Gumloop
The no-code agent builder non-engineers actually keep using: every model included, deep MCP, a real audit trail. You price your workflows, not your seats, and the credit meter is where the surprises live.
Element scores
Strengths
Non-engineers pick it up in minutes and keep using it — that stickiness is what won Benchmark's $50M Series B in March 2026. Model-agnostic with every major provider bundled, 150+ connectors, and one of the deepest MCP implementations in the category (MCP nodes, a 40-tool MCP server, custom MCP servers). Gumstack gives security teams a single audit trail over every agent tool call across the org, and it is SOC 2 Type 2 and GDPR compliant.
Honest dings
Credit-based pricing is the real cost question: advanced-model calls burn ~10x the credits of standard ones, and heavy AI usage can push a team well past the $37 Pro headline. Embeddings, a hosted vector store, fine-tuning and synthetic data are simply not there — this is an orchestration layer, not an AI platform. Evaluations are listed but thin, and multi-agent coordination is still young.
Sources
Every audit lists the research it rests on — transparency and traceability are the product. Tools evolve: each audit is a snapshot of its audit date, and re-audits supersede older versions (kept below for reference).
- gumloop.com/pricing — Official pricing: Free 5,000 credits/1 seat, Pro from $37/mo with 20k+ credits and unlimited seats, Enterprise custom; feature matrix (Evaluations, Gumstack, MCP Server Hosting, RBAC, SCIM/SAML, VPC) (accessed 2026-07-24)
- techcrunch.com/2026/03/12/gumloop-lands-50m-from-be… — $50M Series B led by Benchmark (Everett Randle); model-independence rationale; enterprise customers Shopify, Ramp, Gusto, Samsara, Instacart, Opendoor (accessed 2026-07-24)
- gumloop.com/blog/series-b — Official Series B post: product tenets, Gumloop Agents, Gumstack security/observability layer tracking tool calls across the org (accessed 2026-07-24)
- docs.gumloop.com/mcp-server/overview — Official docs: remote MCP server exposing 40 tools to Claude/Cursor/VS Code, agent/flow/MCP management tools, Gumloop CLI (accessed 2026-07-24)
- gumloop.com/blog/introducing-mcp-workflows — Official: MCP nodes generate custom Python-backed integrations via Gummie; deeper/faster integrations (accessed 2026-07-24)
- docs.gumloop.com/core-concepts/agents — Official agent-builder docs: system prompt, connectors (150+), Skills, Subagents, per-tool read/write authorization, credit-cost model (accessed 2026-07-24)
- betakit.com/vancouver-founded-gumloop-sticks-50-mil… — Vancouver-founded, San Francisco-based; ~24 employees as of Mar 2026; enterprise pull shaping the company (accessed 2026-07-24)
- work-management.org/automation/ai-agents/gumloop-re… — Independent review (13/07/2026): hybrid agents+workflows, 150+ agent connectors, 100+ nodes, Reflections/guardrails, pricing tiers (accessed 2026-07-24)
- aiagentstore.ai/ai-agent/gumloop — Independent listing corroborating SOC 2 Type 2 and GDPR compliance, Chrome extension web scraping (accessed 2026-07-24)