clerk-auth
Clerk authentication patterns and integration with Convex. Use when implementing sign-in/sign-out, protected routes, user profile sync, or role-based access control.
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Clerk authentication patterns and integration with Convex. Use when implementing sign-in/sign-out, protected routes, user profile sync, or role-based access control.
Export RFP data, evaluations, and pursuits in CSV and other formats. Use when implementing data export features, building reports, or extracting data for analysis.
Generate 1-page pursuit briefs for qualified RFP opportunities. Use when creating bid/no-bid decision documents or implementing pursuit brief generation features.
Assemble proposals from templates and content library. Use when implementing proposal generation, managing content blocks, or working with proposal templates.
Guidelines for creating and managing standardized proposal templates and content libraries
Guidelines for integrating additional RFP data sources beyond RFPMart
Convex database patterns and best practices for RFP Discovery. Use when writing Convex queries, mutations, actions, or schema definitions. Also helpful for real-time subscriptions and auth integration.
Create and maintain architecture documentation with Mermaid diagrams. Use when writing technical documentation, system diagrams, or updating the implementation plan.
Ingest RFP opportunities from multiple data sources (SAM.gov, eMMA, RFPMart). Use when adding new data sources, modifying ingestion logic, or debugging data fetching issues.
Create and maintain architecture documentation with Mermaid diagrams. Use when writing technical documentation, system diagrams, or updating the implementation plan.
Guidelines for integrating Clerk authentication into the RFP Discovery application with Convex
Ingest RFP opportunities from multiple data sources (SAM.gov, eMMA, RFPMart). Use when adding new data sources, modifying ingestion logic, or debugging data fetching issues.
Evaluate RFP opportunities using the 6-dimension scoring framework. Use when modifying evaluation criteria, adjusting keyword weights, or implementing AI-based evaluation.
Generate and track compliance matrices for RFP requirements. Use when building requirements tracking features, implementing compliance checklists, or ensuring proposal coverage.
Convex database patterns and best practices for RFP Discovery. Use when writing Convex queries, mutations, actions, or schema definitions. Also helpful for real-time subscriptions and auth integration.
Convex database patterns and best practices for RFP Discovery. Use when writing Convex queries, mutations, actions, or schema definitions. Also helpful for real-time subscriptions and auth integration.
MCMC convergence diagnostics using CmdStanPy and ArviZ
Use when performing Bayesian statistical analysis, building probabilistic models, or when the task involves prior specification, posterior inference, or predictive checks.
Guidelines for writing reports, organizing files, and generating code artifacts
Best practices for writing efficient, clean Stan programs
Guidelines for visual predictive checks following Säilynoja et al. recommendations using ArviZ
Guidelines for Stan models with ODE-based dynamics using modern interfaces
Python environment setup with uv, shared utilities, and script structure guidelines.
Fetches bug tickets from Jira using Atlassian MCP and formats them for AI-assisted bug fixing. Use when user mentions a Jira ticket key (like EMS-1234, PROJ-567) and wants to fix a bug, or when starting a bug-f...
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