flowfile-ai-subsystem

flowfile-ai-subsystem is an LLM app frameworks & APIs skill for AI agents, published by Edwardvaneechoud in the Flowfile repository on GitHub. Skillspace rates flowfile-ai-subsystem F (45/100) and the safety scan rated it risky; the rating is based on static analysis only.

Risky. This skill has patterns associated with unsafe behaviour. Read the source carefully before running it.

Architecture and safe-extension guide for flowfile_core's /ai/* subsystem — the assist/copilot/planner surface map, the FEATURE_FLAG_AI router gate, the litellm lazy-import contract and its enforcing tests, BYOK provider resolution, per-process rate limiting, the prompt-log debugging runbook, the local llama.cpp model, and two maintainer-validated doctrines (prompt edits must be additive not subtractive; wrong-but-recoverable LLM payload shapes get normalized at the executor seam, not the schema or the prompt) — use when adding or debugging an AI route/agent/provider, when an agent tool call is being rejected or looping, when asked to "make the prompt more direct" or tighten AI/system prompts, when the LLM keeps emitting a wrong JSON shape for a tool call, or when investigating what a Flowfile LLM call actually saw/said.

Grade

F

Quality

45 / 100

Safety

Risky

GitHub stars

330

Unproven: rated by static analysis only, not yet compared head-to-head.

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