MoPro-Codex is not a chatbot. It is a supervised production engine that scores athletes through three proprietary instruments — NEEBAL™, BPIT™, and MMSx-SCAN™ — generates institutional content in twenty-three formats and sixty-six languages, and refuses to publish without cryptographic reviewer sign-off.
Score athletes through three DOI-registered MMSx engines — NEEBAL™, BPIT™ 5-Line, and MMSx-SCAN™ v2.1. Returns composite scores, tiers, mechanical narratives, and specific recommendations.
Generate journal manuscripts, clinical protocols, university curricula, OSCE stations, grant proposals, A0 academic posters, trial protocols, conference abstracts, patient handouts — all institutional-grade.
Seventeen specialist agents work in sequence: retrieval, research, biomechanics, anatomy, citation, compliance, audit. Each declares assumptions, cites sources, and writes a progress note.
Every citation marker is extracted and validated against the source map. Sign-off ledger records every reviewer approval. JSONL audit trail logs every FATAL safety event for institutional review.
Translate into 66 languages with hand-curated clinical glossary in Spanish, Arabic, and Hindi. MMSx proprietary terms (NEEBAL™, BPIT™, MMSx-SCAN™, DOIs) automatically protected from translation.
Every output scored on ten quality domains — mechanical accuracy, anatomy, evidence, safety, tone, originality, format, data readiness. Hard gates refuse publication of unsupported claims.
Neuro-Elastic Energy & Biomechanical Alignment-Load. Composite of tissue tolerance, elastic energy index, alignment deviation, load-capacity gap, and neural recruitment. Returns score, tier, mechanical narrative, recommendations.
Biomechanical Performance Integrity Tracker across the spinal, pelvic, knee, ankle, and shoulder lines. Identifies the weakest line and the mechanical pathway to address it. Tiered: below-baseline through elite.
Mobility, Stability, Asymmetry, Mechanical Risk — computed from raw range-of-motion, balance, LSI battery, and knowledge-graph flaw tagging. Returns composite, risk tier, flagged flaws, referral indicator.
+ orchestrator + base
with subdirectories
deliverable scaffolds
JSON-validated
inline SVG, 6 grades
w/ clinical glossary
MD · PDF · DOCX · JSON
movement-science taxonomy
MSc / PhD / CPD modules with Bloom-aligned outcomes, marking rubrics, weekly lesson plans, lecture notes, lab manuals.
Practical-station specifications with examiner instructions, scoring rubrics, candidate briefs, time tables.
JMMBS-ready manuscripts (EN/ES/AR), case series, narrative reviews, PRISMA 2020 systematic reviews with auto-generated flow.
ClinicalTrials.gov-ready, CONSORT-aligned, 17-section trial protocols with statistical analysis plans.
NIH/MRC-style proposals with specific aims, methods, budget justification, ethics statements, team biosketches.
300-word ECSS/ACSM/ISBS abstracts. A0 academic posters with full layout grids. Reviewer response letters.
Criteria-based progression protocols. Return-to-sport criteria for 15 body regions. Assessment batteries at three tiers.
Grade-8 reading level, mechanically accurate, with red-flag screening built in. Multilingual variants.
TrainersEye / BodyGNTX exercise database entries validated against exercise.schema.json. MMO Form schemas.
All three MMSx scoring engines run live on this server. Move the sliders, press compute, see the composite score and mechanical narrative. No login. No charges. No data stored.
The MoPro-Codex engine is exposed as a REST API at https://mopro-codex.com. There is no login. All endpoints return JSON. Health check:
curl https://mopro-codex.com/health
→ {"status":"ok","version":"1.16.0","tests_passing":"598/598"}Eighteen endpoints cover catalog discovery, generation, figures, internationalisation, validation, audit, and agent orchestration. Browse the catalog with:
curl https://mopro-codex.com/templates
curl https://mopro-codex.com/styles
curl https://mopro-codex.com/frameworks
curl https://mopro-codex.com/skills
curl https://mopro-codex.com/schemasThe three proprietary engines — NEEBAL™, BPIT™ 5-Line, and MMSx-SCAN™ — are deterministic Python functions. They never call an LLM. Inputs are integer 0–10 scales (NEEBAL, BPIT) or structured measurement dictionaries (MMSx-SCAN).
POST /score/neebal
{
"tissue_tolerance": 7,
"elastic_energy_index": 6,
"alignment_deviation": 4,
"load_capacity_gap": 3,
"neural_recruitment": 7
}Returns composite score (0–100), tier (developing / competent / elite), mechanical narrative, and specific recommendations.
Pure-Python implementations of sample size, power, confidence intervals, Cohen's d, RoB 2, and ROBINS-I. No SciPy required.
from mopro_docs.codex.statistics import (
sample_size_two_sample,
power_two_sample,
rob2_score,
cohens_d
)
n_per_group = sample_size_two_sample(d=0.5, alpha=0.05, power=0.80)
# → 63Three modules form the audit-integrity layer added in v1.17.0:
audit_identity — cryptographic sign-off ledger for reviewer approvalscompliance_logger — FATAL safety event audit trail (JSONL)provenance_audit — citation marker validation gateEvery citation marker ([Ref: 99], (Author, 2024), DOIs, NCT identifiers) is extracted and validated against the project's source map. Unresolved markers fail the gate.
Seventeen specialist agents execute in deterministic order: ProjectManager → Retrieval → Research → Curriculum → ClinicalProtocol → StrengthConditioning → Rehab → Data → Biomechanics → Anatomy → Citation → Compliance → QAAudit → LMS → Frontend → PDFReport → Publishing.
Seven schemas govern every structured artefact:
intake.schema.json — project briefexercise.schema.json — exercise database entriesqa.schema.json — tier-1 MoPro QAmodule.schema.json — university modulesprotocol.schema.json — phased clinical/coaching protocolsreport.schema.json — institutional reportsathlete_profile.schema.json — athlete intake formsMoPro-Codex is a single Python package. It runs on any Linux server with Python 3.11+. Install via:
git clone https://github.com/MMSx-Authority-Institute/mopro-codex
cd mopro-codex
python3 -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt
PYTHONPATH=. uvicorn mopro_docs.service.main:app --host 0.0.0.0 --port 8080For production: systemd service + nginx + Let's Encrypt SSL. Full deployment guide in the docs folder.
MMSx Authority Institute for Movement Mechanics & Biomechanics Research — a 501(c)(3) nonprofit research organisation operating an institutional codex for reproducible movement science.
The MMSx Authority Institute is built on a single principle: movement mechanics is a decision science. Its mission is to make that decision science reproducible, auditable, multilingual, and computationally precise — and to publish the engine that does so as free institutional infrastructure.
501(c)(3) nonprofit movement-mechanics and biomechanics research institute. Federally registered in Powell, Ohio. Operates the JMMBS journal, the MoPro-Codex engine, and the MMSx Scientific Collective.
Journal of Movement Mechanics & Biomechanics Science. ISSN 3070-3662. CrossRef DOI prefix 10.66078. ROAD-indexed. Trilingual editorial (English, Spanish, Arabic).
More than three hundred contributors across fifty countries. Spans clinicians, researchers, educators, biomechanists, strength & conditioning specialists, and computational scientists.
Founder and Principal Investigator of the Institute. Editor-in-Chief of JMMBS. Architect of the MMSx Scientific Collective. Two doctorates — in Sports & Exercise Biomechanics (IIKBS, 2021) and Alternative Medicine (IBAM, 2014). Masters in Physical Education and Computer Applications from the University of Delhi.
Full Member, Sigma Xi (2025). Good Clinical Practice ICH E6(R3) certified Principal Investigator. Over thirty years of clinical biomechanics practice integrated with reproducible computational infrastructure.
The Institute operates through:
A Prospective, Multi-Site, Interventional Case-Series to Evaluate the M.O.V.E.™ Protocol for the Management of Acute and Subacute Musculoskeletal Conditions.
Change in pain intensity from Baseline to Week 8, measured by the 11-point Numeric Rating Scale. MCID defined as ≥ 2-point reduction.
Function (LEFS / UEFI) · balance (SLS) · functional strength (30-s STS) · Global Rating of Change · time-to-ADL · protocol adherence · adverse-event incidence.
Mehta N, Malhotra S, Kumar U, et al. A Prospective, Multi-Site, Interventional Case-Series to Evaluate the M.O.V.E.™ Protocol for the Management of Acute and Subacute Musculoskeletal Conditions. JMMBS. 2025; Vol 1, Issue 1.
Confidential · For Research Use Only · © 2025 MMSx Authority Institute · All rights reserved
Movement-pattern intervention study · n = 40.
BPIT™ 5-Line validation pilot · n = 23.
Multi-site multi-cohort validation · n = 369.
Sites in India and the United States · Aggregate enrolment exceeds 600 participants
The MoPro-Codex engine, its three decision-science instruments, its citation infrastructure, and its multilingual content production tooling are released under the Creative Commons Attribution 4.0 International licence. The Institute supports access by universities, journals, clinical research organisations, individual researchers, students, and the general public alike.
“ Movement mechanics is a decision science. Make it reproducible, and you make it useful to the world. ”
The MMSx Authority Institute operates as a registered 501(c)(3) nonprofit research organisation. The codex, the journal, the trials, and the multilingual content infrastructure are sustained by institutional sponsors and individual donors.
Donations support open-source engine development, peer-reviewed publication in JMMBS, multilingual content access for educators in low-resource regions, and continued registration of clinical trials across India and the United States.
Prefer PayPal? Donate fee-free via PayPal Giving Fund.
Donate via PayPal Giving FundSponsor a year of MoPro-Codex infrastructure. Institutional sponsor logos appear on the Institute homepage, in JMMBS issues, and on annual reports.
Contact · info@mmsxauthority.com
MMSx Authority Institute for Movement Mechanics & Biomechanics Research, Inc. is a 501(c)(3) nonprofit organisation registered with the United States Internal Revenue Service. EIN 41-2717794. Contributions are tax-deductible to the fullest extent permitted by law in the United States. Donors should retain payment confirmations as receipts; for contributions of $250 or more, a written acknowledgement letter will be issued by the Institute within thirty days.
Donations support the Institute's general operating fund — including research infrastructure, peer-reviewed publication, clinical trial registration, and open-source engine development. Donations are not exchanged for goods or services. No portion of donations is used for political advocacy or lobbying. The Institute files Form 990 annually with the United States Internal Revenue Service; the most recent return is available on request via info@mmsxauthority.com.
Donors outside the United States should consult their local tax authority regarding deductibility in their jurisdiction. The Institute respects donor privacy; donor identities are not shared with third parties without explicit consent. Payment processing is handled by Stripe, Inc. and PayPal Giving Fund respectively; the Institute does not collect or store payment card information.
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