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Your Open-Source Pharmacovigilant
280 Rust crates for signal detection, causality assessment, benefit-risk analysis, and intelligent safety automation. Built for patient safety. Open for everyone.
280
883.9K
MIT / Apache-2.0
docs.rs
280 crates — sorted by dependents
Zero-dependency error handling for NexVigilant Core ecosystem
The 16 irreducible Lex Primitiva symbols with mathematical constants grounding
Sovereign DateTime engine — UTC timestamps, calendar dates, durations with zero external dependencies
Zero-dependency UUID implementation for NexVigilant Core ecosystem
Zero-dependency filesystem utilities (dirs, walkdir, glob, temp, expand) for NexCore ecosystem
T1/T2-P bedrock types: Confidence, Measured, Tier, Correction
Pharmaceutical company domain models — products, pipelines, safety profiles, and competitive analysis
Universal computational primitives (Chemistry, Physics, Math) for the NexVigilant Core ecosystem
Mathematics primitives: sets, relations, proofs, bounds
Drug entity domain models — identity, classification, indications, safety signals, and label status
Zero-dependency codec library (hex, base64, percent-encoding) for NexCore ecosystem
Disease domain models — epidemiology, treatment landscape, safety burden, and unmet needs
Pharmacovigilance signal detection core: PRR, ROR, IC, EBGM, Chi², causality, FAERS, risk analytics
NexVigilant Core: The Vigilance Kernel - Theory of Vigilance, Guardian-AV, and consolidated domain modules
Typed event signaling system based on immune cytokine patterns
Three-node flywheel bridge with five autonomous loops for self-reinforcing feedback
PRPaaS core domain types — TenantContext, type-safe IDs, tenant isolation primitives
Generic edit distance framework: pluggable operations, cost models, and solvers
Zero-dependency cryptographic hashing (SHA-256, HMAC-SHA256) for NexCore ecosystem
Platform Abstraction Layer — hardware-agnostic traits for NexCore OS
Grounded signal types and methods for the NexVigilant Core ecosystem
STEM primitives: Science, Technology, Engineering, Mathematics as Rust traits
CART-inspired decision tree engine: trainable binary splitting with pluggable criteria
Linux platform implementation for NexCore PAL — sysfs, evdev, DRM backends
Browser automation foundation for Vigil/Guardian ecosystem
Sovereign columnar DataFrame engine — zero-unsafe, zero-external-dependency replacement for polars
Endocrine system for .claude - persistent state modulators affecting behavior across sessions
Pure Rust molecular core: SMILES parser, molecular graph, descriptors, fingerprints
Schema contract registry with drift detection — translates inferred schemas into enforceable contracts
Theory of Vigilance: grounded primitives and Curry-Howard proof verification
Reverse transcriptase engine — bidirectional data-to-schema pipeline with fidelity verification and violation synthesis
Molecular primitives for Prima language - SMILES parsing, 3D geometry, reaction modeling
Antigravity-style brain system for Claude Code - working memory, artifact versioning, and content-addressable code tracking
Token-as-energy system modeled on ATP/ADP biochemistry (Atkinson Energy Charge)
Guardian homeostasis engine — SENSE→COMPARE→ACT control loop with threat sensing
Insight engine: pattern detection, novelty recognition, connection mapping, and observation compression grounded in Lex Primitiva T1 primitives
Mathematically rigorous crate and workspace quality measurement: information theory, graph theory, statistics
NexCore OS — Operating system core runtime with STOS-based boot sequence
Chemistry-inspired semantic transformation engine — provable regulatory terminology equivalence
Skill Execution Engine - Real execution of Claude Code skills via shell, binary, or library invocation
Universal Theory of State — domain-agnostic state machine foundations
Complex number arithmetic for mathematical computing
Typed transport for PV rails — separates cargo (domain payload) from freight (conveyance)
Circulatory system for data transport — Heart(pump/collect/distribute) → Vessels(route) → Blood(carry/detect/repair)
5-level security classification with tiered enforcement for NexVigilant
NexCore Compositor — display server for watch, phone, and desktop
Digestive system for data processing — sequential pipeline: Mouth(parse) → Stomach(decompose) → Intestine(triage) → Liver(transform)
Shared types and math for the Homeostasis Machine — biological self-regulation for software
Shared hormone type definitions used across stem-foundation and bio-molecular holds
Antipattern immunity system - self-healing code through learned antibodies
Integumentary system for boundary protection — Epidermis(auth/validate) → Dermis(sensors) → Interface(display/respond)
Lymphatic system for overflow drainage — Output styles(lymph drainage) + Notification hooks(lymph nodes) + Thymic selection(self vs non-self) + Passive overflow
Muscular system for tool execution — Skeletal(voluntary tools) + Smooth(autonomic tools) + Cardiac(main event loop), Size Principle, antagonistic pairs
Nervous system for event routing — Reflex arcs(hook dispatch) + Myelination(hot path caching) + Sensory integration(context assembly) + Motor coordination(tool chains)
Pharmacovigilance Operating System — 15-layer T3 platform with T1 primitive grounding
Reproductive system for CI/CD — Gametes(build artifacts) + Fertilization(merge/test) + Trimester gates(validation phases) + Differentiation(env adaptation) + Birth(deployment)
Respiratory system for I/O management — Intake(inhale/filter) → Exchange(extract/exhale) → Rhythm(regulate)
NexCore Shell — device launcher and home screen for watch, phone, and desktop
Universal Theory of Signals — domain-agnostic signal detection foundations
Skeletal system for structural integrity — CLAUDE.md (skull), project structure (limbs), interfaces (joints), Wolff's Law (adaptive reinforcement)
State Operating System — 15-layer runtime for state machine orchestration
Amplitude growth learning model with quantum-grounded mathematics
Urinary system for filtration — Nephron(log filtering) + Reabsorption(metric reclaim) + Excretion(waste disposal) + Retention policies(tubular reabsorption)
Classical number theory: primes, arithmetic functions, factorization
NexCore Audio — OS audio subsystem with PCM formats, mixing, and streaming
Compound resolution via PubChem/ChEMBL with local SQLite cache
Local LLM inference engine using HuggingFace Candle with NexCloud fine-tuning
Persistent SQLite storage for NexCore Brain working memory
DNA-based computation: nucleotide types, data storage, biological operations, a 64-instruction Codon VM, assembler, and disassembler. Zero external dependencies.
Domain primitive extraction: tier taxonomy (T1/T2-P/T2-C/T3), dependency graphs, and cross-domain transfer confidence
Stream FAERS quarterly ASCII files and generate drug-event contingency tables for signal detection
FDA Guidance Documents: search, retrieval, and refresh for 2,794+ FDA guidance documents
Focused FHIR R4 types for pharmacovigilance — AdverseEvent, Patient, Medication, and PV-relevant resources
Evolved forge strategy parameters discovered by genetic algorithm training
Typed artifact schemas for The Foundry assembly line architecture
Harm Classification Taxonomy (ToV §9): 8 harm types A-H, conservation law connections, manifestation levels
Virtual laboratory for word/concept experiments using Lex Primitiva molecular weight and T1 primitive decomposition
NexVigilant Core Labs: Experimental and non-core domain modules (Quiz, Betting, Academy)
Runtime mesh networking with discovery, gossip, and resilience — grounded to 14/16 T1 primitives
Phase I/II metabolite and degradant prediction engine
Generalized OpenFDA REST API client covering all endpoints with rate limiting, caching, and V33 contingency
Perplexity AI Sonar API client for search-grounded research
Adversarial test fixture generator — produces schema mutations for drift detection testing
Preemptive Pharmacovigilance: three-tier signal detection (Reactive, Predictive, Preemptive) with thermodynamic feasibility and competitive inhibition intervention model
Pharmacovigilance Domain-Specific Language with custom bytecode compiler
Quantitative Benefit-Risk: computable, confidence-bounded benefit-risk assessment from contingency data
Rule-based toxicity prediction models with applicability domain
Skill registry, routing, validation, taxonomy, and code generation engine
Social media API clients for value signal detection
Shared social media types extracted from nexcore-social for cross-hold consumption
ICH M7 structural alert library with substructure matching
NexVigilant Terminal — multi-tenant, AI-augmented terminal sessions
Bayesian trust engine: Beta(alpha, beta) scoring, asymmetric evidence weighting, temporal decay, multi-dimensional trust (Mayer et al.), and network transitivity
Economic value signal detection using PV algorithms
Zero-dependency local encrypted secret manager using PBKDF2 + AES-256-GCM via ring
Always-on vigilance orchestrator - voice, webhooks, scheduler integration
Riemann Zeta function and L-function computation
Academic course classification primitives for Prima
Prima Universal Code Generator - T1 primitives to target languages
Thin re-export wrapper for nexcore-signal-pipeline — the canonical signal detection pipeline
Extract structured knowledge from NexCore Rust source into IR for Academy and Observatory
AI text detector via statistical fingerprints — Zipf deviation, entropy uniformity, burstiness dampening, perplexity consistency, TTR anomaly
Parser and validator for .true formal axiom files
Detection/counter-detection matrix formalization for multi-spectral awareness resistance
Topological DAG publisher for nexcore crates — scans Cargo.toml files, builds dependency graph, and publishes in correct order
Forward-only compound discovery loop. Assess state, reject regression, search for novelty, arrive at new state. Based on T1 primitive decomposition of Walt Disney's curiosity doctrine.
GROUNDED: Giving Reasoning Observable, Unified, Nested, Developmental, Evidence-based Dynamics
Rust-native cloud platform: 35-type taxonomy + process supervisor + reverse proxy
T1 fold/aggregate/recursive combinators — fills Σ, ρ, κ primitive gaps
Algorithmic vigilance: ICSR deduplication, signal triage with decay, and federated persistence
Structural anatomy analysis for Rust workspaces — dependency graph metrics, layer validation, Chomsky classification, and criticality scoring
Adaptive immune layer for targeted threat recognition and neutralization. Complements nexcore-immunity (innate) with learned epitope-paratope binding.
Autonomous State Machine — runtime state machines with guarded transitions, autonomous ticking, and persistence
Cargo build coordination for multi-agent environments
Full-stack build orchestrator with CI/CD pipeline, live dashboard, and CLI
Caesura detection — finds structural seams where coding style, architecture, or dependencies shift abruptly
Cardiovascular data transport system — heart pump, vessel hierarchy, blood components, and pressure regulation
Consultants' Client Care Process — 5-phase PV consulting workflow engine
Capability Compound Interest Machine — sovereign development acceleration modeled as financial instrument
Claude Care Process pharmacokinetic engine — 5-phase FSM with PK math
Chemivigilance pipeline orchestrator generating SafetyBrief with min-3 limitations
Typed cognitive engine — transformer algorithm as strict Rust. Attention, transformation, generation, and self-measurement.
Combinatorial algorithms from Dudeney cross-domain transfer: Catalan numbers, derangements, cycle decomposition, Josephus problem, linear extensions
The Full Compilation Space — 7-axis framework for modeling code transformations
Regulatory compliance engine: SAM.gov integration, OSCAL-inspired DSL, FDA/ICH/CIOMS controls
Type-safe configuration consolidation for NexVigilant Core ecosystem
Clinical Trial Validation Paradigm (CTVP) - Software validation using pharmaceutical methodology
Feedback-controlled kinetic governance — ∂(→(ν, ς, ρ)) typed as Rust
Latin-inspired architectural primitives — declension classes, component cases, inflected tools, pro-drop inference, and agreement checking
Downloads Intelligence Scanner - classifies files by NexVigilant Core relevance
Adalimumab (Humira) — drug safety model for AbbVie
Apixaban (Eliquis) — drug safety model for Pfizer/Bristol-Myers Squibb
Dapagliflozin (Farxiga) — drug safety model for AstraZeneca
Donanemab (Kisunla) — drug safety model for Eli Lilly and Company
Osimertinib (Tagrisso) — drug safety model for AstraZeneca
Pembrolizumab (Keytruda) — drug safety model for Merck & Co.
Secukinumab (Cosentyx) — drug safety model for Novartis
Semaglutide (Ozempic/Wegovy/Rybelsus) — drug safety model for Novo Nordisk
Tirzepatide (Mounjaro/Zepbound) — drug safety model for Eli Lilly and Company
Upadacitinib (Rinvoq) — drug safety model for AbbVie
General-purpose education engine: primitive decomposition, Bayesian mastery, spaced repetition
Unified knowledge daemon — persistent memory with semantic search and temporal decay
Derive macro for nexcore-error: #[derive(Error)] replacement for thiserror
Ghost Mode — privacy-by-design pseudonymization, redaction audit, and PII leak detection for NexVigilant
Grammar algorithms for state functions — experimental Chomsky-Lex Primitiva laboratory
Incident memory and response playbooks for the Homeostasis Machine
Storm detection and prevention for the Homeostasis Machine
KSB assessment integrity via AI text detection — statistical fingerprints aggregated through chemistry primitives with Bloom-level threshold adaptation
Jeopardy!-inspired algorithm R&D investment optimizer using game theory primitives
KSB (Knowledge-Skills-Behaviors) module for NexVigilant Core with 628 PV articles
Knowledge compression, compilation, and query engine for structured knowledge packs
MCP server exposing NexVigilant Core APIs to Claude Code
MCP server hot-reload proxy — auto-restarts child on binary change
Model checking algorithms for CTL/LTL verification of state machines
NexCore OS networking subsystem — connection management, DNS, firewall, routing, monitoring
NotebookLM integration for NexVigilant — notebook library, session management, and browser-automated research queries
Bayesian event prediction engine — learns transition probabilities from event sequences, predicts next events, and self-tracks accuracy
Multi-agent lifecycle, registry, consensus, work queue, and status server for NexVigilant Core
ORGANIZE algorithm — 8-step file organization pipeline grounded to T1 primitives (∃ κ μ → ∂ Σ ∅ ς)
Pharmaceutical company model for AbbVie Inc. — products, pipeline, safety profiles
Pharmaceutical company model for AstraZeneca plc — products, pipeline, safety profiles
Pharmaceutical company model for Bristol-Myers Squibb — products, pipeline, safety profiles
Pharmaceutical company model for GSK plc — products, pipeline, safety profiles
Pharmaceutical company model for Johnson & Johnson / Janssen — products, pipeline, safety profiles
Pharmaceutical company model for Eli Lilly — products, pipeline, safety profiles
Pharmaceutical company model for Merck & Co. — products, pipeline, safety profiles
Pharmaceutical company model for Novartis — products, pipeline, safety profiles
Pharmaceutical company model for Novo Nordisk — products, pipeline, safety profiles
Pharmaceutical company model for Pfizer — products, pipeline, safety profiles
Predictive pharmaceutical R&D taxonomy: 24 T2-P primitives, 14 T2-C composites, 8 T3 domain concepts, Chomsky grammar classification, and cross-domain transfer confidence.
Pharmaceutical company model for Roche — products, pipeline, safety profiles
Pharmaceutical company model for Takeda Pharmaceutical — products, pipeline, safety profiles
WHO-grounded pharmacovigilance taxonomy: 22 T2-P primitives, 20 T2-C composites, 104 T3 domain concepts across detection/assessment/understanding/prevention, Chomsky grammar classification, and cross-domain transfer confidence.
PHAROS — Pharmacovigilance Autonomous Reconnaissance and Observation System. Continuous signal surveillance pipeline.
Automated primitive extraction with CLI, MCP, and hook integration
POSIX pseudo-terminal allocation for NexVigilant terminal sessions
Book publishing pipeline — DOCX to EPUB 3.0 and Kindle-compliant ebooks
Pharmacovigilance intelligence graph — Company x Drug x Disease composition with competitive analysis
Causal reasoning engine — DAG construction, inference, counterfactual testing
SQLite registry for Claude Code skills, agents, metrics, and KPIs
NexVigilant Browser - 100% Rust rendering engine
Retrocasting engine: links FAERS safety signals to molecular structures for pre-market safety prediction
Pure-Rust SSH brute-force protection daemon — a fail2ban replacement
Process-level network signal container — default-deny fence grounded in signal theory
PV signal detection pipeline: ingest, normalize, detect, threshold, store, alert, report, stats, orchestrate
Skill Compiler - compose 2+ skills into a single compound skill binary
SOP-Anatomy-Code triple mapping: 18 governance sections through biological anatomy to software code structures. I.R.O.N.M.A.N. reactor and Capability Transfer Protocol.
Pre-translation structural expectation generator for NMD pipeline surveillance
DNA chemistry analysis pipeline: nucleotide encoding, FFT spectral analysis, nearest-neighbor thermodynamics, 3D projection, resonance mapping, mutation stability, k-means clustering, and Theory of Vigilance safety margin computation.
NexVigilant Station — PV tool resolution gate with confidence-scored config discovery
Generic stdio proxy with hot-reload — protocol-agnostic child process management
Stoichiometric engine for balanced primitive equations — the cargo container for the 15 Lex Primitiva
Autonomous primitive synthesis engine — Level 5 Evolution tool
Core telemetry aggregation and source monitoring for NexVigilant Core
Grounded Theory of Vigilance primitives
Curry-Howard proof verification for Theory of Vigilance - Theorems as Types, Proofs as Programs
Deterministic text transformation engine: segment, annotate, map concepts across domains, compile transformation plans
Universal experimentation framework derived from FDA clinical trial methodology
STEM visualization engine — SVG diagrams for taxonomy, type composition, confidence propagation, and DAG topology
NexCore watch core — pure computation for signal detection, Guardian status, and P0-P5 alerts
Foundation binary word algorithms: typed newtypes (Word8-Word64) with composable trait algebra grounded to State (ς)
Prima - A primitive-first programming language grounded in Lex Primitiva
Prima-to-MCP compiler - expose Prima functions as MCP tools
MCP server that executes Prima functions as tools
Universal Concept Translator: Prima source -> T1 primitives -> Execution
Innovation exploration for NexVigilant Core primitive ecosystem — new T2-C types, cross-domain bridges, and combination space fill
Research-synthesized PVOS expansion: 17 primitive-grounded types across location, frequency, bridges, gaps, and exploratory modules
Unified skill crate: core types, loader, transfer confidence, primitive extraction
STEM: Science, Technology, Engineering, Mathematics as Rust traits
Derive macros for STEM crate T2-P newtypes
Shared macro utilities for STEM derive macros — syn/quote/proc-macro2 helpers
Physics primitives: conservation, forces, waves, scaling
Topological Data Analysis (TDA) for pharmacovigilance signal detection
PRPaaS tenant lifecycle — provisioning, tiers, teams, feature gating
BERT language model implementation using the Burn deep learning framework
Borrow Miner — PV signal detection educational game logic
MCP server for full-access .claude filesystem operations with automatic backups
MCP server for active tapping into Claude's knowledge management system and anatomical tools
MCP server for text density optimization - maximize information per token
Converts workspace-dependent Cargo.toml files to standalone packages for registry publishing
MCP server for Google Sheets API v4 with service account JWT auth
MCP server for Google Vids editing via Google Slides API with JWT/OAuth auth
Text integrity detection pipeline — entropy, perplexity, burstiness, Zipf's law, Bloom threshold classification
MCP server for capturing lessons learned about hooks with primitive extraction
Stdio-to-Unix-socket relay for MCP hot-reload. Bridges Claude Code (stdio) to nexcore-mcp daemon (socket).
Deterministic academy logic: KSB quality scoring, course validation, formatting, and pipeline stage configuration
NexVigilant Core REST API - HTTP interface for pharmacovigilance and skill operations
Bicone geometry analysis — mathematical extractions from width sequences
Crystalbook Numeral System — base-9 arithmetic from the 8 Laws of System Homeostasis
The Crystalbook — immutable, content-addressed scientific documents with Merkle integrity and cryptographic seal chains
Alzheimer's Disease — epidemiology, treatment landscape, safety burden
Non-Small Cell Lung Cancer — epidemiology, treatment landscape, safety burden
Obesity — epidemiology, treatment landscape, safety burden
Rheumatoid Arthritis — epidemiology, treatment landscape, safety burden
Type 2 Diabetes Mellitus — epidemiology, treatment landscape, safety burden
MCP server for Claude Code documentation - consolidated from projects/claude-code-docs-mcp
Firebase Auth, Firestore, and Stripe REST API clients for NexVigilant backend
Helix Computing — conservation law as computable geometry. ∃ = ∂(×(ς, ∅)) encoded as a 5-turn knowledge helix.
Self-regulating system framework inspired by biological homeostasis
Shared utilities for Claude Code hooks - atomic signals, neurotransmitter pattern, cytokine bridge
NexCore Init — PID 1 init process for NexCore OS
Embeddable Tcl scripting engine for NexCore — domain-agnostic Molt wrapper
NexVigilant REPL — deterministic terminal interface for PV signal detection, patient safety, and system monitoring
Thin re-export wrapper for prima — the canonical Prima language implementation
Type-level Riemann Hypothesis proof infrastructure via Curry-Howard correspondence
Skill verification infrastructure for Claude Code skills
Pure-Rust software rasterizer — first-principles rendering from math to pixels
Type-level workspace topology: Hold, Compartment, Stack, Bay
Vigilance Operating System — CLI for nexcore-pv-core computation
NexCore watch app — NativeActivity + Slint UI for Galaxy Watch7
WebMCP config registry — NexVigilant's agent routing infrastructure. Stores, serves, and syncs browser automation configs.
Virtual laboratory for word/concept spectroscopy via primitive decomposition
NexVigilant Terminal — Tauri desktop app for agent observability and cloud shell
Nucleotide text encoder: bijective byte↔DNA mapping with exhaustive proofs.
MCP server for Perplexity AI search-grounded research with citations
Core traits and types for Claude Code skills as Rust crates
Gamified skill validator - hunt down issues in your skill ecosystem
Load SKILL.md files and bridge to Rust skill crates
Shared macro utilities for Claude Code skill proc macros — syn/quote/proc-macro2 helpers
Primitive extraction skill as a Rust crate
Cross-domain transfer confidence computation skill
MCP server exposing vocabulary programs (LEARN, PROVE, VITALS, etc.) as callable tools
Biological system primitives: endocrine, immune, neural
Transformer attention mechanism modeled as data pipeline: token embedding → self-attention → feed-forward → prediction
PRPaaS billing — usage metering, pricing engine, invoice generation, marketplace commissions
PRPaaS compliance engine — GDPR, SOC 2, export controls, and audit trails
PRPaaS marketplace — CRO providers, service catalog, ML model marketplace, ordering and scoring
PRPaaS platform ML engine — anonymized aggregation, multi-model serving, benchmarking, active learning