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 · Not testedVC3 · Deploy and host a vibe-coded app · Not testedVC4 · Add auth and a database to an app · Not testedVC5 · Find security holes in a vibe-coded repo · 1 scoredVC6 · Turn a design or screenshot into UI code · Not testedCA1 · Inline autocomplete and chat in the IDE · Not testedCA2 · Multi-file refactor with an agent · Not testedCA3 · Turn a GitHub issue into a PR autonomously · Not testedCA4 · AI code review on pull requests · Not testedCA5 · Generate unit and end-to-end tests · Not testedCA6 · Run a coding model locally or cheaply · 2 scoredMCP1 · Connect an agent to GitHub · Not testedMCP2 · Let an agent control a browser · Not testedMCP3 · Let an agent query a database · Not testedMCP4 · Give an agent web search and live docs · Not testedMCP5 · Build or host your own MCP server · 3 scoredMCP6 · Find and install MCP servers · Not testedGD1 · Generate 2D sprites and pixel art · Not testedGD2 · Generate 3D models for a game · Not testedGD3 · Make sound effects and music · Not testedGD4 · 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 · Not testedVC3 · Deploy and host a vibe-coded app · Not testedVC4 · Add auth and a database to an app · Not testedVC5 · Find security holes in a vibe-coded repo · 1 scoredVC6 · Turn a design or screenshot into UI code · Not testedCA1 · Inline autocomplete and chat in the IDE · Not testedCA2 · Multi-file refactor with an agent · Not testedCA3 · Turn a GitHub issue into a PR autonomously · Not testedCA4 · AI code review on pull requests · Not testedCA5 · Generate unit and end-to-end tests · Not testedCA6 · Run a coding model locally or cheaply · 2 scoredMCP1 · Connect an agent to GitHub · Not testedMCP2 · Let an agent control a browser · Not testedMCP3 · Let an agent query a database · Not testedMCP4 · Give an agent web search and live docs · Not testedMCP5 · Build or host your own MCP server · 3 scoredMCP6 · Find and install MCP servers · Not testedGD1 · Generate 2D sprites and pixel art · Not testedGD2 · Generate 3D models for a game · Not testedGD3 · Make sound effects and music · Not testedGD4 · Voice and dialogue for NPCs · Not testedGD5 · Prototype a playable game from a prompt · Not testedGD6 · Animate characters with AI (mocap/rigging) · Not tested
FastMCP and MCP Python SDK both scored 78/100 on this job, tested 15 Oct 2026. Equal totals are ordered by tool id, so FastMCP is listed first on the job page.
Price and free tier (15)13 FastMCP13 MCP Python SDK
Ease of start (10)8 FastMCP8 MCP Python SDK
Reliability and trust (10)8 FastMCP8 MCP Python SDK
Community signal (10)7 FastMCP7 MCP Python SDK
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 Python SDK
mcp 1.29.0 weather server, two tools, stdio in 2.232s. Same live Open-Meteo result. No deploy CLI. Evidence: evidence/2026-10-16/mcp5/mcp-python-sdk/.
