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rUv
2b40aee077
Seraphina returned HTTP 200 and a well-shaped object with zero proposals, zero risks, and a `guidance` string that was the model thinking out loud mid-sentence. Measured on the live gateway: output_tokens 2000, reasoning_tokens 2000, stop_reason max_tokens. The tier had resolved to a reasoning model whose reasoning tokens are billed against max_tokens, so the entire budget went to private reasoning and the JSON answer was never emitted. The dangerous part was not the truncation, it was that it looked like success. An empty proposals array reads as "the swarm needs nothing", which is the one conclusion a coordinator must never reach by accident. Two changes. The budget goes to 8000 so there is room to answer after reasoning. And extractJson now reports whether it actually parsed, so askSeraphina can return an explicit `degraded` result naming the cause and a retry hint instead of passing raw reasoning off as guidance. Verified live before and after: before, stop_reason max_tokens with 0 proposals and reasoning text as guidance; after, stop_reason end_turn on anthropic/claude-sonnet-5 with 4 proposals, 4 risks and real guidance. Gateway suite 14/14, including two new guards — one that a truncated reply is marked degraded with empty guidance, one that a well-formed reply is untouched. Deployed as ruflo-x-gateway-00009-qxb. Claude-Session: https://claude.ai/code/session_013u4pmL9ZUAXb6usVQgNo67
Ruflo Plugins
32 Claude Code plugins for agent-powered development workflows. Load with --plugin-dir.
Quick Start
# Load specific plugins
claude --plugin-dir plugins/ruflo-core --plugin-dir plugins/ruflo-swarm
# Load all plugins
claude $(ls -d plugins/ruflo-*/ | sed 's|^|--plugin-dir |' | tr '\n' ' ')
Plugin Catalog
Core & Coordination
| Plugin | Description |
|---|---|
| ruflo-core | MCP server, status, doctor, coder/researcher/reviewer agents |
| ruflo-swarm | Swarm topologies (hierarchical, mesh), Monitor streaming |
| ruflo-autopilot | Autonomous /loop task completion with prediction |
| ruflo-loop-workers | 12 background workers via /loop or CronCreate |
| ruflo-workflows | Workflow templates, parallel execution, branching |
Memory & Intelligence
| Plugin | Description |
|---|---|
| ruflo-agentdb | AgentDB with HNSW vector search (150x-12,500x faster) |
| ruflo-rag-memory | SOTA RAG — hybrid search, Graph RAG, MMR diversity, memory bridge |
| ruflo-rvf | Portable RVF memory format, session persistence |
| ruflo-ruvector | ruvector — FlashAttention-3, Graph RAG, hybrid search, 103 MCP tools, Brain AGI |
| ruflo-knowledge-graph | Entity extraction, relation mapping, pathfinder traversal |
| ruflo-intelligence | SONA neural patterns, trajectory learning, model routing |
| ruflo-daa | Dynamic Agentic Architecture, cognitive patterns |
Architecture & Methodology
| Plugin | Description |
|---|---|
| ruflo-adr | ADR lifecycle — create, index, supersede, compliance checking |
| ruflo-ddd | DDD scaffolding — bounded contexts, aggregates, domain events |
| ruflo-sparc | SPARC methodology with 5 phases and quality gates |
Quality & Security
| Plugin | Description |
|---|---|
| ruflo-security-audit | CVE scanning, dependency vulnerability checks |
| ruflo-aidefence | Prompt injection detection, PII scanning |
| ruflo-testgen | Test gap detection, TDD London School workflow |
| ruflo-browser | Playwright browser automation and testing |
Development Tools
| Plugin | Description |
|---|---|
| ruflo-jujutsu | Diff analysis, risk scoring, reviewer recommendations |
| ruflo-docs | Doc generation, drift detection, API docs |
| ruflo-ruvllm | Local LLM inference, MicroLoRA, chat formatting |
| ruflo-agent | WASM agent sandboxing and gallery |
| ruflo-plugin-creator | Scaffold and validate new plugins |
| ruflo-migrations | Database schema migration management |
| ruflo-observability | Structured logging, tracing, metrics correlation |
| ruflo-cost-tracker | Token usage tracking, budget alerts, cost optimization |
Domain-Specific
| Plugin | Description |
|---|---|
| ruflo-goals | GOAP planning, deep research, horizon tracking |
| ruflo-federation | Zero-trust cross-installation agent federation |
| ruflo-iot-cognitum | Cognitum Seed IoT — trust scoring, anomaly detection, fleet management |
| ruflo-neural-trader | neural-trader — 4 agents, LSTM/Transformer, Rust/NAPI backtesting, 112+ MCP tools |
| ruflo-market-data | Market data ingestion, OHLCV vectorization, pattern matching |
Recommended Stacks
| Use Case | Plugins |
|---|---|
| Feature development | ruflo-core + ruflo-swarm + ruflo-testgen + ruflo-ddd |
| Security audit | ruflo-core + ruflo-security-audit + ruflo-aidefence |
| Architecture work | ruflo-core + ruflo-adr + ruflo-ddd + ruflo-sparc |
| Deep research | ruflo-core + ruflo-goals + ruflo-rag-memory + ruflo-intelligence |
| Vector search | ruflo-core + ruflo-ruvector + ruflo-rag-memory + ruflo-knowledge-graph |
| IoT development | ruflo-core + ruflo-iot-cognitum + ruflo-agentdb |
| Trading systems | ruflo-core + ruflo-neural-trader + ruflo-market-data + ruflo-ruvector |
| Full stack | All 32 plugins |
npm Package Integration
Several plugins wrap standalone npm packages for deeper functionality:
| Plugin | npm Package | What It Adds |
|---|---|---|
ruflo-neural-trader |
neural-trader |
112+ MCP tools, Rust/NAPI engine, LSTM/Transformer models |
ruflo-ruvector |
ruvector |
103 MCP tools, FlashAttention-3, Graph RAG, Brain AGI |
# Install backing packages
npm install neural-trader ruvector
# Add as MCP servers (optional, for direct tool access)
claude mcp add neural-trader -- npx neural-trader mcp start
claude mcp add ruvector -- npx ruvector mcp start
Plugin Structure
Each plugin follows the Claude Code plugin specification:
ruflo-<name>/
.claude-plugin/plugin.json # Plugin manifest
agents/<name>.md # Agent definitions (frontmatter: name, description, model)
commands/<name>.md # CLI command mappings
skills/<name>/SKILL.md # Interactive skills (frontmatter: name, description, argument-hint, allowed-tools)
README.md # Plugin documentation
Creating a Plugin
claude --plugin-dir plugins/ruflo-plugin-creator
# Then: /create-plugin my-new-plugin
Or manually: copy any existing plugin directory and modify.
Validation
claude plugin validate plugins/ruflo-<name>
Verification & Discoverability
Every MCP tool description across the 32 plugins must answer "use this over native (Bash/Read/Grep/Glob/Task/TodoWrite) when?" per ADR-112. The rule is enforced by CI:
# Run the audit (scans all MCPTool definitions across all plugins)
node scripts/audit-tool-descriptions.mjs
# Gates: every description must include "Use when …" guidance,
# be ≥ 80 chars, and be unique. Baseline at verification/mcp-tool-baseline.json
# is monotone-decreasing — CI fails on any regression.
Combined with verification/ (Ed25519-signed witness manifest, 103+ documented fixes attested), the plugin surface is regression-protected at three layers: install smoke (npm i), behavioral smoke (paired-tool round-trips), and presence attestation (every load-bearing line of every documented fix). See verification/README.md for the full stack.
License
MIT