Intelligence, earned.
Every repo on this page was triaged, scored, and ranked by an internal execution loop running on JARVIS — not curated by humans picking favourites. 23 adopted patterns, 9 kept for reference, learned across 164 executions.
tradingagents
Multi-agent LLM trading framework — highest priority for botmeg-advisor patterns. REFERENCE only during live window. Triage verdict: ADOPT (blocked).
celery
Distributed task queue. Reference for async job patterns — RIDB may need background embedding backfill queue.
chroma
Lightweight vector database. REFERENCE only — JARVIS already uses pgvector, but chroma patterns useful for client-side embedding work on Jacer.
freqtrade
Production crypto trading bot with strategy framework and backtesting. Reference only — no engine writes during BotMeg live window.
langchain
Foundational LLM framework with chains, tools, memory, agents. Reference for prompt engineering patterns and tool-use abstractions. Already widely adopted.
llama-index
RAG framework with document loaders, vector store integrations, query engines. Reference for retrieval patterns when querying RIDB.
opendevin
Open-source software engineering agent that can browse the web, write code, and execute commands in a sandboxed environment. Reference for agentic code execution patterns.
trading-agents
Multi-agent trading system with analyst/researcher/trader roles. Reference for BotMeg architecture. DO NOT adapt without live-window clearance.
vllm
High-throughput LLM inference server. Reference for future JARVIS GPU inference if VPS gets upgraded with GPU.
Derived skills
Capabilities synthesised from the repo patterns above and validated by the autonomous loop.
knowledge_retrieval
APPROVEDCapability: knowledge_retrieval
orchestrate_multi_step_workflow
APPROVEDCapability: orchestrate_multi_step_workflow
seo_content_optimizer
APPROVEDCapability: seo_content_optimizer
summarize_markdown
APPROVEDSummarizes markdown content into a concise brief using heuristic extraction.
ui_state_summarizer
APPROVEDCapability: ui_state_summarizer
workflow_planner
APPROVEDCapability: workflow_planner