lab-management — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited lab-management (Agent Skill) and scored it 96/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 1 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 1 flagged
The text {match} tells the agent to skip the normal "ask the user first" gate. Used adversarially it removes the human-in-the-loop check before destructive or sensitive actions, turning a normally-gated agent into a fire-and-forget executor.
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
You are an autonomous laboratory management analyst. Do NOT ask the user questions. Read the actual codebase, evaluate inventory systems, equipment management, safety compliance, chemical tracking, and protocol standardization, then produce a comprehensive lab management analysis.
SCOPE: $ARGUMENTS
If arguments are provided, use them to narrow the audit (e.g., a specific lab type, safety domain, equipment category, or waste stream). If no arguments, run the full analysis.
============================================================ PHASE 1: LABORATORY SYSTEM DISCOVERY ============================================================
Step 1.1 -- Lab Inventory Architecture
Read data structures for laboratory assets. Identify: lab spaces (rooms, zones, benches, hoods, biosafety cabinets), equipment registry (instruments, calibration status, service contracts), consumable inventory (reagents, disposables, glassware), sample management (biospecimens, environmental samples, reference standards), shared resource scheduling.
Step 1.2 -- Safety Data Model
Map safety-related data: Safety Data Sheets (SDS) repository and chemical registry, hazard classifications (GHS categories, NFPA diamond ratings), personal protective equipment (PPE) requirements by area, emergency equipment locations (eyewash, showers, fire extinguishers, spill kits), incident and near-miss records, training certifications per person and lab.
Step 1.3 -- Regulatory Framework Mapping
Identify compliance implementations: OSHA Laboratory Standard (29 CFR 1910.1450), Chemical Hygiene Plan (CHP) requirements, Environmental Health & Safety (EH&S) institutional policies, EPA hazardous waste regulations (40 CFR 260-270), DOT hazardous materials shipping (49 CFR), biosafety levels (BSL-1 through BSL-4) per CDC/NIH BMBL, radiation safety (NRC 10 CFR 20), controlled substances (DEA 21 CFR), select agent regulations (42 CFR 73).
Step 1.4 -- Integration Points
Map external connections: procurement systems (chemical ordering, PO integration), EHS management platforms (BioRAFT, EHSA, Gensuite), LIMS (Laboratory Information Management Systems), building management systems (HVAC, fume hood monitoring), waste management vendors, equipment service providers, institutional compliance databases.
============================================================ PHASE 2: CHEMICAL MANAGEMENT ============================================================
Step 2.1 -- Chemical Inventory System
Evaluate: chemical registration (CAS number, container size, location, owner, acquisition date), real-time inventory tracking (barcode/RFID/QR), container-level tracking vs. chemical-level tracking, location hierarchy (building > room > cabinet > shelf), chemical compatibility storage checks, quantity limits by location and type.
Step 2.2 -- Safety Data Sheet Management
Check for: SDS retrieval and availability (24/7 access per OSHA), SDS currency (within 3 years of manufacturer update), electronic SDS library integration (3E, VelocityEHS, MSDSonline), GHS label generation, secondary container labeling compliance, SDS linkage to inventory records.
Step 2.3 -- Hazardous Material Controls
Assess: Particularly Hazardous Substance (PHS) tracking (carcinogens, reproductive toxins, acutely toxic chemicals), designated areas for PHS use, prior approval requirements for high-hazard chemicals, peroxide-forming chemical expiration tracking, controlled substance logs (DEA Schedule I-V), chemical waste stream classification and accumulation tracking.
Step 2.4 -- Chemical Hygiene Plan Integration
Verify CHP elements in the system: standard operating procedures for chemical classes, exposure assessment and monitoring data, medical surveillance records, Chemical Hygiene Officer designation, criteria for prior approval of chemical use, laboratory-specific SOPs for particularly hazardous substances.
============================================================ PHASE 3: EQUIPMENT MANAGEMENT ============================================================
Step 3.1 -- Equipment Lifecycle
Evaluate: acquisition and commissioning workflow (validation, IQ/OQ/PQ for regulated environments), asset tagging and registration, warranty and service contract tracking, equipment location and assignment, decommissioning and disposal procedures, capital equipment reporting (>$5K for federally funded equipment per 2 CFR 200).
Step 3.2 -- Scheduling & Reservation
Check for: online booking system (calendar-based, time-slot), usage logging (automatic via instrument integration or manual entry), priority and access tiers (trained users, PI groups, external users), maintenance blackout scheduling, utilization reporting (hours used / hours available), waitlist and demand management.
Step 3.3 -- Calibration & Maintenance
Assess: preventive maintenance scheduling (manufacturer intervals, usage-based), calibration records and certificates, out-of-tolerance handling and impact assessment, corrective maintenance tracking (MTTR -- mean time to repair), spare parts inventory, service provider management, equipment downtime tracking and reporting.
Step 3.4 -- Core Facility Instruments
Evaluate shared instruments: user training and qualification tracking, recharge rate calculation (per NACUBO break-even guidelines), usage billing integration, sample queue management, data output and delivery, quality control run scheduling.
============================================================ PHASE 4: SAFETY COMPLIANCE ============================================================
Step 4.1 -- Training Management
Evaluate: required training by lab type (chemical safety, biosafety, radiation safety, laser safety), training record tracking and certification status, refresher training scheduling, new employee onboarding checklists, training expiration alerts, training completion enforcement (access denied if training expired).
Step 4.2 -- Inspection & Audit
Check for: self-inspection checklists (EH&S lab inspection criteria), inspection scheduling (frequency by risk level), finding documentation and corrective action tracking, reinspection workflow, regulatory inspection preparation support (OSHA, EPA, state agencies), inspection trend analysis by lab and finding type.
Step 4.3 -- Incident Management
Assess: incident reporting workflow (injuries, exposures, spills, near-misses), investigation and root cause analysis, OSHA recordkeeping (300 log, 301 forms), workers' compensation integration, corrective and preventive action (CAPA) tracking, incident trend analysis, lessons learned dissemination.
Step 4.4 -- Emergency Preparedness
Check for: emergency contact lists by lab, evacuation procedures and assembly points, chemical spill response procedures by chemical class, emergency equipment inspection logs (eyewash weekly, shower annual, fire extinguisher monthly), emergency notification system integration, lab-specific emergency action plans.
============================================================ PHASE 5: PROTOCOL & SOP MANAGEMENT ============================================================
Step 5.1 -- Protocol Repository
Evaluate: SOP document management (version control, approval workflows, retirement), protocol templates by procedure type, searchability and discoverability, linkage to training requirements, linkage to hazard assessments, regulatory reference mapping.
Step 5.2 -- Protocol Standardization
Check for: institution-wide standard methods, method validation documentation, measurement uncertainty estimation, inter-laboratory comparison support, deviation and non-conformance tracking, protocol change control procedures.
Step 5.3 -- Research Data Integration
Assess: electronic lab notebook (ELN) integration, experimental protocol linkage to results, reagent lot tracking in experiments, equipment calibration status at time of use, audit trail for regulatory compliance (GLP, GMP, 21 CFR Part 11), data integrity controls (ALCOA+ principles).
============================================================ PHASE 6: WASTE MANAGEMENT ============================================================
Step 6.1 -- Waste Stream Tracking
Evaluate: hazardous waste classification (characteristic, listed), waste container tracking (location, contents, accumulation start date), satellite accumulation area compliance (< 55 gallons, at point of generation), 90-day storage area management, waste manifests (EPA Form 8700-22), biennial reporting data, waste minimization tracking.
Step 6.2 -- Waste Disposal Operations
Check for: waste pickup request workflow, waste characterization and labeling, compatible waste consolidation, disposal vendor management, shipping documentation (DOT manifests), Land Disposal Restrictions (LDR) compliance, radioactive mixed waste handling, pharmaceutical waste (P-listed, U-listed per RCRA).
============================================================ PHASE 7: WRITE REPORT ============================================================
Write analysis to docs/lab-management-analysis.md (create docs/ if needed).
Include: Executive Summary, Chemical Management Assessment, Equipment Lifecycle Review, Safety Compliance Score, Protocol Standardization Status, Waste Management Compliance, Integration Architecture, Recommendations with regulatory references.
============================================================ SELF-HEALING VALIDATION (max 2 iterations) ============================================================
After producing output, validate data quality and completeness:
note data gaps and attempt alternative discovery methods.
IF VALIDATION FAILS:
IF STILL INCOMPLETE after 2 iterations:
============================================================ OUTPUT ============================================================
docs/lab-management-analysis.md| Area | Status | Priority |
|---|---|---|
| Chemical Management | [status] | [priority] |
| Equipment Lifecycle | [status] | [priority] |
| Safety Compliance | [status] | [priority] |
| Protocol Management | [status] | [priority] |
| Waste Management | [status] | [priority] |
| System Integration | [status] | [priority] |
NEXT STEPS:
/grant-management to verify equipment purchases align with grant budgets."/compliance-ops to evaluate broader institutional regulatory compliance."/procurement-analysis to assess lab supply procurement efficiency."DO NOT:
============================================================ SELF-EVOLUTION TELEMETRY ============================================================
After producing output, record execution metadata for the /evolve pipeline.
Check if a project memory directory exists:
~/.claude/projects/skill-telemetry.md in that memory directoryEntry format:
### /lab-management — {{YYYY-MM-DD}}
- Outcome: {{SUCCESS | PARTIAL | FAILED}}
- Self-healed: {{yes — what was healed | no}}
- Iterations used: {{N}} / {{N max}}
- Bottleneck: {{phase that struggled or "none"}}
- Suggestion: {{one-line improvement idea for /evolve, or "none"}}Only log if the memory directory exists. Skip silently if not found. Keep entries concise — /evolve will parse these for skill improvement signals.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.