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Releases: Morningstar202604/ScholarSeed

ScholarSeed v0.6.0 — the proof-carrying paper pipeline

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@Morningstar202604 Morningstar202604 released this 29 Aug 20:27

The proof-carrying paper pipeline — v0.6.0

Repositioned release: a deterministic quality-gate engine + agent writing
pipeline for academic papers. 41 deterministic MCP tools, 5 pipeline skills,
CLI, zero dependencies (pure Python stdlib).

Highlights (v0.1.0 - v0.6.0, same-day release line):

  • Live citation verification — Crossref / Semantic Scholar / OpenAlex,
    A/B/C grading, honest X grade for network-unverifiable entries
  • 19-gate composite suite — statistical redlines, numeric consistency
    with partition sums, reference completeness / recency / format, link
    trustworthiness (offline + live), vague attribution, placeholder traces,
    tamper forensics, structure / style / terminology
  • Agent-native primitivesnext_actions plan router, gate_suite
    fix-then-rerun loops, audit_delta net-improvement verdicts, brief
    audit mode
  • Measurement-driven — 70-paper arXiv corpus calibration + a 31-defect
    seeded persona evaluation (benchmarks/persona_eval), 100% detection
  • 237 unit tests, release gate in CI on Python 3.9-3.13
  • License: PolyForm Noncommercial 1.0.0 — research, learning, and
    personal use free; commercial use by arrangement

Install: drop the folder into any Agent Plugins 1.0 client, run the CLI
(python scripts/cli.py), or npm i scholarseed.