No release verdicts yet. Scored jobs show how many tools were tested. The rest are not tested.
Queue
VC1 · Build a landing page from a prompt · Not testedVC2 · Build a full-stack app from a prompt · 1 scoredVC3 · Deploy and host a vibe-coded app · Not testedVC4 · Add auth and a database to an app · 1 scoredVC5 · Find security holes in a vibe-coded repo · 1 scoredVC6 · Turn a design or screenshot into UI code · 1 scoredCA1 · Inline autocomplete and chat in the IDE · 3 scoredCA2 · Multi-file refactor with an agent · 3 scoredCA3 · Turn a GitHub issue into a PR autonomously · 2 scoredCA4 · AI code review on pull requests · 1 scoredCA5 · Generate unit and end-to-end tests · 4 scoredCA6 · Run a coding model locally or cheaply · 5 scoredMCP1 · Connect an agent to GitHub · 1 scoredMCP2 · Let an agent control a browser · 4 scoredMCP3 · Let an agent query a database · 1 scoredMCP4 · Give an agent web search and live docs · 1 scoredMCP5 · Build or host your own MCP server · 4 scoredMCP6 · Find and install MCP servers · 2 scoredGD1 · Generate 2D sprites and pixel art · 1 scoredGD2 · Generate 3D models for a game · 1 scoredGD3 · Make sound effects and music · 1 scoredGD4 · Voice and dialogue for NPCs · Not testedGD5 · Prototype a playable game from a prompt · Not testedGD6 · Animate characters with AI (mocap/rigging) · Not testedVC1 · Build a landing page from a prompt · Not testedVC2 · Build a full-stack app from a prompt · 1 scoredVC3 · Deploy and host a vibe-coded app · Not testedVC4 · Add auth and a database to an app · 1 scoredVC5 · Find security holes in a vibe-coded repo · 1 scoredVC6 · Turn a design or screenshot into UI code · 1 scoredCA1 · Inline autocomplete and chat in the IDE · 3 scoredCA2 · Multi-file refactor with an agent · 3 scoredCA3 · Turn a GitHub issue into a PR autonomously · 2 scoredCA4 · AI code review on pull requests · 1 scoredCA5 · Generate unit and end-to-end tests · 4 scoredCA6 · Run a coding model locally or cheaply · 5 scoredMCP1 · Connect an agent to GitHub · 1 scoredMCP2 · Let an agent control a browser · 4 scoredMCP3 · Let an agent query a database · 1 scoredMCP4 · Give an agent web search and live docs · 1 scoredMCP5 · Build or host your own MCP server · 4 scoredMCP6 · Find and install MCP servers · 2 scoredGD1 · Generate 2D sprites and pixel art · 1 scoredGD2 · Generate 3D models for a game · 1 scoredGD3 · Make sound effects and music · 1 scoredGD4 · Voice and dialogue for NPCs · Not testedGD5 · Prototype a playable game from a prompt · Not testedGD6 · Animate characters with AI (mocap/rigging) · Not tested
Price and free tier (15)13 FastMCP15 MCP Inspector
Ease of start (10)8 FastMCP5 MCP Inspector
Reliability and trust (10)8 FastMCP7 MCP Inspector
Community signal (10)7 FastMCP7 MCP Inspector
Evidence · FastMCP
FastMCP 3.4.8 weather server, two tools, stdio in 2.803s. Berlin geocode and forecast returned. CLI has no remote deploy command. Evidence: evidence/2026-10-16/mcp5/fastmcp/.
Evidence · MCP Inspector
Inspector 2.11.0 listed geocode_city and get_forecast on the existing FastMCP weather server and called both (Berlin 52.52437, 13.41053; 8.6°C). It did not build or deploy a server. The npm 1.0.2 CLI crashed on a missing package.json. Evidence: evidence/2026-10-16/batch3/mcp-inspector/.
