open-source-contributions
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chroma
Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects.
defectdojo
Guide for implementing DefectDojo - an open-source DevSecOps, ASPM, and vulnerability management platform. Use when querying vulnerabilities, managing findings, configuring CI/CD pipeline imports, or working with security scan data. Includes MCP tools for direct API interaction.
dependency-opportunity-scanner
Scan codebase to identify opportunities to replace custom implementations with well-maintained open source libraries. Creates worktree, implements changes, and submits PR for review. Multi-phase workflow with parallel analysis agents.
readme-generator
Auto-generates professional README.md files for Arduino/ESP32/RP2040 projects following open-source best practices. Use when user wants to document their project for GitHub, needs help writing a README, or says "make my project shareable". Follows awesome-readme standards with sections for Overview, Hardware, Software, Setup, Usage, Troubleshooting, and Contributing.
openspec-proposal
Scaffold a new OpenSpec change and validate strictly. Use when proposing new features, design changes, RFCs, or spec modifications.
lors-knowledge-master
Primary entry point for the Lunar Open-source Rover Standard (LORS). Use this to find specialized information about rovers, landers, missions, and companies.
oss-product-manager
Navigate open source product strategy, community dynamics, and sustainable maintenance. Use when planning OSS releases, managing contributors, handling community expectations, balancing commercial and community interests, or when the user needs battle-tested wisdom on building in the open.
oss-product-manager
Navigate open source product strategy, community dynamics, and sustainable maintenance. Use when planning OSS releases, managing contributors, handling community expectations, balancing commercial and community interests, or when the user needs battle-tested wisdom on building in the open.
programming-advisor
Build vs Buy advisor. Use when users say: 'I want to build...', 'Help me create...', 'Can you code...', 'I need a tool/app/script'. Searches for existing libraries, SaaS, and open source solutions before vibe coding. Estimates token costs and provides comparison tables.
twenty
Open-source CRM API for managing people, companies, notes, tasks and custom objects
open-source-contributions
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