This repository contains specialized AI agent templates for various domain-specific applications. Each template is configured with custom prompts, tools, and workflows to provide expert-level assistance in its respective field.
A comprehensive retrieval-augmented research assistant that conducts thorough, multi-step investigations across document repositories. Follows a structured five-phase protocol:
- Query Analysis & Planning: Decomposes questions into sub-questions and creates search strategies
- Broad Discovery: Maps the information landscape with diverse searches
- Deep Exploration: Drills into promising areas with targeted queries
- Gap Analysis: Identifies and fills blind spots in retrieved information
- Synthesis: Integrates findings with precise citations
Use Cases: Academic research, technical documentation analysis, comprehensive fact-finding
An intelligent supply chain planning assistant designed for demand planners, inventory managers, and business analysts. Provides end-to-end forecasting capabilities:
- Data Sources: Sales history, inventory levels, supplier information, market reports, forecast accuracy metrics
- Analysis Tools: Statistical forecasting, code execution for calculations, trend visualization
- Output Options: Forecast reports, charts, executive presentations (PowerPoint generation)
- External Intelligence: Web search for market trends and economic indicators
Use Cases: Demand planning, inventory optimization, sales trend analysis, safety stock calculations
A decision support specialist for oil and gas drilling operations that analyzes real-time drilling data and offset well performance:
- Risk Identification: Stuck pipe, kicks, lost circulation, wellbore instability
- Data Analysis: MWD/LWD data, geological prognosis, alarm sequences, drilling parameters
- Performance Optimization: ROP benchmarking, parameter recommendations, NPT reduction
- Regulatory Context: SPE papers, IADC guidelines, industry best practices
Use Cases: Real-time drilling optimization, risk assessment, NPT prevention, offset well analysis
A reliability engineering advisor for industrial facilities that predicts equipment failures before they occur:
- Condition Monitoring: Vibration analysis, oil analysis, thermal imaging, ultrasonic testing
- Failure Mode Analysis: FMEA documents, OEM manuals, historical failure patterns
- Maintenance Planning: Intervention timing, parts availability, cost-benefit analysis
- Risk Assessment: Criticality evaluation, failure probability, production impact
Use Cases: Predictive maintenance, equipment reliability analysis, maintenance scheduling, failure investigation
A streamlined, lightweight search template for quick document retrieval and response generation:
- Simple Architecture: Direct search-to-response pipeline without multi-turn research
- Fast Performance: Minimal configuration for rapid queries
- Basic RAG: Standard retrieval with citation and groundedness tracking
Use Cases: Quick lookups, simple Q&A, straightforward document search
A specialized patent analysis agent that conducts rigorous legal-technical investigations:
- Analysis Types: Prior art search, claim interpretation, infringement analysis, freedom to operate
- Claim Decomposition: Element-by-element parsing, means-plus-function identification
- Search Strategy: Patent classification search, citation chains, non-patent prior art
- Legal Framework: Anticipation, obviousness, doctrine of equivalents
Use Cases: Patent validity analysis, infringement assessment, prior art searches, claim construction
A systematic incident investigation specialist for chemical and petrochemical facilities:
- Investigation Protocol: Timeline reconstruction, barrier analysis (Swiss Cheese model), root cause identification
- Data Sources: Alarm historian, DCS parameters, P&IDs, HAZOP reports, SOPs, MOC records
- Regulatory Compliance: OSHA PSM, EPA RMP, CSB database searches
- Output: Comprehensive investigation reports with CAPA recommendations
Use Cases: Process safety investigations, near-miss analysis, NPT root cause analysis, safety audits
A propulsion anomaly investigation agent for rocket engine test engineers:
- Anomaly Characterization: Identifies performance deviations from expected parameters
- Data Integration: Test telemetry, hardware change logs, manufacturing records, historical anomaly databases
- Pattern Matching: Correlates symptoms with known failure mode signatures
- Root Cause Analysis: Systematically narrows down potential causes using evidence
Use Cases: Post-test anomaly investigation, engine performance diagnosis, failure mode identification
A Test Readiness Review (TRR) assistant for rocket propulsion testing compliance:
- Standards Compliance: NASA-STD-8719.24, NPR 8715.3, NASA-STD-8719.12, NASA-STD-5012, NASA-STD-8739.8
- Verification Checks: Instrumentation calibration, propellant qualification, safety reviews, personnel certifications
- Data Cross-Reference: Matches regulatory requirements against actual test data
- Output: TRR verification matrices with go/no-go recommendations
Use Cases: Pre-test readiness verification, regulatory compliance checks, safety certification
A specialized assistant for generating test programs for semiconductor devices:
- Documentation Analysis: Datasheets, test specifications, application notes, pin configurations
- Test Program Elements: Device configuration, test sequences, parametric tests, pass/fail criteria
- Technical Parameters: Electrical characteristics, timing parameters, voltage levels, current ratings
- Output: Complete test programs with proper citations to source documentation
Use Cases: Semiconductor test development, ATE programming, device validation, quality assurance
A technical support assistant specializing in semiconductor product troubleshooting:
- Knowledge Sources: Product manuals, datasheets, application notes, support case history database
- Issue Resolution: Functional failures, performance degradation, integration challenges, design limitations
- Interface Support: SPI, I2C, UART, USB, Ethernet, PCIe
- Presentation Generation: Creates PowerPoint presentations for technical findings
Use Cases: Customer support, technical troubleshooting, product integration assistance, design advisory
Each template follows a consistent YAML structure:
version: "0.1"
inputs:
query: str
outputs:
response: str
nodes:
# Node definitions with types, mappings, and configurations- CreateMessageHistoryStep: Initializes conversation context
- AgenticResearchStep: Multi-turn research with tool access
- ResponseGenFromResearchStep: Generates responses from research findings
- SearchUnstructuredDataStep: Retrieves relevant documents
- SearchStructuredDataStep: Queries structured databases
- DynamicAgentStep: Flexible agent with dynamic tool selection
All templates enforce strict citation requirements:
- Citation format:
[number]()where number is a CITE_ID from search results - Every factual statement must be cited immediately before final punctuation
- No invented citations; only valid CITE_IDs from current search results
- Select the template that best matches your use case
- Configure datastore connections and API endpoints as needed
- Customize prompts and parameters for your specific domain
- Deploy using your agent orchestration framework
Key areas to customize:
- Identity Guidelines: Define the agent's role and capabilities
- Research/Tool Use Guidelines: Specify domain-specific workflows
- Response Formatting: Customize output structure for your needs
- Tool Configuration: Connect to your data sources and APIs
- Model Selection: Choose appropriate LLMs for your use case
See LICENSE file for details.