Gumloop

What it does

Writes code

YesAgents generate and execute Python and shell code in a per-conversation cloud sandbox that is on by default, and can ship code as a shareable artifact.Give an agent a prompt and Gumloop agents can write, execute, and iterate on their code in a sandboxed environment.gumloop.com/vs/n8n ↗

Reviews code

PartlyThrough the GitHub connector an agent can open a pull request's changed files and inline review comments and post its own comment, but there is no dedicated review product or verdict workflow.List inline review comments on a PR (code-level comments on specific lines/files)docs.gumloop.com/nodes/mcp/github ↗

Ships it

PartlyGumloop builds and deploys custom MCP servers straight from a GitHub repository on every push to main, but that ships the connector code, not the buyer's own applications.You write the code in a GitHub repository, and Gumloop handles building, deploying, monitoring, and routing requests to your server.docs.gumloop.com/enterprise-features/ho… ↗

Done-for-you service

NoGumloop sells self-serve software your own team builds on; the only people-led option is an optional embedded expert on Enterprise, not a done-for-you build service.Embedded Gumloop Expertgumloop.com/pricing ↗

Not established: Debugs and fixes, Writes tests

How much it does unattended

Runs autonomously

YesPlain-English triggers let agents monitor apps or the web and act with no human in the loop; scheduled and webhook triggers run unattended.Tell Gumloop in plain English what to watch for on the web or across any combination of apps, and it'll monitor and take action automatically.gumloop.com/products/agents ↗

Multi-agent

YesMultiple agents can be orchestrated inside deterministic workflows and an agent can delegate to subagents, so coordination is a first-class feature.Orchestrate complex processes with multiple agents inside deterministic workflows. Agents can even call on subagents.gumloop.com/products/agents ↗

Agent permissions

YesPer-connector approval modes range from always-allow to never-allow, with a read-free write-gated middle setting and per-tool custom rules."Ask for writes/deletes" is a great default for most apps. It lets your agent gather information freely while keeping you in the loop for any changes.docs.gumloop.com/core-concepts/human_in… ↗

Which models it runs on

Claude

YesAnthropic is a first-class provider in the model picker and the docs list nine Claude models served directly by Anthropic.To pick a specific model instead, search by name or browse by provider: Anthropic, OpenAI, Google, DeepSeek, MiniMax, Z.ai, and more.docs.gumloop.com/core-concepts/ai_models ↗

GPT

YesOpenAI is a listed provider and the available-models table carries several GPT entries served through OpenAI directly.To pick a specific model instead, search by name or browse by provider: Anthropic, OpenAI, Google, DeepSeek, MiniMax, Z.ai, and more.docs.gumloop.com/core-concepts/ai_models ↗

Open models

YesOpen-weight families are runnable as hosted agents, but always through Gumloop's US-based inference providers rather than weights you host yourself.All open-source models (such as GPT-OSS 120B, LLaMA, DeepSeek, Qwen, Kimi, MiniMax, and GLM) are accessed through US-based providers under Zero Data…docs.gumloop.com/core-concepts/ai_models ↗

Model choice

YesThe buyer picks the model per agent from 35+ options on both plans, can swap freely, and Enterprise admins can restrict the allowed set.You choose which models and providers your agents use, and you can bring your own keys (BYOK) so calls run through your own provider accounts.gumloop.com/solutions/security ↗

Where you use it

In your editor

PartlyThere is no Gumloop IDE extension; instead its remote MCP server is documented for Cursor, VS Code and Windsurf, so the editor drives Gumloop agents rather than Gumloop living in the editor.Connect to the Gumloop MCP server from Claude, Cursor, VS Code, and other MCP-compatible clients.docs.gumloop.com/mcp-server/overview ↗

On the command line

YesA first-party CLI runs agents, calls MCP tools, searches Company Brain and manages skills and artifacts from the terminal, and is included on both plans.Sign in once, then run agents, call MCP tools, search Company Brain, and manage skills and artifacts from your terminal.gumloop.com/products/cli ↗

In your pipeline

PartlyWebhook triggers let GitHub, a cron job or an internal script start an agent, but the vendor documents no CI-native runner or agent that acts on a pull request.Anything that can send an HTTP POST — Stripe, GitHub, a cron job, an internal script — runs the agent by calling it.docs.gumloop.com/api-reference/getting-… ↗

In a browser

YesGumloop is a hosted web product and agents additionally get standalone public pages, plus Slack, Teams and email surfaces.Give your agent a standalone page on gumloopagents.com that anyone can open directly.docs.gumloop.com/core-concepts/hosted_p… ↗

Whose machine it runs on

Self-hosted

PartlyVirtual Private Cloud deployment is an optional Enterprise line item only, and Gumloop operates the stack inside your cloud rather than handing you software to run.Run Gumloop as managed SaaS, or deploy into your own cloud (VPC), in the region of your choice.gumloop.com/solutions/security ↗

Not established: Open source

What it costs to run

How it meters

YesBilling is credit-metered on top of a flat plan fee: model tokens, compute and paid tool calls at list price, plus an 8% orchestration fee, with credits priced at half a cent.Credits are indexed at $0.005 each. Pro includes 7,400 + 12,600 bonus credits (20,000 total) for $37/month.gumloop.com/pricing ↗

Free tier

PartlyThere is a self-serve 14-day free trial of Pro but no standing free plan in the published table, so continued use requires the $37/month tier.Start 14-day free trialgumloop.com/pricing ↗

API access

YesA documented REST API with Python and JavaScript SDKs creates agents, starts sessions and triggers automations, and is listed for both plans.The Gumloop API is agent-first: you can create and update agents, start chat sessions, and use chat completions from any OpenAI-compatible client.docs.gumloop.com/api-reference/getting-… ↗

MCP server

YesGumloop runs a remote MCP server exposing dozens of tools so another agent can list agents, run sessions and search Company Brain; MCP is a Pro-and-above line item.Gumloop exposes a remote Model Context Protocol (MCP) server that lets any compatible AI client manage your agents, sessions, skills, and more.docs.gumloop.com/mcp-server/overview ↗

Bring your own key

YesYour own provider keys make model calls cost zero credits, but the orchestration fee doubles to 16% and each key only waives the models that provider serves.BYOK makes AI model calls cost 0 credits, and it also applies to image generation and voice transcription. Since the model spend leaves your credit…docs.gumloop.com/core-concepts/ai_models ↗

Buying it for a team

A company can buy it

YesAn Enterprise plan is sold through sales with custom pricing, org-wide governance and SCIM provisioning, alongside self-serve team workspaces on Pro.We work with our Enterprise teams on custom plans so that your team can scale confidently with an extremely obvious ROI.gumloop.com/pricing ↗

Seat model

YesSeats and teams are unlimited on both plans with no per-seat charge or stated minimum, so cost scales with credit consumption instead of headcount.gumloop.com/pricing ↗

Pooled budget

YesTeam members draw on one shared credit balance on both plans rather than each holding a private allowance, which is what makes unlimited seats workable.On both Pro and Enterprise plans, team members can share credentials, collaborate on agents, and use the same pool of credits.gumloop.com/pricing ↗

Admin controls

PartlyPro limits connector guardrails to a single agent's scope; org-wide policies, role-based access and model access control are Enterprise-only rows in the same table.Agent-scopedgumloop.com/pricing ↗

Audit log

PartlyAudit logs are marked absent on Pro and present on Enterprise, so administrative traceability requires the sales-led plan.Our Enterprise tier offers the observability, security, and compliance features that large teams require, like RBAC, organization-wide governance…gumloop.com/pricing ↗

Single sign-on

PartlySAML single sign-on and SCIM provisioning work with any identity provider but the plan table marks SCIM/SAML support Enterprise-only.Connect any identity provider for single sign-on (SSO) and automated user provisioning with SCIM.gumloop.com/solutions/security ↗

What happens to your code

Opt out of training

YesZero-data-retention agreements with major model providers are the default rather than a setting, and open models are explicitly excluded from training; a 30-day-retention model group must be chosen deliberately.Your data is never used for model training and is not stored after inference.docs.gumloop.com/core-concepts/ai_models ↗

Data residency

PartlyRegion choice comes with the optional Enterprise VPC deployment; on managed SaaS the vendor names no region options and routes open models through US-based providers.Run Gumloop as managed SaaS, or deploy into your own cloud (VPC), in the region of your choice. Your data stays in the infrastructure you control.gumloop.com/solutions/security ↗

Getting out

PartlyOrganisation-wide data export and continuous drains are an Enterprise feature, and unused credits never carry over to the next month.No. The 20k credit allotment is a monthly grant that resets each billing period. You get the full 20k again next month; you don't bank what you…gumloop.com/pricing ↗

Certifications

YesSOC 2 Type II attestation, HIPAA with BAAs on eligible plans, a GDPR-aligned programme and EU-U.S. Data Privacy Framework certification including the UK extension.We are SOC 2 Type II attested and HIPAA compliant, and we offer BAAs for eligible plans.gumloop.com/solutions/security ↗