AI & Machine Learning plugins

Harness-native ECC plugin for engineering teams - 67 agents, 278 skills, 94 legacy command shims, reusable hooks, rules, MCP conventions, and operator workflows for Claude Code plus adjacent agent harnesses

Migrate your code and prompts from Sonnet 4.x and Opus 4.1 to Opus 4.5.

Implementation of the Ralph Wiggum technique - continuous self-referential AI loops for interactive iterative development. Run Claude in a while-true loop with the same prompt until task completion.

Production-grade engineering skills for AI coding agents — covering the full software development lifecycle from spec to ship.

Cross-installation agent federation with zero-trust security, peer discovery, consensus-based task routing, and per-call budget circuit breaker (ADR-097)

Agent runtimes for ruflo — local WASM-sandboxed agents (rvagent: 10 wasm_agent_*/wasm_gallery_* MCP tools, built on @ruvector/rvagent-wasm + @ruvector/ruvllm-wasm per ADR-070) plus Anthropic Claude Managed Agents as a cloud backend (managed_agent_* MCP tools per ADR-115). One interface, local-vs-cloud runtimes.

ADR lifecycle management — create, index, reconcile, supersede, check compliance, and link Architecture Decision Records to code via AgentDB hierarchical store + causal edges (supersedes/amends/depends-on/related)

Dynamic Agentic Architecture — 8 daa_* MCP tools for adaptive agents (create/adapt), cognitive patterns, workflows (create/execute), knowledge sharing, and learning/performance metrics. Feeds the JUDGE phase of the 4-step intelligence pipeline.

Self-learning vector database via npx [email protected] — HNSW, adaptive LoRA embeddings, code-graph clustering, hooks routing, brain/SONA, 103 MCP tools

Structured logging, distributed tracing, and metrics — correlate agent swarm activity with application telemetry

AI safety scanning, PII detection, prompt injection defense, and adaptive threat learning

Foundation plugin — registers the ruflo MCP server (300+ tools across memory/agentdb/embeddings/hooks/aidefence/neural/autopilot/browser/agent/swarm), provides 4 generalist agents (coder/researcher/reviewer/witness-curator), 4 first-run skills (discover-plugins/init-project/ruflo-doctor/witness), and a curated plugin-discovery catalog

Substrate plugin for Ruflo memory: AgentDB controller bridge (15 agentdb_* MCP tools), RuVector ONNX embeddings (10 embeddings_* tools incl. RaBitQ 32x quantization), and WASM HNSW pattern router (3 ruvllm_hnsw_* tools)

Multi-agent swarm coordination, memory management, SPARC methodology, and intelligent hooks for Claude Code. Provides 60+ skills, 100+ commands, and 80+ specialized agents.

RVF format for portable agent memory, session persistence, and cross-platform transfer

ADR-164 Phase 2 — business-domain pod templates for the federated business autopilot. Ships the sales pod template (templates/sales.json) and a single-tick runner (scripts/pod-tick.mjs) that pre-flights templates via business_pod_validate, reserves budget through a file-based stub ledger (atomic SQLite tracker is Phase 3 per ADR-164.1), resolves each agent role against ruflo's agent registry, constructs dry-run prompts, and posts an envelope summary to the room via federation_bbs_publish. Dry-run by default — --live is reserved for Phase 3 Managed-Agent + claude-p wiring.

AgentBBS federated business-domain BBS room integration for ruflo (ADR-164 Phase 1). Exposes federation_bbs_register / federation_bbs_publish / federation_bbs_watch / federation_bbs_human_join MCP tools that wrap the agentbbs Rust workspace as a special-tier federation peer. agentbbs lives in optionalDependencies; every handler gracefully degrades to {degraded:true} when the package is missing, mirroring the architectural constraint pattern from ADR-150 and agenticow (PR #2500).

RuVLLM local inference with chat formatting (Claude/GPT/Gemini/Ollama/Cohere), model configuration, MicroLoRA fine-tuning, and SONA real-time adaptation

RuVector memory with HNSW search, AgentDB, and semantic retrieval

Token usage tracking, model cost attribution per agent, budget alerts, and optimization recommendations — uses memory_* (namespace-routed) for cost-tracking and cost-patterns; pairs with federation budget circuit breaker (ADR-097)

Agent teams, swarm coordination, Monitor streams, and worktree isolation — wraps 4 swarm_* + 8 agent_* MCP tools (12 total) plus 6 topologies (hierarchical / mesh / hierarchical-mesh / ring / star / adaptive)

Test gap detection, coverage analysis, and automated test generation — drives the testgaps background worker via hooks_worker-dispatch; SPARC Refinement-phase canonical owner

Research any topic across Reddit, X, YouTube, TikTok, Instagram, Hacker News, Polymarket, GitHub, and 5+ more sources. AI agent scores by upvotes, likes, and real money - not editors.

Editorial "AAS AI Product & Evaluation Ops" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS DevOps & Cloud" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Localization & International Growth" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS QA & Test Automation" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Marketing & Growth" bundle for Claude Code from Agentic Awesome Skills.

Editorial "QA & Testing" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Makepad Builder" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Documents & Presentations" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Web App Builder" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Startup Founder" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Security Engineer" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Indie Game Dev" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Privacy & Compliance Engineering" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Agent & MCP Builder" bundle for Claude Code from Agentic Awesome Skills.

Plugin-safe Claude Code distribution of Agentic Awesome Skills with 1,906 supported skills.

Editorial "Skill Author" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Marketing, SEO & Growth" bundle for Claude Code from Agentic Awesome Skills.

Editorial "SEO Specialist" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Security Engineer" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Security Developer" bundle for Claude Code from Agentic Awesome Skills.

Editorial "DevOps & Cloud" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Python Pro" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Full-Stack Developer" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Mobile App Builder" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Business Analyst" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Architecture & Design" bundle for Claude Code from Agentic Awesome Skills.

Editorial "OSS Maintainer" bundle for Claude Code from Agentic Awesome Skills.

Query Trackio projects, runs, and metrics using the `trackio` CLI. Use when the user needs to list projects/runs/metrics, get summaries, or retrieve metric values from local Trackio databases. Supports both human-readable and JSON output formats. Covers project discovery, run inspection, metric querying, and system metrics. Designed for LLM agents and automation scripts.

Editorial "Observability & Monitoring" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS API Platform Builder" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Data & Analytics" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Mobile Developer" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Data Engineering Platform" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Apple Platform Design" bundle for Claude Code from Agentic Awesome Skills.

Editorial "Data Engineering" bundle for Claude Code from Agentic Awesome Skills.

Editorial "AAS Product Design Studio" bundle for Claude Code from Agentic Awesome Skills.

Editorial "DDD & Evented Architecture" bundle for Claude Code from Agentic Awesome Skills.