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 primitives —
next_actionsplan router,gate_suite
fix-then-rerun loops,audit_deltanet-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.