Runbear vs Adapt (2026)

Runbear

by Runbear, Inc.

Adapt

by Adapt

Pros

• ✓Works in both MCP directions, acting as a client from Slack and exposing its own hosted MCP server for Claude Code, Claude Desktop, Cursor, VS Code, Windsurf and Zed.
• ✓Credit-based pricing with no per-seat charge, so cost tracks usage rather than headcount, and both published tiers list their exact credit allowance.
• ✓Per-user authorization on shared agents plus a SIEM-exportable audit log, and the vendor states plainly that customer data is not used for model training.

Limitations

• ⚠The MCP server is in early access with an expanding tool set, and the vendor states some agent settings remain dashboard-only.
• ⚠The vendor publishes two different integration counts, 2,500+ on its integrations page and 2,000+ in its llms.txt and its own submission, and we could not establish which is current.
• ⚠Independent evidence is thin at one G2 review and seven Product Hunt reviews, with no Capterra or Trustpilot presence, and the SOC 2 Type II report is gated behind a trust center access request.

Pros

• ✓Usage-based pricing with no seat minimums and a genuinely free starter tier lowers adoption friction. Starter gives every user $25 in free credits, a $100 Slack bonus, and up to $300 for work-domain signups, so teams can run real workflows before committing to a paid plan.
• ✓Slack-native interaction means end users adopt nothing new: anyone can tag @Adapt in an existing channel to query data, trigger workflows, or run cross-system analysis. Adapt also exposes a hosted MCP server (early access, June 2026), so external agents and tools can connect over the Model Context Protocol and inherit full company context.
• ✓SOC 2 Type II certified, with GDPR and CCPA listed on the security page and an explicit commitment that user data is never used to train AI models. OAuth tokens and API keys are stored in encrypted infrastructure, addressing the privacy objections that block AI tool adoption.

Limitations

• ⚠Microsoft Teams is not supported, so organizations where Slack is not the primary chat platform must rely on the web or mobile app for all interactions, reducing the chat-native experience central to Adapt's value.
• ⚠Zero independent reviews on G2, Capterra, or any third-party platform as of Q3 2026, so buyers have no external validation beyond vendor-published testimonials to assess reliability and support before committing.
• ⚠Credit-based pricing is harder to forecast at production scale than flat-rate billing, so teams running complex cross-system workflows may find costs less predictable than no-code alternatives such as Zapier or Make ($9/mo billed annually).