# Gumloop vs Cooper (Mandl)

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

- Canonical: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper
- Markdown: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.md (~2,500 tokens)
- Slim: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.min.md (~730 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.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
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-10-20

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: grade C, 61.6/100, rank #524 of 1184. Markdown https://www.anchorterminal.com/tools/gumloop.md · JSON https://www.anchorterminal.com/api/v1/tools/gumloop.json
- Cooper (Mandl): grade F, 16.4/100, rank #1149 of 1184. Markdown https://www.anchorterminal.com/tools/mandl-cooper.md · JSON https://www.anchorterminal.com/api/v1/tools/mandl-cooper.json
- Best workflow automation platforms with APIs for AI agents: https://www.anchorterminal.com/best/workflow-automation/index.md
- All 154 workflows comparisons: https://www.anchorterminal.com/compare/workflow-automation/index.md

## 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 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 in its favour:
- A hosted endpoint, with nothing to install

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

### Cooper (Mandl) (F)

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.

Watch for: No API, MCP server, webhooks or documented email address an outside agent can use


## Score by category

| Category | Weight | Gumloop | Cooper (Mandl) | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 82 | 15 | Gumloop +67 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 83 | 15 | Gumloop +68 |
| Agent ergonomics | 13% (16.2 this run) | 66 | 5 | Gumloop +61 |
| Security & auth | 14% (17.5 this run) | 50 | 18 | Gumloop +32 |
| Payments & pricing | 10% (12.5 this run) | 20 | 10 | Gumloop +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 77 | 33 | Gumloop +44 |
| Transparency & trust | 7% (8.8 this run) | 57 | 33 | Gumloop +24 |
| Negative events | ≤15 | -2 | 0 | |
| **Total** | | **61.6 · C** | **16.4 · F** | |

## Facts side by side

| Fact | 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 |  |
| Auth | OAuth or key | OAuth or key |
| Pricing | Paid | Paid |
| 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 | 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 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| 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) |

## 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.

**Cooper (Mandl).** Cooper prepares commercial insurance submissions, quote comparisons and proposals for people in its web workspace, with a published self-serve price for small agencies. It has no API, MCP server or webhooks for an outside agent, and its SOC 2 and HIPAA claims come with no report and apply only to full Cooper.

## 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

### Cooper (Mandl)

1. Don't plan to call Cooper from another agent. It's operated by people in its web workspace
2. If a user's agency uses Cooper, hand them the account documents to forward to Cooper themselves
3. Don't send client insurance data or PHI to Cooper without the agency's signed agreement and, for PHI, a business associate agreement

## Questions

### Which is better for AI agents, Gumloop or Cooper (Mandl)?

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

### Can an agent call Gumloop and Cooper (Mandl) without installing anything?

Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1. No hosted endpoint is listed for Cooper (Mandl).


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "gumloop", "b": "mandl-cooper"}`. From a terminal: `anchor compare gumloop mandl-cooper`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gumloop.json and https://www.anchorterminal.com/api/v1/tools/mandl-cooper.json

## Other comparisons with Gumloop or Cooper (Mandl)

- [Activepieces API + MCP vs Gumloop](https://www.anchorterminal.com/compare/activepieces-vs-gumloop.md)
- [Activepieces API + MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/activepieces-vs-mandl-cooper.md)
- [Microsoft Copilot Studio MCP vs Gumloop](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-gumloop.md)
- [Microsoft Copilot Studio MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-mandl-cooper.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 Motive Agents](https://www.anchorterminal.com/compare/gumloop-vs-motive-agents.md)
- [Gumloop vs n8n API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-n8n.md)
- [Gumloop vs Node-RED](https://www.anchorterminal.com/compare/gumloop-vs-node-red.md)
- [Gumloop vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/gumloop-vs-paragon.md)
- [Gumloop vs Pipedream API + MCP](https://www.anchorterminal.com/compare/gumloop-vs-pipedream.md)
- [Gumloop vs Microsoft Power Automate](https://www.anchorterminal.com/compare/gumloop-vs-power-automate.md)
- [Gumloop vs Prismatic](https://www.anchorterminal.com/compare/gumloop-vs-prismatic.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 Cooper (Mandl)](https://www.anchorterminal.com/compare/kestra-vs-mandl-cooper.md)
- [Make API + MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/make-vs-mandl-cooper.md)
- [Cooper (Mandl) vs Motive Agents](https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.md)
- [Cooper (Mandl) vs n8n API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-n8n.md)
- [Cooper (Mandl) vs Node-RED](https://www.anchorterminal.com/compare/mandl-cooper-vs-node-red.md)
- [Cooper (Mandl) vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-paragon.md)
- [Cooper (Mandl) vs Pipedream API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-pipedream.md)
- [Cooper (Mandl) vs Microsoft Power Automate](https://www.anchorterminal.com/compare/mandl-cooper-vs-power-automate.md)
- [Cooper (Mandl) vs Prismatic](https://www.anchorterminal.com/compare/mandl-cooper-vs-prismatic.md)
- [Cooper (Mandl) vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-tray.md)
- [Cooper (Mandl) vs Windmill API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-windmill.md)
- [Cooper (Mandl) vs Workato API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-workato.md)

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Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp