{
  "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": 463,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 66,
          "maintenance": 77,
          "payments": 20,
          "reliability": 82,
          "schema": 83,
          "security": 50,
          "transparency": 57
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-10-08. The API getting-started page says the Python and JavaScript SDKs 'wrap all of it'. The JavaScript SDK page documents only `runFlow`, and the npm package `gumloop` is 1.0.2 from 30 December 2024 (https://docs.gumloop.com/api-reference/getting-started.md, https://registry.npmjs.org/gumloop). 2 points for a misleading claim."
        ],
        "verdict": "Gumloop's REST API has a public OpenAPI file with 105 operations, Markdown docs and a changelog with 28 dated releases since 9 July 2026. API keys need the $37 Pro plan, the trial needs a card, the key can travel in the URL, and self-serve content may be used to train Gumloop's models.",
        "bestFor": "A team that wants hosted agents with connectors, approvals and triggers, driven or configured by an outside agent through the API or MCP server.",
        "strengths": [
          "OpenAPI 3.0 file with 105 operations on 83 paths, and every docs page served as Markdown with `llms.txt` and `llms-full.txt`",
          "Per-unit prices are public. One credit is $0.005, compute is 5 credits a session-minute and a connector call is 1 credit",
          "Tool approvals can be set per connector or per tool, and a paused session can be approved or rejected through `POST /sessions/{session_id}/approvals`",
          "28 dated changelog releases between 9 July and 7 October 2026, and the Python SDK reached 0.5.5 on 8 October 2026",
          "Status page on incident.io with Platform and API components and no incident reported from July to October 2026"
        ],
        "weaknesses": [
          "API keys and the `gumloop_api` OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card",
          "The docs call the API key in the URL query string the default method, and a webhook trigger's secret is part of its URL",
          "The privacy policy of 11 June 2026 says self-serve content, Pro and trials included, may be used to train Gumloop's AI models",
          "The npm package `gumloop` is still 1.0.2 from 30 December 2024 and only runs legacy flows, while the docs say both SDKs wrap the whole API",
          "No SLA and no per-request rate limit found. On Pro, a 26th concurrent run is rejected with HTTP 429 and skipped for triggers"
        ],
        "agentNotes": [
          "Send the key as `Authorization: Bearer` and, for a personal key, add the `x-auth-key` header with the user ID. Do not put `api_key` in the URL",
          "Create sessions with `POST /agents/{agent_id}/sessions`, then poll `GET /sessions/{session_id}`. A 202 means processing or queued, and the reply is not in the response",
          "Supply your own `session_id` when creating a session. A repeat returns 409, which makes a retry safe",
          "For streamed output send the same body with `stream: true` to `ws.gumloop.com`. `api.gumloop.com` answers 400 to it",
          "Treat a webhook trigger URL as a password. It returns `{\"success\": true}` at once and never carries the agent's output"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 61.6
          }
        ],
        "editorialScores": {
          "ergonomics": 66,
          "maintenance": 77,
          "payments": 20,
          "reliability": 82,
          "schema": 83,
          "security": 50,
          "transparency": 41
        },
        "provenanceScore": 72
      },
      "connect": {
        "install": "uv add gumloop",
        "http": "curl -X POST 'https://api.gumloop.com/api/v1/agents/abc123DEFghiJKL/sessions' -H 'Authorization: Bearer YOUR_ACCESS_TOKEN' -H 'Content-Type: application/json' -d '{\"input\": \"Research Acme Corp and draft a brief.\"}'",
        "config": {
          "mcpServers": {
            "gumloop": {
              "args": [
                "-y",
                "mcp-remote",
                "https://mcp.gumloop.com/gumloop/mcp"
              ],
              "command": "npx"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/gumloop"
      },
      "area": "business",
      "unitPrices": [
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 37,
          "note": "20,000 credits a month, unlimited seats and agents, 25 concurrent agent interactions, API keys included"
        },
        {
          "item": "Credit (overage and list price)",
          "unit": "credit",
          "usd": 0.005,
          "note": "Pro overage is capped at 1,000,000 credits a billing period. Model calls bill at provider cost divided by $0.005"
        },
        {
          "item": "Agent compute",
          "unit": "session-hour",
          "usd": 1.5,
          "note": "5 credits per session-minute of active processing, minimum 1 credit a response, before the 8 per cent orchestration fee"
        },
        {
          "item": "Connector tool call",
          "unit": "call",
          "usd": 0.005,
          "note": "1 credit per successful call, plus the tool's own charge for enrichment or scraping tools. Failed calls are free"
        }
      ],
      "provenance": {
        "legalEntity": "AgentHub Inc. (doing business as Gumloop)",
        "domain": "gumloop.com",
        "domainRegistered": "2024-04-25",
        "endpointOnVendorDomain": true,
        "terms": "https://www.gumloop.com/tos",
        "privacy": "https://www.gumloop.com/privacy-policy",
        "statusPage": "https://status.gumloop.com",
        "changelog": "https://www.gumloop.com/changelog",
        "securityTxt": "none",
        "checked": "2026-10-08",
        "notes": [
          "The terms of service (last updated 11/06/2026, read as 11 June 2026) and the privacy policy (effective the same date) both name AgentHub Inc. (doing business as Gumloop). The terms are governed by Delaware law. No postal address was found in the passages read.",
          "The terms of service are the only published agreement for self-serve customers. They open as terms for the web pages at gumloop.com and also cover subscriptions, the content licence and AI training. Enterprise customers sign a separate agreement that is not published.",
          "The API answers at api.gumloop.com, streaming at ws.gumloop.com and the MCP server at mcp.gumloop.com.",
          "https://www.gumloop.com/.well-known/security.txt returned 404 on 8 October 2026.",
          "RDAP for gumloop.com gives a registration date of 2024-04-25.",
          "status.gumloop.com is on incident.io with Platform, API and four external AI provider components."
        ],
        "score": 72
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/gumloop.json",
      "live": {
        "slug": "gumloop",
        "probe": {
          "target": "https://api.gumloop.com/api/v1",
          "method": "get",
          "lastAt": "2026-10-10T03:53:29.382235923Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 180,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 182,
          "p95ms24h": 245,
          "samples24h": 209,
          "samples30d": 209,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 169,
              "ok": 169
            },
            {
              "date": "2026-10-10",
              "probes": 40,
              "ok": 40
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.gumloop.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-10T03:58:23.061893288Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "gumloop/gumloop-py",
            "version": "v0.5.5",
            "released": "2026-10-08",
            "seenAt": "2026-10-09T16:57:13.770962721Z"
          },
          {
            "registry": "npm",
            "name": "gumloop",
            "version": "1.0.2",
            "seenAt": "2026-10-09T16:57:12.961458879Z"
          },
          {
            "registry": "pypi",
            "name": "gumloop",
            "version": "0.5.5",
            "released": "2026-10-08",
            "seenAt": "2026-10-09T16:57:12.770317057Z"
          }
        ],
        "githubStars": 5,
        "npmWeekly": 157,
        "pypiWeekly": 3382,
        "securityTxt": {
          "url": "https://gumloop.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-09T15:40:03.97679894Z"
        },
        "llmsTxt": {
          "url": "https://docs.gumloop.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-09T14:02:06.535252781Z"
        },
        "pages": [
          {
            "url": "https://www.gumloop.com/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-09T18:50:42.073802852Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "a9f436f54d86"
          },
          {
            "url": "https://www.gumloop.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-09T18:50:44.169052686Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "f62bd4f2918e"
          },
          {
            "url": "https://www.gumloop.com/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-09T18:50:46.13033964Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "146d3843d067"
          },
          {
            "url": "https://www.gumloop.com/tos",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-09T18:50:48.312723612Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "deee59de51c0"
          }
        ],
        "updatedAt": "2026-10-10T03:58:23.061893288Z"
      }
    },
    "answer": "Gumloop scores 61.6 (C) on agent readiness against Prismatic's 59.1 (C), and leads in 4 of 7 scored categories. Prismatic leads on security \u0026 auth, maintenance \u0026 community and transparency \u0026 trust.",
    "b": {
      "slug": "prismatic",
      "name": "Prismatic",
      "vendor": "Prismatic Software Inc.",
      "vendorUrl": "https://prismatic.io",
      "kind": "http-api",
      "category": "workflow-automation",
      "summary": "Prismatic is an embedded integration platform for B2B software companies. Teams build integrations in a low-code designer or in TypeScript, deploy them to customers, and manage them through a GraphQL API, the Prism CLI and MCP servers.",
      "url": "https://www.anchorterminal.com/tools/prismatic",
      "markdownUrl": "https://www.anchorterminal.com/tools/prismatic.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/prismatic.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/prismatic.json",
      "repo": "https://github.com/prismatic-io/prism",
      "license": "Proprietary service. The Prism CLI, the Spectral and embedded SDKs, the Prism MCP dev server and the Claude Code skills on GitHub are MIT",
      "transports": [
        "http",
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://mcp.prismatic.io/mcp",
      "packages": [
        {
          "registry": "npm",
          "name": "@prismatic-io/prism"
        },
        {
          "registry": "npm",
          "name": "@prismatic-io/prism-mcp"
        },
        {
          "registry": "npm",
          "name": "@prismatic-io/spectral"
        },
        {
          "registry": "npm",
          "name": "@prismatic-io/embedded"
        }
      ],
      "auth": "oauth",
      "authNotes": "Access starts with a person creating an account, by free trial or contract, and logging in through the browser (`prism login`). The API takes that user's JWT as a Bearer token. `prism me:token --type refresh` prints a refresh token for headless use, exchanged at `/auth/refresh` for an access token valid for 7 days. Tokens have no scopes of their own and act with the user's role. The hosted MCP flow server uses MCP OAuth or the same Bearer token, and embedded end users get a JWT signed by the customer's backend.",
      "pricing": "paid",
      "pricingNotes": "No public prices. The pricing page lists Scale, Enterprise and Custom plans with volume per-instance pricing, each ending in a demo request. A free trial exists, and the Terms of Use set it at 30 days unless stated otherwise at signup. Whether the trial needs a card could not be read because the signup form is drawn by script. Contracts set fair use limits in gigabyte-seconds of compute per instance per month (checked 2026-10-09).",
      "priceSummary": "Paid",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs index, the API docs or the pricing page (checked 2026-10-09).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 29,
        "npmWeekly": 8416,
        "pypiWeekly": null,
        "asOf": "2026-10-09"
      },
      "docsUrl": "https://prismatic.io/docs/api/",
      "llmsTxt": "https://prismatic.io/docs/llms.txt",
      "registryName": "io.github.prismatic-io/prism-mcp",
      "capabilities": [
        "automation.workflows",
        "automation.embedded",
        "automation.apps",
        "automation.code",
        "automation.webhooks",
        "automation.auth",
        "agent.tools"
      ],
      "tags": [
        "hosted",
        "enterprise",
        "graphql",
        "mcp",
        "cli",
        "oauth",
        "llms-txt",
        "typescript",
        "sales-led",
        "status-page",
        "soc2",
        "webhooks",
        "closed-source"
      ],
      "lastRelease": "2026-10-06",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 59.1,
        "grade": "C",
        "agentReady": false,
        "rank": 561,
        "ranked": true,
        "rankOf": 950,
        "categoryRank": 6,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 63,
          "maintenance": 83,
          "payments": 0,
          "reliability": 67,
          "schema": 75,
          "security": 59,
          "transparency": 65
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-09"
        },
        "negative": 0,
        "verdict": "The GraphQL API covers 120 queries and 124 mutations with typed inputs, cursor pagination and Markdown documentation, and tokens follow seven user roles. No price is published, paid use runs under an agreement that is not public, and no API rate limit or idempotency key was found in the reviewed documentation.",
        "bestFor": "A B2B software company that wants to build integrations once, deploy them per customer and let an in-app agent call them as MCP tools.",
        "strengths": [
          "GraphQL API with 120 documented queries and 124 mutations, field selection, cursor pagination and per-query filters",
          "Every docs page has a Markdown twin, indexed by `llms.txt` at prismatic.io/docs/llms.txt",
          "Hosted MCP flow server in seven regions, with OAuth 2.0 and endpoints scoped to one integration or one instance",
          "Seven organisation roles, including a read-only guest and a third-party role limited to named integrations, components or customers",
          "Dated changelog with ten entries from 20 August to 1 October 2026, and CLI and SDK releases in the same weeks"
        ],
        "weaknesses": [
          "No prices on the pricing page. All three plans end in a demo request",
          "Paid use is governed by a separate agreement that is not published. The public terms cover the website and 30-day trials",
          "No API rate limit, `Retry-After` behaviour or idempotency key found in the reviewed documentation",
          "API tokens carry the whole role of the user who created them, and revoking one refresh token revokes all of that user's",
          "Mutation failures return HTTP 200 with an `errors` array of field and message, with no error codes"
        ],
        "agentNotes": [
          "Have a person run `prism login` once, then store the output of `prism me:token --type refresh` as `PRISM_REFRESH_TOKEN`. Access tokens last 7 days",
          "Read the `errors` array on every mutation. A failed mutation still returns HTTP 200",
          "Pass `sortBy` with `CREATED_AT` when paging. Without a sort order pages can repeat or skip records",
          "Use the regional host for the tenant, such as `app.eu-west-1.prismatic.io` and `mcp.eu-west-1.prismatic.io`",
          "Create a guest user for a read-only agent, because tokens have no scopes of their own"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 59.1
          }
        ],
        "editorialScores": {
          "ergonomics": 63,
          "maintenance": 83,
          "payments": 0,
          "reliability": 67,
          "schema": 75,
          "security": 59,
          "transparency": 40
        },
        "provenanceScore": 89
      },
      "connect": {
        "install": "npm install --global @prismatic-io/prism",
        "http": "curl https://app.prismatic.io/api --request POST --header \"Authorization: Bearer ${PRISMATIC_API_TOKEN}\" --header \"Content-Type: application/json\" --data '{\"query\": \"query { integrations { nodes { id name }}}\"}'",
        "claudeCode": "claude mcp add-json prismatic '{\"type\":\"stdio\",\"command\":\"npx\",\"args\":[\"-y\",\"mcp-remote\",\"https://mcp.prismatic.io/mcp\"]}'",
        "config": {
          "mcpServers": {
            "prism": {
              "args": [
                "-y",
                "@prismatic-io/prism-mcp",
                "."
              ],
              "command": "npx",
              "env": {
                "PRISMATIC_URL": "https://app.prismatic.io"
              },
              "type": "stdio"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/automation.workflows",
        "tool": "https://letme.dev/prismatic"
      },
      "area": "business",
      "provenance": {
        "legalEntity": "Prismatic Software Inc.",
        "domain": "prismatic.io",
        "domainRegistered": "2016-07-09",
        "endpointOnVendorDomain": true,
        "terms": "",
        "privacy": "https://prismatic.io/legal/privacy/",
        "statusPage": "https://www.prismatic-status.io",
        "changelog": "https://prismatic.io/docs/changelog/",
        "securityTxt": "valid",
        "checked": "2026-10-09",
        "notes": [
          "The Terms of Use (last updated 17 March 2023) name Prismatic Software Inc., 5013 S Louise Ave #122, Sioux Falls, SD 57108, and are governed by South Dakota law.",
          "No terms link is recorded. The Terms of Use at https://prismatic.io/legal/terms/ are website terms that also cover trial accounts, and they say non-trial use of the Services is subject to a separate agreement, which is not published.",
          "The Privacy Policy (last updated 26 June 2024) covers the website and the web application at app.prismatic.io.",
          "security.txt at https://prismatic.io/.well-known/security.txt names security@prismatic.io and a PGP key and expires on 16 June 2027.",
          "The API, the regional hosts and the MCP flow server are all on prismatic.io subdomains. The status page is on prismatic-status.io and the trust centre on trust-prismatic.io.",
          "RDAP for prismatic.io gives a registration date of 2016-07-09."
        ],
        "score": 89
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/prismatic.json",
      "live": {
        "slug": "prismatic",
        "probe": {
          "target": "https://mcp.prismatic.io/mcp",
          "method": "get",
          "lastAt": "2026-10-10T03:53:39.024530159Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 293,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 298,
          "p95ms24h": 389,
          "samples24h": 125,
          "samples30d": 125,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 85,
              "ok": 85
            },
            {
              "date": "2026-10-10",
              "probes": 40,
              "ok": 40
            }
          ]
        },
        "vendorStatus": {
          "page": "https://www.prismatic-status.io",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-10T03:58:43.739548482Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "prismatic-io/prism",
            "version": "v10.5.0",
            "released": "2026-09-30",
            "seenAt": "2026-10-09T17:14:48.08709817Z"
          },
          {
            "registry": "mcp-registry",
            "name": "io.github.prismatic-io/prism-mcp",
            "version": "1.5.0",
            "seenAt": "2026-10-10T03:11:32.438759038Z"
          },
          {
            "registry": "npm",
            "name": "@prismatic-io/embedded",
            "version": "4.14.0",
            "seenAt": "2026-10-09T17:14:46.07500175Z"
          },
          {
            "registry": "npm",
            "name": "@prismatic-io/prism",
            "version": "10.5.0",
            "seenAt": "2026-10-09T17:14:41.869797583Z"
          },
          {
            "registry": "npm",
            "name": "@prismatic-io/prism-mcp",
            "version": "1.5.0",
            "seenAt": "2026-10-09T17:14:42.93328997Z"
          },
          {
            "registry": "npm",
            "name": "@prismatic-io/spectral",
            "version": "10.34.1",
            "seenAt": "2026-10-09T17:14:44.108249111Z"
          }
        ],
        "githubStars": 29,
        "npmWeekly": 8416,
        "pages": [
          {
            "url": "https://prismatic.io/docs/changelog/",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-09T18:43:50.569023777Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "8f4fb9151364"
          },
          {
            "url": "https://prismatic.io/legal/privacy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-09T18:43:53.22345549Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "6521c9b1a5d9"
          }
        ],
        "updatedAt": "2026-10-10T03:58:43.739548482Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "AgentHub Inc.",
        "b": "Prismatic Software Inc.",
        "name": "Vendor"
      },
      {
        "a": "https://api.gumloop.com/api/v1",
        "b": "https://mcp.prismatic.io/mcp",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, Streamable HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth",
        "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 Prism CLI, the Spectral and embedded SDKs, the Prism MCP dev server and the Claude Code skills on GitHub are MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.github.prismatic-io/prism-mcp",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-08",
        "b": "2026-10-06",
        "name": "Last release"
      },
      {
        "a": "no date given",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "2024-06-26",
        "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": "29 stars, 8.4k npm/wk",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "Gumloop scores 61.6 (C) on agent readiness against Prismatic's 59.1 (C), and leads in 4 of 7 scored categories. Prismatic leads on security \u0026 auth, maintenance \u0026 community and transparency \u0026 trust.",
        "question": "Which is better for AI agents, Gumloop or Prismatic?"
      },
      {
        "answer": "Gumloop takes an API key or an OAuth sign-in. Prismatic uses an OAuth sign-in.",
        "question": "Do Gumloop and Prismatic need an API key?"
      },
      {
        "answer": "Yes. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1 and Prismatic at https://mcp.prismatic.io/mcp.",
        "question": "Can an agent call Gumloop and Prismatic without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 82 against 67",
          "Schema \u0026 documentation, 83 against 75",
          "Payments \u0026 pricing, 20 against 0"
        ],
        "also": null,
        "goodFor": "A team that wants hosted agents with connectors, approvals and triggers, driven or configured by an outside agent through the API or MCP server.",
        "slug": "gumloop",
        "watchFor": "API keys and the `gumloop_api` OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card"
      },
      {
        "aheadOn": [
          "Security \u0026 auth, 59 against 50",
          "Maintenance \u0026 community, 83 against 77",
          "Transparency \u0026 trust, 65 against 57"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "A B2B software company that wants to build integrations once, deploy them per customer and let an in-app agent call them as MCP tools.",
        "slug": "prismatic",
        "watchFor": "No prices on the pricing page. All three plans end in a demo request"
      }
    ],
    "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-prismatic.json",
        "title": "Activepieces API + MCP vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/activepieces-vs-prismatic"
      },
      {
        "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-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-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-prismatic.json",
        "title": "Kestra vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/kestra-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/make-vs-prismatic.json",
        "title": "Make API + MCP vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/make-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/n8n-vs-prismatic.json",
        "title": "n8n API + MCP vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/n8n-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/node-red-vs-prismatic.json",
        "title": "Node-RED vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/node-red-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pipedream-vs-prismatic.json",
        "title": "Pipedream API + MCP vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/pipedream-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/power-automate-vs-prismatic.json",
        "title": "Microsoft Power Automate vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/power-automate-vs-prismatic"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prismatic-vs-tray.json",
        "title": "Prismatic vs Tray.ai API + MCP",
        "url": "https://www.anchorterminal.com/compare/prismatic-vs-tray"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prismatic-vs-windmill.json",
        "title": "Prismatic vs Windmill API + MCP",
        "url": "https://www.anchorterminal.com/compare/prismatic-vs-windmill"
      },
      {
        "json": "https://www.anchorterminal.com/compare/prismatic-vs-workato.json",
        "title": "Prismatic vs Workato API + MCP",
        "url": "https://www.anchorterminal.com/compare/prismatic-vs-workato"
      },
      {
        "json": "https://www.anchorterminal.com/compare/paragon-vs-prismatic.json",
        "title": "Paragon ActionKit + MCP vs Prismatic",
        "url": "https://www.anchorterminal.com/compare/paragon-vs-prismatic"
      }
    ],
    "scores": [
      {
        "by": 15,
        "edge": "gumloop",
        "gumloop": 82,
        "key": "reliability",
        "name": "Reliability",
        "prismatic": 67,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 8,
        "edge": "gumloop",
        "gumloop": 83,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "prismatic": 75,
        "weight": 13
      },
      {
        "by": 3,
        "edge": "gumloop",
        "gumloop": 66,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "prismatic": 63,
        "weight": 13
      },
      {
        "by": 9,
        "edge": "prismatic",
        "gumloop": 50,
        "key": "security",
        "name": "Security \u0026 auth",
        "prismatic": 59,
        "weight": 14
      },
      {
        "by": 20,
        "edge": "gumloop",
        "gumloop": 20,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "prismatic": 0,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 6,
        "edge": "prismatic",
        "gumloop": 77,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "prismatic": 83,
        "weight": 7
      },
      {
        "by": 8,
        "edge": "prismatic",
        "gumloop": 57,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "prismatic": 65,
        "weight": 7
      }
    ],
    "summary": "Gumloop scores 61.6 (C) on agent readiness against Prismatic's 59.1 (C), and leads in 4 of 7 scored categories. Prismatic leads on security \u0026 auth, maintenance \u0026 community and transparency \u0026 trust. Both do workflow automation.",
    "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.",
      "prismatic": "The GraphQL API covers 120 queries and 124 mutations with typed inputs, cursor pagination and Markdown documentation, and tokens follow seven user roles. No price is published, paid use runs under an agreement that is not public, and no API rate limit or idempotency key was found in the reviewed documentation."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/gumloop-vs-prismatic",
    "json": "https://www.anchorterminal.com/compare/gumloop-vs-prismatic.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/gumloop-vs-prismatic.md",
    "slim": "https://www.anchorterminal.com/compare/gumloop-vs-prismatic.min.md"
  },
  "markdown": "Gumloop scores 61.6 (C) on agent readiness against Prismatic's 59.1 (C), and leads in 4 of 7 scored categories. Prismatic leads on security \u0026 auth, maintenance \u0026 community and transparency \u0026 trust. Both do workflow automation.\n\n- Gumloop: grade C, 61.6/100, rank #463 of 950. Markdown https://www.anchorterminal.com/tools/gumloop.md · JSON https://www.anchorterminal.com/api/v1/tools/gumloop.json\n- Prismatic: grade C, 59.1/100, rank #561 of 950. Markdown https://www.anchorterminal.com/tools/prismatic.md · JSON https://www.anchorterminal.com/api/v1/tools/prismatic.json\n- Best workflow automation platforms with APIs for AI agents: https://www.anchorterminal.com/best/workflow-automation/index.md\n- All 108 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 67\n- Schema \u0026 documentation, 83 against 75\n- Payments \u0026 pricing, 20 against 0\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### Prismatic (C)\n\nGood for: A B2B software company that wants to build integrations once, deploy them per customer and let an in-app agent call them as MCP tools.\n\nAhead on:\n- Security \u0026 auth, 59 against 50\n- Maintenance \u0026 community, 83 against 77\n- Transparency \u0026 trust, 65 against 57\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: No prices on the pricing page. All three plans end in a demo request\n\n\n## Score by category\n\n| Category | Weight | Gumloop | Prismatic | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 82 | 67 | Gumloop +15 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 75 | Gumloop +8 |\n| Agent ergonomics | 13% (16.2 this run) | 66 | 63 | Gumloop +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 59 | Prismatic +9 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 0 | Gumloop +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 83 | Prismatic +6 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 57 | 65 | Prismatic +8 |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **61.6 · C** | **59.1 · C** | |\n\n## Facts side by side\n\n| Fact | Gumloop | Prismatic |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | AgentHub Inc. | Prismatic Software Inc. |\n| Hosted endpoint | `https://api.gumloop.com/api/v1` | `https://mcp.prismatic.io/mcp` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |\n| Auth | OAuth or key | OAuth |\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 Prism CLI, the Spectral and embedded SDKs, the Prism MCP dev server and the Claude Code skills on GitHub are MIT |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `io.github.prismatic-io/prism-mcp` |\n| Last release | 2026-10-08 | 2026-10-06 |\n| Terms last updated | no date given | no document linked |\n| Privacy policy last updated | no date given | 2024-06-26 |\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 | 29 stars, 8.4k npm/wk |\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**Prismatic.** The GraphQL API covers 120 queries and 124 mutations with typed inputs, cursor pagination and Markdown documentation, and tokens follow seven user roles. No price is published, paid use runs under an agreement that is not public, and no API rate limit or idempotency key was found in the reviewed documentation.\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### Prismatic\n\n1. Have a person run `prism login` once, then store the output of `prism me:token --type refresh` as `PRISM_REFRESH_TOKEN`. Access tokens last 7 days\n2. Read the `errors` array on every mutation. A failed mutation still returns HTTP 200\n3. Pass `sortBy` with `CREATED_AT` when paging. Without a sort order pages can repeat or skip records\n4. Use the regional host for the tenant, such as `app.eu-west-1.prismatic.io` and `mcp.eu-west-1.prismatic.io`\n5. Create a guest user for a read-only agent, because tokens have no scopes of their own\n\n## Questions\n\n### Which is better for AI agents, Gumloop or Prismatic?\n\nGumloop scores 61.6 (C) on agent readiness against Prismatic's 59.1 (C), and leads in 4 of 7 scored categories. Prismatic leads on security \u0026 auth, maintenance \u0026 community and transparency \u0026 trust.\n\n### Do Gumloop and Prismatic need an API key?\n\nGumloop takes an API key or an OAuth sign-in. Prismatic uses an OAuth sign-in.\n\n### Can an agent call Gumloop and Prismatic without installing anything?\n\nYes. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1 and Prismatic at https://mcp.prismatic.io/mcp.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gumloop-vs-prismatic.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gumloop-vs-prismatic.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gumloop\", \"b\": \"prismatic\"}`. From a terminal: `anchor compare gumloop prismatic`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gumloop.json and https://www.anchorterminal.com/api/v1/tools/prismatic.json\n\n## Other comparisons with Gumloop or Prismatic\n\n- [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md)\n- [Activepieces API + MCP vs Prismatic](https://www.anchorterminal.com/compare/activepieces-vs-prismatic.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 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 Prismatic](https://www.anchorterminal.com/compare/kestra-vs-prismatic.md)\n- [Make API + MCP vs Prismatic](https://www.anchorterminal.com/compare/make-vs-prismatic.md)\n- [n8n API + MCP vs Prismatic](https://www.anchorterminal.com/compare/n8n-vs-prismatic.md)\n- [Node-RED vs Prismatic](https://www.anchorterminal.com/compare/node-red-vs-prismatic.md)\n- [Pipedream API + MCP vs Prismatic](https://www.anchorterminal.com/compare/pipedream-vs-prismatic.md)\n- [Microsoft Power Automate vs Prismatic](https://www.anchorterminal.com/compare/power-automate-vs-prismatic.md)\n- [Prismatic vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/prismatic-vs-tray.md)\n- [Prismatic vs Windmill API + MCP](https://www.anchorterminal.com/compare/prismatic-vs-windmill.md)\n- [Prismatic vs Workato API + MCP](https://www.anchorterminal.com/compare/prismatic-vs-workato.md)\n- [Paragon ActionKit + MCP vs Prismatic](https://www.anchorterminal.com/compare/paragon-vs-prismatic.md)\n",
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