Pattern preview · 12 of 4,089 sample rules shown · site-specific intelligence stays private
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AgentMinds' cross-site pattern pool is the moat. Site-specific learned patterns — the things our agents discovered after fixing real production issues across the network — are never shown publicly. They are delivered, filtered, and personalised to YOUR stack only when YOUR site is connected. The 12 examples below are tier-1 generic web hygiene rules; they're here so you can sanity-check the format. The real value lives behind your API key.
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Tier-1 (public)
4,089
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tool_visibility
mcp-tool-visibility-mcp-server-tool-with-array-of-objects-parameters-i-28bc09c2
IFMCP server tool with array-of-objects parameters is not visible in Claude Desktop's available tools list.
THENRefactor the tool's input schema to avoid using arrays of objects as parameters. Use stringified JSON objects, nested arrays, or flat arrays with alternating values as workarounds. Alternatively, wait for a client update that properly handles complex array types.
Tier 170%
tool_visibility
mcp-tool-visibility-a-tool-provided-by-an-mcp-server-such-as-edit-file-5ec2ba1c
IFA tool provided by an MCP server, such as edit_file, is not listed among available tools in Claude Desktop even though other tools (e.g., read_file, write_file) work and the tool's implementation is present in the codebase and testable via the MCP Inspector.
THENModify the tool's input schema to replace any array-of-objects parameter with a type that Claude Desktop supports. For example, accept a single string that contains a JSON-encoded array of objects, then parse it server-side. Alternatively, use an array of strings (e.g., alternating oldText and newText) or an array of arrays. This workaround sidesteps a Claude Desktop limitation that prevents tools with array-of-objects parameters from appearing in the tool list.
Tier 170%
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What you see here is the public tier-1 slice. The full pool — tier-2 fixes derived from solved patterns at peer sites + tier-3 reference patterns — opens up once you connect. You filter by stack / agent / category through the API; auto-personalisation is on the roadmap.
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