3aKHP/prts-mcp

vpython/v1.2.0 Feature

This release adds 3 notable features for engineering teams evaluating rollout.

Published 20d MCP Data & Storage

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✓ No known CVEs patched

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✓ No known CVEs patched in this version

Topics

ai-agent anthropic arknights claude fanfiction game-data

+5 more

mcp mcp-server model-context-protocol prts prts-wiki

ReleasePort's take

Light signal

editorial:auto 13d

v1.2.0 adds story summary APIs (get_event_summary, get_story_summary) and list_stories --include-summaries flag. LLM-generated summaries via DeepSeek V4 Flash during CI with three-tier fallback: LLM output, official one-liner, or chapter storyInfo.

Why it matters: Use get_event_summary and get_story_summary to display narrative context in event/story views. LLM-generated summaries deploy during CI with three-tier fallback ensuring availability. Integrate on next client update.

Summary

AI summary

Added story chapter summaries with LLM-generated overviews and new APIs.

Changes in this release

Type	Severity	Summary	CVE
Feature
Feature	Medium	get_event_summary(event_id) provides narrative overview of every chapter in an event, including LLM event summaries when available. get_event_summary(event_id) provides narrative overview of every chapter in an event, including LLM event summaries when available. Source: llm_adapter@2026-05-21 Confidence: high	—
Feature	Medium	get_story_summary(story_key) returns single-chapter summary with three-tier fallback chain: LLM long summary, official one-liner, and chapter storyInfo field. get_story_summary(story_key) returns single-chapter summary with three-tier fallback chain: LLM long summary, official one-liner, and chapter storyInfo field. Source: llm_adapter@2026-05-21 Confidence: high	—
Feature	Medium	list_stories now accepts include_summaries (bool); when true, each chapter line includes an indented summary below it. list_stories now accepts include_summaries (bool); when true, each chapter line includes an indented summary below it. Source: llm_adapter@2026-05-21 Confidence: high	—
Feature	Medium	Story chapter summaries added with two new tools and one enhancement using zh_CN/storyinfo.json index. Story chapter summaries added with two new tools and one enhancement using zh_CN/storyinfo.json index. Source: llm_adapter@2026-05-21 Confidence: low	—
Feature	Medium	LLM summarization pipeline in 3aKHP/ArknightsStoryJson fork generates per-chapter and per-event summaries via DeepSeek V4 Flash API during CI release. LLM summarization pipeline in 3aKHP/ArknightsStoryJson fork generates per-chapter and per-event summaries via DeepSeek V4 Flash API during CI release. Source: llm_adapter@2026-05-21 Confidence: low	—

Full changelog

Added

Story chapter summaries. Two new tools and one enhancement built on the
previously-unused zh_CN/storyinfo.json index (1,945 entries), plus an
LLM summarization pipeline in the data-source fork:
- get_event_summary(event_id) — narrative overview of every chapter in an
  event, with chapter codes, tags, names, and summary text. When LLM event
  summaries are available (zh_CN/event_summaries.json), a full-dialogue
  V2 synopsis is prepended above the chapter listing.
- get_story_summary(story_key) — single-chapter summary with a three-tier
  fallback chain: LLM long summary (zh_CN/summaries.json, 5~7:1 compression),
  official one-liner (zh_CN/storyinfo.json), and chapter storyInfo field.
- list_stories now accepts include_summaries (bool). When true, each
  chapter line includes an indented summary below it.
LLM summarization pipeline (3aKHP/ArknightsStoryJson fork):
scripts/summarize.py generates per-chapter (5~7:1) and per-event (10:1)
summaries via DeepSeek V4 Flash API during CI release, injecting them into
zh_CN.zip for transparent consumption by the MCP server.

Install

pip install prts-mcp==1.2.0

Docker

docker pull ghcr.io/3akhp/prts-mcp:1.2.0

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About 3aKHP/prts-mcp

MCP Server for Arknights, querying the PRTS Wiki API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations.

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Related context

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Earlier breaking changes

vts/v1.0.0 Public tool surface frozen; 9 MCP tool names, parameters, and response formats locked.