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pengspirit

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Writing a cross-client config installer for MCP servers in TypeScript

Writing a cross-client config installer for MCP servers in TypeScript

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6 min read

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How I built a RAG-grounded Discord brain in 5 weeks (solo, ESL, no funding)

How I built a RAG-grounded Discord brain in 5 weeks (solo, ESL, no funding)

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8 min read
6 of 6 official MCP servers cluster at 56–60/100 on schema-description density

6 of 6 official MCP servers cluster at 56–60/100 on schema-description density

Comments 1
3 min read
What does a missing description on an MCP tool actually do? Four failure modes I traced from real MCP servers

What does a missing description on an MCP tool actually do? Four failure modes I traced from real MCP servers

Comments 2
7 min read
Tool descriptions are load-bearing too: the anti-purpose pattern in MCP

Tool descriptions are load-bearing too: the anti-purpose pattern in MCP

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Comments 2
3 min read
Schema descriptions are load-bearing: why missing parameter descriptions break MCP clients

Schema descriptions are load-bearing: why missing parameter descriptions break MCP clients

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Comments 7
6 min read
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