Atlas / Skills / ruvnet / Discover Plugins

Discover PluginsCAUTION

skills/ruvnet/discover-plugins

🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
MIT
Stars
73,227
01

Overview

🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated

Read from source at commit ef7d4f0535e5OBSERVED · 2026-09-25
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: discover-plugins
description: Discover and recommend ruflo plugins based on your workflow, installed MCP tools, and current task
argument-hint: "[search-query]"
allowed-tools: mcp__plugin_ruflo-core_ruflo__transfer_plugin-search mcp__plugin_ruflo-core_ruflo__transfer_plugin-info mcp__plugin_ruflo-core_ruflo__transfer_plugin-featured mcp__plugin_ruflo-core_ruflo__transfer_plugin-official mcp__plugin_ruflo-core_ruflo__transfer_store-search mcp__plugin_ruflo-core_ruflo__transfer_store-featured mcp__plugin_ruflo-core_ruflo__transfer_store-trending mcp__plugin_ruflo-core_ruflo__transfer_store-info mcp__plugin_ruflo-core_ruflo__guidance_discover mcp__plugin_ruflo-core_ruflo__guidance_recommend mcp__plugin_ruflo-core_ruflo__guidance_capabilities mcp__plugin_ruflo-core_ruflo__mcp_status Bash Read
---

# Discover Plugins

Find and recommend ruflo plugins for your workflow.

## When to use

When starting a new project, exploring ruflo capabilities, or wondering which plugins would help with your current task.

## Steps

1. **Check installed** — run `ls plugins/` to see what's already installed
2. **Browse marketplace** — call `mcp__plugin_ruflo-core_ruflo__transfer_plugin-featured` for recommended plugins
3. **Search by need** — call `mcp__plugin_ruflo-core_ruflo__transfer_plugin-search` with keywords matching your task
4. **Get recommendations** — call `mcp__plugin_ruflo-core_ruflo__guidance_recommend` with your current task description for personalized suggestions
5. **Check capabilities** — call `mcp__plugin_ruflo-core_ruflo__guidance_capabilities` to see what each plugin enables
6. **Show details** — call `mcp__plugin_ruflo-core_ruflo__transfer_plugin-info` for full plugin details

## Plugin Catalog (32 plugins)

### Core & Coordination — Start here

| Plugin | When to use | What it adds |
|--------|-------------|-------------|
| **ruflo-core** | Always — base layer for all Ruflo work | MCP server, status, doctor, coder/researcher/reviewer agents |
| **ruflo-swarm** | Multi-agent tasks (3+ files, features, refactors) | Swarm topologies (hierarchical, mesh), Monitor streaming, worktree isolation |
| **ruflo-autopilot** | Autonomous task completion without manual steering | /loop-based autonomous execution, progress prediction, learning |
| **ruflo-loop-workers** | Recurring background work (audits, optimization, mapping) | 12 background workers via /loop or CronCreate scheduling |
| **ruflo-workflows** | Repeatable multi-step processes | Workflow templates, parallel execution, conditional branching |

### Memory & Intelligence — Cross-session learning

| Plugin | When to use | What it adds |
|--------|-------------|-------------|
| **ruflo-agentdb** | Semantic search over code patterns, telemetry, decisions | AgentDB with HNSW vector search (150x-12,500x faster), RuVector embeddings |
| **ruflo-rag-memory** | Simple key-value memory with search | Store/search/recall without full AgentDB setup |
| **ruflo-rvf** | Portable memory export/import across machines | RVF format, session persistence, cross-platform transfer |
| **ruflo-ruvector** | Vector embedding operations, HNSW indexing, clustering | ONNX 384-dim embeddings, hyperbolic Poincare ball, k-means/DBSCAN clustering |
| **ruflo-knowledge-graph** | Entity extraction, relation mapping, graph traversal | Pathfinder algo on AgentDB causal edges, code entity graphs |
| **ruflo-intelligence** | Task routing optimization, learning from outcomes | SONA neural patterns, trajectory learning, model routing with confidence |
| **ruflo-daa** | Self-adapting agents that evolve behavior | Dynamic Agentic Architecture, cognitive patterns, knowledge sharing |

### Architecture & Methodology — Build right

| Plugin | When to use | What it adds |
|--------|-------------|-------------|
| **ruflo-adr** | Document architecture decisions, check compliance | ADR create/index/supersede, code-to-ADR linking, compliance checking on diffs |
| **ruflo-ddd** | Domain modeling, bounded context scaffolding | Context wizard, aggregate roots, domain events, anti-corruption layers, boundary validation |
| **ruflo-sparc** | Structured development methodology | Specification-Pseudocode-Architecture-Refinement-Completion with quality gates |

### Quality & Security — Ship safely

| Plugin | When to use | What it adds |
|--------|-------------|-------------|
| **ruflo-security-audit** | Before merging, after dependency changes | CVE scanning, dependency vulnerability checks, security reports |
| **ruflo-aidefence** | Processing user input, handling untrusted data | Prompt injection detection, PII scanning, adversarial defense |
| **ruflo-testgen** | After implementing features, during refactors | Test gap detection, TDD London School workflow, coverage routing |
| **ruflo-browser** | UI testing, web scraping, visual validation | Playwright automation — navigate, click, screenshot, validate |

### Development Tools — Build faster

| Plugin | When to use | What it adds |
|--------|-------------|-------------|
| **ruflo-jujutsu** | PR review, merge decisions, diff risk scoring | Diff analysis, risk classification, reviewer recommendations |
| **ruflo-docs** | After API changes, before releases | Doc generation, drift detection, API documentation |
| **ruflo-ruvllm** | Local LLM inference, custom model configs | RuVLLM integration, MicroLoRA fine-tuning, chat formatting |
| **ruflo-agent** | Sandboxed code execution, untrusted workloads | WASM agent sandboxing, community gallery |
| **ruflo-plugin-creator** | Building new ruflo plugins | Scaffold structure, validate frontmatter, test MCP references |
| **ruflo-migrations** | Database schema changes | Sequential migration numbering, up/down pairs, dry-run, rollback validation |
| **ruflo-observability** | Logging, tracing, metrics correlation | Structured JSON logging, distributed tracing, agent-to-app telemetry correlation |
| **ruflo-cost-tracker** | Token budget management | Per-agent cost attribution, model pricing, bu
03

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (4)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
crates
crates
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
plugin/agents
plugin/agents
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
plugin/commands
plugin/commands
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
plugin/skills
plugin/skills
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-09-25 · audit v0.4.1 · source sha ef7d4f0535e5full audit observations/trust-audit/skill/ruvnet__discover-plugins.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-09-25ef7d4f0535e5CAUTIONB89first audit
05

Questions

What does the Discover Plugins skill do?

🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated

Is Discover Plugins safe to install?

With care. The audit graded it B (89/100) and found 4 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Discover Plugins access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (ef7d4f0535e5), read on 2026-09-25. The repository is watched, and a new audit runs when it changes — this is the first audit.

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