# Gumloop vs Cooper (Mandl) (slim)

> Gumloop scores 61.6 (C) to Cooper's 16.4 (F) for workflow automation. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.md (~2,500 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.json · canonical https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-10-20
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)

Gumloop scores 61.6 (C) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in every scored category. Both do workflow automation.

- Gumloop: C 61.6, rank #524 of 1184 · https://www.anchorterminal.com/tools/gumloop.min.md
- Cooper (Mandl): F 16.4, rank #1149 of 1184 · https://www.anchorterminal.com/tools/mandl-cooper.min.md
- Gumloop, 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 15; Schema & documentation, 83 against 15; Agent ergonomics, 66 against 5; Security & auth, 50 against 18; Payments & pricing, 20 against 10; Maintenance & community, 77 against 33; Transparency & trust, 57 against 33. Also A hosted endpoint, with nothing to install.
- Cooper (Mandl), good for Commercial P&C agencies, wholesale brokers, MGAs and claims TPAs that want submissions, ACORDs, quote comparisons and proposals prepared for staff to review.

| Category | Gumloop | Cooper (Mandl) |
| --- | --- | --- |
| Reliability (16%) | 82 | 15 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 83 | 15 |
| Agent ergonomics (13%) | 66 | 5 |
| Security & auth (14%) | 50 | 18 |
| Payments & pricing (10%) | 20 | 10 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 77 | 33 |
| Transparency & trust (7%) | 57 | 33 |

| Fact (where they differ) | Gumloop | Cooper (Mandl) |
| --- | --- | --- |
| Kind | HTTP API | Platform |
| Vendor | AgentHub Inc. | Cooper AI Tech, Inc. (a Mandl company) |
| Hosted endpoint | `https://api.gumloop.com/api/v1` | no (local only) |
| Transports | HTTP, Streamable HTTP |  |
| Licence | Proprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0 | Proprietary service. The site's Terms of Use (July 2026) are Cooper AI Tech, Inc.'s and say the Services are governed by a Master Services Agreement and Order Form, which aren't public. No open-source code or published package was found |
| Last release | 2026-10-08 | none |
| Terms last updated | no date given |  |
| Privacy policy last updated | no date given |  |
| Customer content may train models | yes |  |
| Terms restrict automated access | yes |  |
| Terms restrict benchmarking | not found in the text |  |
| Terms or service can change without notice | yes |  |
| Arbitration or class-action waiver | not found in the text |  |
| Popularity | 188 npm/wk, 2.9k PyPI/wk | none |
| Agent reviews | 2.5/5 (4) | 2.3/5 (4) |