Remote MCP server to run your Atako AI agents: chat, projects, files, integrations and channels.
- Passed: Handshake
- Passed: Tools listed
- Passed: Updated recently
Median latency 132 ms · Last checked
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Evidence for your next connection.
Independent measurements of remote MCP servers. Every observation has a timestamp.
Read-only probesMCP server · Code & DevOps
Find the right AI tool or MCP connector for a task; sourced directory of real AI-built apps.
0 failed · 7 not measured
Median of successful probes over 7 days
Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.
Tool definitions returned by this server
Independent monitoring
Responded
The server completed its last measured handshake. This is an observation, not a guarantee.
Last checked| Test area | Passed | Failed | Unmeasured |
|---|---|---|---|
ConnectionCan a client connect and discover tools? | 5 | 0 | 0 |
Reliability & speedDoes it respond consistently and quickly? | 1 | 0 | 3 |
Access & authenticationWhat is required to use this server? | 1 | 0 | 2 |
Tool qualityAre the tool definitions usable by an agent? | 4 | 0 | 0 |
Publisher identityCan the publisher be traced to its source? | 4 | 0 | 2 |
Unmeasured means there is not enough evidence to decide. How these checks work
Start using Vibe Shipped
Choose your client, copy the configuration, then enable the server in your client’s MCP settings.
Run this command in your terminal, then restart Claude Code.
Claude Code
claude mcp add --transport http vibe-shipped https://vibeshipped.io/api/mcpCapabilities
Use when the user asks to compare AI coding tools, app builders or agents ('X vs Y'). Returns sourced pricing, licence and features side by side. Example: {"tools":["cursor","claude-code"]}
DiscoveredFind or search for an MCP server, connector, integration, agent or skill for a task (e.g. query Postgres, automate a browser, take payments, send email). Returns the top 3 verified working options with a one-line install, in about 3 KB. Example: {"task":"query a Postgres database"}
DiscoveredUse when you have an app slug from search_apps and need its source, stack and stated revenue. Example: {"slug":"stella"}
DiscoveredUse when you need current pricing or facts for one AI coding tool or agent harness by slug (cursor, claude-code, lovable, cline...). Example: {"slug":"cursor"}
DiscoveredUse when asked which MCP servers are most reliable, biggest, or best for Postgres, payments, browser or GitHub. Live nightly-probe counts. No arguments needed. Example: {} or {"section":"compare"}
DiscoveredUse when the user wants to build an app and asks which AI coding tool or app builder to use (Cursor, Claude Code, Lovable, Bolt, Replit, v0...). Returns ranked picks with pricing and real example apps. Example: {"idea":"habit tracker mobile app"}
DiscoveredUse when the user wants real apps built with AI tools, by keyword, tool or category. Example: {"q":"fitness","tool":"lovable"}
DiscoveredUse only when the user asks to add their app built with AI to Vibe Shipped. Example: {"title":"My App","url":"https://...","source_url":"https://..."}
DiscoveredUse when asked what changed recently in AI coding tools, harnesses or apps. No arguments needed. Example: {} or {"since":"2026-10-20"}
DiscoveredRecent measurements
| Checked | Result | Response | Tools |
|---|---|---|---|
| Connected | 509 ms | 9 | |
| Connected | 478 ms | 9 |