← Back to all sparks
G

Gumloop

MKT AUTO
Velocity7.5

Gumloop turns autonomous agents into supervised, governable workers.

ai-agentshuman-in-the-loopmcp-integrationscost-governanceteam-collaboration
Current state
Gumloop is a fast-shipping agent platform adding model options (GLM-5.2, Claude Opus 4.8), channel connectors (Slack triggers, Microsoft Teams), and team-level governance (skill permission roles, shared secrets, per-org credit insights). The release cadence is high and broad across agents, MCP, and platform plumbing.
Where it's heading
The product is maturing agents from autonomous runners into supervised, governable workers: human-in-the-loop approvals, automatic chat evaluations, credit forecasting, and org model presets all target oversight and cost control rather than raw capability.
Prediction
Expect deeper governance and cost-control tooling plus continued expansion of enterprise channels and MCP connectors.

Recent moves

  1. 5d ago

    See Where Your Organization's Credits Go

    An Insights dashboard breaks down org credit usage by model with a Credit Explorer and spend forecasts, org model presets let admins pin models behind Recommended/Smartest/Fastest tiers, and GLM-5.2 joins under zero data retention. Strong cost-governance work consistent with the supervised-agent direction.

  2. 10d ago

    Trigger Agents from Slack Reactions

    Agents can now be triggered by a Slack emoji reaction, plus a fuller MCP directory and QuickBooks/Zoom tool additions. A useful new trigger surface that fits the deepening Slack and MCP integration story.

  3. 11d ago

    Human-in-the-Loop for Agents

    ⚡ SPARK

    Human-in-the-loop lands for agents — they can pause mid-task to ask for tool approval or pose a multiple-choice question, then resume — alongside automatic chat evaluations and a rebuilt composer. This is the pivot from autonomous runs to supervised, gradable agent work.

  4. 18d ago

    Agents in Microsoft Teams

    Agents can now connect to Microsoft Teams as an external channel, with lazy tool loading for large MCP toolsets and personal-scope data exports. Channel expansion plus credit efficiency, both in line with the enterprise-readiness push.

  5. 25d ago

    Add Shared & Organization Skills to Agents

    Shared and organization skills can be added directly to agents, with Editor/Viewer/Use-Only permission roles, one-click access requests, and a broader Gumloop MCP server. Governance and reuse plumbing that supports team-scale agent operations.

  6. 29d ago

    Notification Center

    A notification center centralizes access and role requests for one-click approval, team-level secrets share credentials across a team, and Claude Opus 4.8 becomes the Smartest model option. Collaboration and model-menu increments consistent with the trajectory.