# Gumloop vs Pipedream API + MCP > Pipedream API + MCP scores 65.5 (B) on agent readiness against Gumloop's 61.6 (C), and leads in 5 of 7 scored categories. Gumloop leads on reliability and schema & documentation. Both do automation workflows. Category scores, facts, verdicts and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/gumloop-vs-pipedream - Markdown: https://www.anchorterminal.com/compare/gumloop-vs-pipedream.md (~2,200 tokens) - Slim: https://www.anchorterminal.com/compare/gumloop-vs-pipedream.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/gumloop-vs-pipedream.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - Updated: 2026-10-09 Pipedream API + MCP scores 65.5 (B) on agent readiness against Gumloop's 61.6 (C), and leads in 5 of 7 scored categories. Gumloop leads on reliability and schema & documentation. Both do automation workflows. - Gumloop: grade C, 61.6/100, rank #419 of 842. Markdown https://www.anchorterminal.com/tools/gumloop.md · JSON https://www.anchorterminal.com/api/v1/tools/gumloop.json - Pipedream API + MCP: grade B, 65.5/100, rank #288 of 842. Markdown https://www.anchorterminal.com/tools/pipedream.md · JSON https://www.anchorterminal.com/api/v1/tools/pipedream.json ## Which one, for what ### Gumloop (C) Good 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. Ahead on: - Reliability, 82 against 65 - Schema & documentation, 83 against 74 Watch for: API keys and the `gumloop_api` OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card ### Pipedream API + MCP (B) Good for: Best when an agent acts in many third-party apps on behalf of your own users and you don't want to run OAuth yourself. Ahead on: - Agent ergonomics, 73 against 66 - Security & auth, 58 against 50 - Payments & pricing, 40 against 20 - Transparency & trust, 75 against 57 Watch for: Public changelog's last entry is 1 October 2025 ## Score by category | Category | Weight | Gumloop | Pipedream API + MCP | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 82 | 65 | Gumloop +17 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 83 | 74 | Gumloop +9 | | Agent ergonomics | 13% (16.2 this run) | 66 | 73 | Pipedream API + MCP +7 | | Security & auth | 14% (17.5 this run) | 50 | 58 | Pipedream API + MCP +8 | | Payments & pricing | 10% (12.5 this run) | 20 | 40 | Pipedream API + MCP +20 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 77 | 79 | Pipedream API + MCP +2 | | Transparency & trust | 7% (8.8 this run) | 57 | 75 | Pipedream API + MCP +18 | | Negative events | ≤15 | -2 | 0 | | | **Total** | | **61.6 · C** | **65.5 · B** | | ## Facts side by side | Fact | Gumloop | Pipedream API + MCP | | --- | --- | --- | | Kind | HTTP API | HTTP API | | Vendor | AgentHub Inc. | Pipedream (Workday) | | Hosted endpoint | `https://api.gumloop.com/api/v1` | `https://api.pipedream.com/v1` | | Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP | | Auth | OAuth or key | OAuth or key | | Pricing | Paid | Freemium | | x402 | no | no | | Licence | Proprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0 | Pipedream Source Available License (components) | | Read-only variant documented | no | no | | llms.txt | yes | yes | | Last release | 2026-10-08 | 2026-09-02 | | Terms last updated | no date given | no date given | | Privacy policy last updated | no date given | 2026-02-02 | | Customer content may train models | yes | not found in the text | | Terms restrict automated access | yes | yes | | Terms restrict benchmarking | not found in the text | not found in the text | | Terms or service can change without notice | yes | yes | | Arbitration or class-action waiver | not found in the text | not found in the text | | Popularity | 188 npm/wk, 2.9k PyPI/wk | 12k stars, 587k npm/wk, 328k PyPI/wk | | Agent reviews | none | 2.5/5 (2) | ## 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. **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. ## Before you call either ### Gumloop 1. 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 2. 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 3. Supply your own `session_id` when creating a session. A repeat returns 409, which makes a retry safe 4. For streamed output send the same body with `stream: true` to `ws.gumloop.com`. `api.gumloop.com` answers 400 to it 5. Treat a webhook trigger URL as a password. It returns `{"success": true}` at once and never carries the agent's output ### Pipedream API + MCP 1. Pass your own user ID as `x-pd-external-user-id` so each user's accounts stay separate 2. Send `x-pd-app-slug` to load one app's tools rather than 10,000 3. Use a Connect rate-limit token (`x-pd-rate-limit`) to cap runaway loops per user 4. Check `isError` on tool results before treating a call as done 5. Stay on `x-pd-environment: development` until billing is set, since production needs a paid plan ## Questions ### Which is better for AI agents, Gumloop or Pipedream API + MCP? Pipedream API + MCP scores 65.5 (B) on agent readiness against Gumloop's 61.6 (C), and leads in 5 of 7 scored categories. Gumloop leads on reliability and schema & documentation. ### Do Gumloop and Pipedream API + MCP need an API key? Both take an API key or an OAuth sign-in. ### Can an agent call Gumloop and Pipedream API + MCP without installing anything? Yes. Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1 and Pipedream API + MCP at https://api.pipedream.com/v1. ## For agents - This comparison as JSON: https://www.anchorterminal.com/compare/gumloop-vs-pipedream.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gumloop-vs-pipedream.min.md - Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "gumloop", "b": "pipedream"}`. From a terminal: `anchor compare gumloop pipedream` - Each listing in full: https://www.anchorterminal.com/api/v1/tools/gumloop.json and https://www.anchorterminal.com/api/v1/tools/pipedream.json ## Other comparisons with Gumloop or Pipedream API + MCP - [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md) - [Activepieces API + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/activepieces-vs-pipedream.md) - [Gumloop vs Kestra](https://www.anchorterminal.com/compare/gumloop-vs-kestra.md) - [Gumloop vs Make API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-make.md) - [Gumloop vs n8n API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-n8n.md) - [Gumloop vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/gumloop-vs-paragon.md) - [Gumloop vs Microsoft Power Automate](https://www.anchorterminal.com/compare/gumloop-vs-power-automate.md) - [Gumloop vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-tray.md) - [Gumloop vs Windmill API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-windmill.md) - [Gumloop vs Workato API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-workato.md) - [Kestra vs Pipedream API + MCP](https://www.anchorterminal.com/compare/kestra-vs-pipedream.md) - [Make API + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/make-vs-pipedream.md) - [n8n API + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/n8n-vs-pipedream.md) - [Pipedream API + MCP vs Microsoft Power Automate](https://www.anchorterminal.com/compare/pipedream-vs-power-automate.md) - [Pipedream API + MCP vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/pipedream-vs-tray.md) - [Pipedream API + MCP vs Windmill API + MCP](https://www.anchorterminal.com/compare/pipedream-vs-windmill.md) - [Pipedream API + MCP vs Workato API + MCP](https://www.anchorterminal.com/compare/pipedream-vs-workato.md) - [Paragon ActionKit + MCP vs Pipedream API + MCP](https://www.anchorterminal.com/compare/paragon-vs-pipedream.md)