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#api

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all · 14 security nginx networking cryptography firmware esp32 mikrotik gitlab api c++ ipv6 testing
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mcp authentication embedded privacy linux devops
GitLab · API 01

What building a GitLab MCP server taught me about GitLab's API

Building and checking an MCP server against GitLab found a 401 that meant 403 and writes answered as successes that saved nothing; each went upstream.

2026·10·10 · 24 min
GitLab · API 02

GitLab fine-grained personal access tokens, one action at a time

A GitLab fine-grained token holds a grant, not scopes: REST refuses outside it, GraphQL answers null. I derive what each API action needs, ahead of time.

2026·10·10 · 25 min

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