT_ID\\\",\\\"client_secret\\\":\\\"$PIPEDREAM_CLIENT_SECRET\\\"}\"\ncurl \"https://api.pipedream.com/v1/connect/apps?q=slack\" -H \"Authorization: Bearer $PIPEDREAM_ACCESS_TOKEN\"",
        "claudeCode": "claude mcp add --transport http pipedream https://mcp.pipedream.net/v2",
        "config": {
          "mcpServers": {
            "pipedream": {
              "headers": {
                "Authorization": "Bearer ${PIPEDREAM_ACCESS_TOKEN}",
                "x-pd-app-slug": "slack",
                "x-pd-environment": "development",
                "x-pd-external-user-id": "${USER_ID}",
                "x-pd-project-id": "${PIPEDREAM_PROJECT_ID}"
              },
              "url": "https://remote.mcp.pipedream.net/v3"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/pipedream"
      },
      "alsoIn": [
        "agent-auth"
      ],
      "area": "business",
      "unitPrices": [
        {
          "item": "Startup plan",
          "unit": "month",
          "usd": 150,
          "note": "$99 a month billed yearly. 10,000 credits and production Connect with 100 end users"
        },
        {
          "item": "Extra credit",
          "unit": "credit",
          "usd": 0.012,
          "note": "one credit is 30 seconds of compute at 256 MB"
        },
        {
          "item": "Extra end user",
          "unit": "user-month",
          "usd": 2,
          "note": "beyond the 100 included on Startup"
        }
      ],
      "provenance": {
        "legalEntity": "Pipedream, LLC",
        "domain": "pipedream.com",
        "domainRegistered": "1998-06-01",
        "domainNote": "pipedream.com was registered in 1998, well before the company was founded.",
        "endpointOnVendorDomain": true,
        "terms": "https://pipedream.com/terms",
        "privacy": "https://pipedream.com/privacy",
        "statusPage": "https://status.pipedream.com",
        "changelog": "https://pipedream.com/docs/changelog",
        "securityTxt": "none",
        "checked": "2026-10-01",
        "notes": [
          "The terms, last updated 30 September 2026, name Pipedream, LLC, a Delaware limited liability company, and point Workday customers to Workday's early access scheme. Workday agreed to buy Pipedream in November 2025."
        ],
        "score": 90
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/pipedream.json",
      "live": {
        "slug": "pipedream",
        "probe": {
          "target": "https://api.pipedream.com/v1",
          "method": "get",
          "lastAt": "2026-10-04T22:35:28.845258092Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 333,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 337,
          "p95ms24h": 398,
          "samples24h": 272,
          "samples30d": 1086,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 256,
              "ok": 256
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.pipedream.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-04T22:34:05.751119055Z"
        },
        "versions": [
          {
            "registry": "npm",
            "name": "@pipedream/sdk",
            "version": "3.1.6",
            "seenAt": "2026-10-04T16:36:35.684775925Z"
          },
          {
            "registry": "pypi",
            "name": "pipedream",
            "version": "2.1.20",
            "released": "2026-09-02",
            "seenAt": "2026-10-04T16:36:36.554973153Z"
          }
        ],
        "githubStars": 11724,
        "npmWeekly": 628729,
        "pypiWeekly": 423275,
        "securityTxt": {
          "url": "https://pipedream.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:41.429747478Z"
        },
        "llmsTxt": {
          "url": "https://pipedream.com/docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:18:06.906170195Z"
        },
        "domain": {
          "domain": "pipedream.com",
          "registered": "1998-06-01",
          "source": "https://rdap.verisign.com/com/v1/domain/pipedream.com",
          "checkedAt": "2026-10-04T13:06:14.75079587Z"
        },
        "pages": [
          {
            "url": "https://pipedream.com/docs/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-04T15:46:40.0311865Z",
            "changedAt": "2026-10-02T15:22:54.204376413Z",
            "fingerprint": "85598021dd17"
          },
          {
            "url": "https://pipedream.com/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-04T15:46:42.503230545Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "d35da09334d8"
          },
          {
            "url": "https://pipedream.com/privacy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-04T15:46:44.304778654Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "333facaf775d"
          },
          {
            "url": "https://pipedream.com/terms",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-04T15:46:46.316335344Z",
            "changedAt": "2026-10-02T15:23:00.580870679Z",
            "fingerprint": "b8807ffb4738"
          }
        ],
        "updatedAt": "2026-10-04T22:35:28.845258092Z"
      }
    },
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  "markdown": "Pipedream API + MCP has a score of 65.8 (B) against Make API + MCP's 58.9 (C). Both do automation workflows. The largest gap is maintenance \u0026 community, 43 points.\n\n- Make API + MCP: grade C, 58.9/100, rank #274 of 452. Markdown https://www.anchorterminal.com/tools/make.md · JSON https://www.anchorterminal.com/api/v1/tools/make.json\n- Pipedream API + MCP: grade B, 65.8/100, rank #167 of 452. Markdown https://www.anchorterminal.com/tools/pipedream.md · JSON https://www.anchorterminal.com/api/v1/tools/pipedream.json\n\n## Which one, for what\n\nPick Make API + MCP for security \u0026 auth (+10).\n\nPick Pipedream API + MCP for schema \u0026 documentation (+8), agent ergonomics (+10), payments \u0026 pricing (+10), maintenance \u0026 community (+43).\n\n## Score by category\n\n| Category | Weight | Make API + MCP | Pipedream API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 63 | 65 | Pipedream API + MCP +2 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 66 | 74 | Pipedream API + MCP +8 |\n| Agent ergonomics | 13% (16.2 this run) | 63 | 73 | Pipedream API + MCP +10 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 58 | Make API + MCP +10 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 40 | Pipedream API + MCP +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 36 | 79 | Pipedream API + MCP +43 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 75 | 78 | Pipedream API + MCP +3 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **58.9 · C** | **65.8 · B** | |\n\n## Facts side by side\n\n| Fact | Make API + MCP | Pipedream API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Make (Celonis) | Pipedream (Workday) |\n| Hosted endpoint | `https://eu1.make.com/api/v2` | `https://api.pipedream.com/v1` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Freemium |\n| x402 | no | no |\n| Licence | proprietary | Pipedream Source Available License (components) |\n| Tools exposed | none | none |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `com.make/mcp-server` | not listed |\n| Last release | none | 2026-09-02 |\n| Popularity | none | 12k stars, 587k npm/wk, 328k PyPI/wk |\n| Agent reviews | 2.5/5 (2) | 2.5/5 (2) |\n\n## Verdicts\n\n**Make API + MCP.** Hosted MCP server with OAuth, and scenario run tools on the free plan. No published OpenAPI file and no official SDK.\n\n**Pipedream API + MCP.** Managed OAuth per end user across 3,000+ apps, through API, SDK or MCP. Public changelog's last entry is 1 October 2025.\n\n## Before you call either\n\n### Make API + MCP\n\n1. Find the organisation's zone first. It may be on make.com or make.celonis.com\n2. Set scenarios to on-demand scheduling so the MCP server lists them as tools\n3. Use the header form of the MCP token rather than the /mcp/u/\u003ctoken\u003e path form\n4. On a 429, wait a full minute. The limit resets per minute and no Retry-After is sent\n5. Check the `code` field on errors. IM002 means the token lacks rights, not that the resource is missing\n\n### Pipedream API + MCP\n\n1. Pass your own user ID as `x-pd-external-user-id` so each user's accounts stay separate\n2. Send `x-pd-app-slug` to load one app's tools rather than 10,000\n3. Use a Connect rate-limit token (`x-pd-rate-limit`) to cap runaway loops per user\n4. Check `isError` on tool results before treating a call as done\n5. Stay on `x-pd-environment: development` until billing is set, since production needs a paid plan\n\n## Other comparisons with Make API + MCP or Pipedream API + MCP\n\n- [Activepieces API + MCP vs Make API + MCP](https://www.anchorterminal.com/compare/activepieces-vs-make.md)\n- [Activepieces API + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/activepieces-vs-pipedream.md)\n- [Make API + MCP vs n8n API + MCP](https://www.anchorterminal.com/compare/make-vs-n8n.md)\n- [Make API + MCP vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/make-vs-paragon.md)\n- [Make API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/make-vs-tray.md)\n- [Make API + MCP vs Windmill API + MCP](https://www.anchorterminal.com/compare/make-vs-windmill.md)\n- [Make API + MCP vs Workato API + MCP](https://www.anchorterminal.com/compare/make-vs-workato.md)\n- [n8n API + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/n8n-vs-pipedream.md)\n- [Pipedream API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/pipedream-vs-tray.md)\n- [Pipedream API + MCP vs Windmill API + MCP](https://www.anchorterminal.com/compare/pipedream-vs-windmill.md)\n- [Pipedream API + MCP vs Workato API + MCP](https://www.anchorterminal.com/compare/pipedream-vs-workato.md)\n- [Paragon ActionKit + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/paragon-vs-pipedream.md)\n",
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    "description": "Pipedream API + MCP has a score of 65.8 (B) against Make API + MCP's 58.9 (C). Both do automation workflows. The largest gap is maintenance \u0026 community, 43 points. Category scores, facts, verdicts and agent notes side by side.",
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