Reviewed 11 October 2026. This is a documentation review, not a test. The award record for 2026 is on the award page.
Pages the panel read
- Gumloop home
- Gumloop credits documentation
- Gumloop agents documentation
- Gumloop agent triggers
- Gumloop human in the loop
- Gumloop MCP server overview
- Gumloop documentation index
Scores
| Dimension | Score | Checks |
|---|---|---|
| Tool Access | 100 of 100 | 5 documented, 0 mentioned, 0 not found |
| Task Setup | 90 of 100 | 4 documented, 1 mentioned, 0 not found |
| Running and Oversight | 90 of 100 | 4 documented, 1 mentioned, 0 not found |
| Billing Clarity | 70 of 100 | 3 documented, 1 mentioned, 1 not found |
The total is the plain sum of the four dimensions, out of 400. Each check is worth 20 points when documented in detail, 10 when mentioned only, and 0 when nothing was found.
Checklist
Tool Access: 100 of 100
How many outside tools the builder connects to, and whether its public pages name them.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| Names specific third-party integrations on a public page | Documented | The homepage lists connector pages for Slack, Gmail, Salesforce, HubSpot, Notion and GitHub. | Gumloop home |
| Connects search engines or SEO data | Documented | Connectors include Exa, Firecrawl, Semrush, Ahrefs and Google Search Console. | Gumloop home |
| Connects social or community platforms | Documented | Connectors include Instagram, TikTok, X, Reddit and YouTube. | Gumloop home |
| Connects sales or contact data | Documented | Connectors include Apollo, Findymail, Clay and Gong. | Gumloop home |
| Connects media generation (image, video or voice) | Documented | A fal connector covers images, video, audio and speech. | Gumloop home |
Task Setup: 90 of 100
How a person turns a goal into a working agent without wiring each tool by hand.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| Starts from a plain-language task description | Documented | Teams describe their work in plain language to get agents. | Gumloop home |
| Picks or connects tools without manual wiring | Documented | The agent decides which tools to use and when. | Gumloop agents documentation |
| Offers ready-made templates or workflows | Documented | Use cases and templates include a CRM agent, support triage and lead qualification. | Gumloop home |
| Has a visual, no-code builder | Mentioned | The agent builder uses tabs and a node reference. No visual canvas is described. | Gumloop documentation index |
| Connects outside AI agents over MCP, SDK or API | Documented | A remote MCP server, a REST API, Python and JavaScript SDKs, and a CLI. | Gumloop MCP server overview |
Running and Oversight: 90 of 100
Whether the agent keeps working on a schedule, asks a person before outside actions, and shows what it did.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| Runs on a schedule or continues in the cloud | Documented | Scheduled and webhook triggers run agents without a user in the loop. | Gumloop agent triggers |
| Asks a person to approve before outside actions | Documented | Approval modes: ask every time, ask for writes and deletes, or set per tool. | Gumloop human in the loop |
| Keeps a run history the user can open | Documented | Task history, per-chat credit logs and CSV export are described. | Gumloop credits documentation |
| Shows which tool or step was used, and why | Mentioned | The approval card shows the tool and its arguments. No step-by-step trace page was read. | Gumloop human in the loop |
| Supports team sharing or several users | Documented | Team and organization agents, shared triggers and team connector accounts are described. | Gumloop agents documentation |
Billing Clarity: 70 of 100
Whether the free start, the price and the usage are stated in public.
| Check | Finding | What the documentation says | Source |
|---|---|---|---|
| States a free way to start | Mentioned | A 14-day Pro trial is listed. No permanent free plan is shown. | Gumloop credits documentation |
| Shows plans or rates on a public page | Documented | Pro and Enterprise plans are listed. Enterprise is by quote. | Gumloop credits documentation |
| Uses one balance or one bill across the tools | Documented | One credit balance covers chat, tool calls and compute. Third-party charges are added on top. | Gumloop credits documentation |
| Shows how much credit or usage each task used | Documented | A live credit count in the chat header, a breakdown by charge type, and credit logs. | Gumloop credits documentation |
| Says no credit card is needed to start | Not found | The trial is described as needing a card. | Gumloop credits documentation |
What the documentation does not cover
- Billing Clarity: says no credit card is needed to start
Where the panel stopped
The panel read public documentation only. It did not buy the product, run a task, or compare real results. Documentation is not performance: a product may do things it does not publish, and a product that performs well but publishes little will score low here. That limit is stated on every research file.
Compare this file with the ranking page, where the same scores appear. Any difference between the two is an error, and should be reported through the corrections log.
Published 2026‑10‑11 · Panel review of public documentation, October 2026