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mattermost-mcp benchmark archive

A fixed archive.db for benchmarking mattermost-mcp: the same SQLite schema a real sync writes, filled with public chat text and real embeddings, so that performance and search-quality numbers in pull requests can be rerun by anyone.

  • Source text: "Software-related Slack Chats with Disentangled Conversations" (P. Chatterjee, K. Damevski, N. Kraft, L. Pollock, MSR 2020, Zenodo 3627124): 437,893 messages from the public pythondev, clojurians and elmlang Slack communities, June 2017 to June 2019, with pseudonymous user names.
  • Layout: built by scripts/bench-archive.mjs build (seed mattermost-mcp-bench-v1). Each disentangled conversation keeps its text and is placed, by a hash of its key, into a DM with the archive owner, a group chat, a private channel or one of several public channels, threaded or flat; blank file-only and bot posts are added. Result: 475,298 posts in 878 channels (DMs 36%, group 3%, public 39%, private 22% of posts), 27% thread replies, 8% blank, matching the shape of a real archive.
  • Embeddings: every non-blank post embedded with the vendored multilingual-e5-small (fp16 on CUDA) and quantized with sqlite-vector 1.1.0 (INT8), exactly as the server's backfill does.

Usage: node scripts/bench-archive.mjs fetch downloads this file at the revision pinned in the repository and checks its sha256; node scripts/bench.mjs bench-archive.db runs the benchmark against it.

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