MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Agent skill for v3-integration-architect - invoke with $agent-v3-integration-architect
$ npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo agent-v3-integration-architect --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/agent-v3-integration-architect .claude/skills/agent-v3-integration-architect && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "agent-v3-integration-architect" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-v3-integration-architect into .claude/skills/agent-v3-integration-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-v3-integration-architect", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-v3-integration-architectType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo agent-v3-integration-architect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/agent-v3-integration-architect .agents/skills/agent-v3-integration-architect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-v3-integration-architect" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-v3-integration-architect into .agents/skills/agent-v3-integration-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-v3-integration-architect", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo agent-v3-integration-architect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/agent-v3-integration-architect .cursor/skills/agent-v3-integration-architect && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agent-v3-integration-architect" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-v3-integration-architect into .cursor/skills/agent-v3-integration-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-v3-integration-architect", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ruvnet/ruflo.git --path .agents/skills/agent-v3-integration-architect--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo agent-v3-integration-architect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/agent-v3-integration-architect .gemini/skills/agent-v3-integration-architect && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agent-v3-integration-architect" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-v3-integration-architect into .gemini/skills/agent-v3-integration-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-v3-integration-architect", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ruvnet/ruflo agent-v3-integration-architectInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/agent-v3-integration-architect .github/skills/agent-v3-integration-architect && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agent-v3-integration-architect" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-v3-integration-architect into .github/skills/agent-v3-integration-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-v3-integration-architect", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo agent-v3-integration-architect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/agent-v3-integration-architect .opencode/skills/agent-v3-integration-architect && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agent-v3-integration-architect" agent skill from https://github.com/ruvnet/ruflo/tree/main/.agents/skills/agent-v3-integration-architect into .opencode/skills/agent-v3-integration-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-v3-integration-architect", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
agent-v3-integration-architectAgent skill for v3-integration-architect - invoke with $agent-v3-integration-architect
Agent V3 Integration Architect is an agent skill from ruvnet/ruflo. Agent skill for v3-integration-architect - invoke with $agent-v3-integration-architect
Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 58e0ae7. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Agent V3 Integration Architect loads about 2.7k tokens when it runs. Until then it costs about 29 tokens; SKILL.md has 401 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ruvnet/ruflo at commit 58e0ae7, republished under its MIT licence (© ruvnet). 401 words, ~2,657 tokens.
.claude/skills/agent-v3-integration-architect/SKILL.md (or your agent's skills folder).name: v3-integration-architect version: "3.0.0-alpha" updated: "2026-01-04" description: V3 Integration Architect for deep agentic-flow@alpha integration. Implements ADR-001 to eliminate 10,000+ duplicate lines and build claude-flow as specialized extension rather than parallel implementation. color: green metadata: v3_role: "architect" agent_id: 10 priority: "high" domain: "integration" phase: "integration" hooks: pre_execution: | echo "🔗 V3 Integration Architect starting agentic-flow@alpha deep integration..."
# Check agentic-flow status
npx agentic-flow@alpha --version 2>$dev$null | head -1 || echo "⚠️ agentic-flow@alpha not available"
echo "🎯 ADR-001: Eliminate 10,000+ duplicate lines"
echo "📊 Current duplicate functionality:"
echo " • SwarmCoordinator vs Swarm System (80% overlap)"
echo " • AgentManager vs Agent Lifecycle (70% overlap)"
echo " • TaskScheduler vs Task Execution (60% overlap)"
echo " • SessionManager vs Session Mgmt (50% overlap)"
# Check integration points
ls -la services$agentic-flow-hooks/ 2>$dev$null | wc -l | xargs echo "🔧 Current hook integrations:"post_execution: | echo "🔗 agentic-flow@alpha integration milestone complete"
# Store integration patterns
npx agentic-flow@alpha memory store-pattern \
--session-id "v3-integration-$(date +%s)" \
--task "Integration: $TASK" \
--agent "v3-integration-architect" \
--code-reduction "10000+" 2>$dev$null || true
🔗 agentic-flow@alpha Deep Integration & Code Deduplication Specialist
Transform claude-flow from parallel implementation to specialized extension of agentic-flow, eliminating 10,000+ lines of duplicate code while achieving 100% feature parity and performance improvements.
┌─────────────────────────────────────────┐
│ FUNCTIONALITY OVERLAP │
├─────────────────────────────────────────┤
│ claude-flow agentic-flow │
├─────────────────────────────────────────┤
│ SwarmCoordinator → Swarm System │ 80% overlap
│ AgentManager → Agent Lifecycle │ 70% overlap
│ TaskScheduler → Task Execution │ 60% overlap
│ SessionManager → Session Mgmt │ 50% overlap
└─────────────────────────────────────────┘
TARGET: <5,000 lines orchestration (vs 15,000+ currently)// Phase 1: Adapter Layer Creation
import { Agent as AgenticFlowAgent } from 'agentic-flow@alpha';
export class ClaudeFlowAgent extends AgenticFlowAgent {
// Add claude-flow specific capabilities
async handleClaudeFlowTask(task: ClaudeTask): Promise<TaskResult> {
return this.executeWithSONA(task);
}
// Maintain backward compatibility
async legacyCompatibilityLayer(oldAPI: any): Promise<any> {
return this.adaptToNewAPI(oldAPI);
}
}interface SONAIntegration {
modes: {
realTime: '~0.05ms adaptation',
balanced: 'general purpose learning',
research: 'deep exploration mode',
edge: 'resource-constrained environments',
batch: 'high-throughput processing'
};
}
// Integration implementation
class ClaudeFlowSONAAdapter {
async initializeSONAMode(mode: SONAMode): Promise<void> {
await this.agenticFlow.sona.setMode(mode);
await this.configureAdaptationRate(mode);
}
}// Target: 2.49x-7.47x speedup
class FlashAttentionIntegration {
async optimizeAttention(): Promise<AttentionResult> {
return this.agenticFlow.attention.flashAttention({
speedupTarget: '2.49x-7.47x',
memoryReduction: '50-75%',
mechanisms: ['multi-head', 'linear', 'local', 'global']
});
}
}// 150x-12,500x faster search via HNSW
class AgentDBIntegration {
async setupCrossAgentMemory(): Promise<void> {
await this.agentdb.enableCrossAgentSharing({
indexType: 'HNSW',
dimensions: 1536,
speedupTarget: '150x-12500x'
});
}
}// Leverage 213 pre-built tools + 19 hook types
class MCPToolsIntegration {
async integrateBuiltinTools(): Promise<void> {
const tools = await this.agenticFlow.mcp.getAvailableTools();
// 213 tools available
await this.registerClaudeFlowSpecificTools(tools);
}
async setupHookTypes(): Promise<void> {
const hookTypes = await this.agenticFlow.hooks.getTypes();
// 19 hook types: pre$post execution, error handling, etc.
await this.configureClaudeFlowHooks(hookTypes);
}
}// Multiple RL algorithms for optimization
class RLIntegration {
algorithms = [
'PPO', 'DQN', 'A2C', 'MCTS', 'Q-Learning',
'SARSA', 'Actor-Critic', 'Decision-Transformer',
'Curiosity-Driven'
];
async optimizeAgentBehavior(): Promise<void> {
for (const algorithm of this.algorithms) {
await this.agenticFlow.rl.train(algorithm, {
episodes: 1000,
learningRate: 0.001,
rewardFunction: this.claudeFlowRewardFunction
});
}
}
}// Create compatibility layer
class AgenticFlowAdapter {
constructor(private agenticFlow: AgenticFlowCore) {}
// Migrate SwarmCoordinator → Swarm System
async migrateSwarmCoordination(): Promise<void> {
const swarmConfig = await this.extractSwarmConfig();
await this.agenticFlow.swarm.initialize(swarmConfig);
// Deprecate old SwarmCoordinator (800+ lines)
}
// Migrate AgentManager → Agent Lifecycle
async migrateAgentManagement(): Promise<void> {
const agents = await this.extractActiveAgents();
for (const agent of agents) {
await this.agenticFlow.agent.create(agent);
}
// Deprecate old AgentManager (1,736 lines)
}
}// Migrate task execution
class TaskExecutionMigration {
async migrateToTaskGraph(): Promise<void> {
const tasks = await this.extractTasks();
const taskGraph = this.buildTaskGraph(tasks);
await this.agenticFlow.task.executeGraph(taskGraph);
}
}
// Migrate session management
class SessionMigration {
async migrateSessionHandling(): Promise<void> {
const sessions = await this.extractActiveSessions();
for (const session of sessions) {
await this.agenticFlow.session.create(session);
}
}
}// Remove compatibility layer
class CompatibilityCleanup {
async removeDeprecatedCode(): Promise<void> {
// Remove old implementations
await this.removeFile('src$core/SwarmCoordinator.ts'); // 800+ lines
await this.removeFile('src$agents/AgentManager.ts'); // 1,736 lines
await this.removeFile('src$task/TaskScheduler.ts'); // 500+ lines
// Total code reduction: 10,000+ lines → <5,000 lines
}
}// Target: 2.49x-7.47x speedup
const attentionBenchmark = {
baseline: 'current attention mechanism',
target: '2.49x-7.47x improvement',
memoryReduction: '50-75%',
implementation: 'agentic-flow@alpha Flash Attention'
};// Target: 150x-12,500x improvement
const searchBenchmark = {
baseline: 'linear search in current memory systems',
target: '150x-12,500x via HNSW indexing',
implementation: 'agentic-flow@alpha AgentDB'
};// Target: <0.05ms adaptation
const sonaBenchmark = {
baseline: 'no real-time learning',
target: '<0.05ms adaptation time',
modes: ['real-time', 'balanced', 'research', 'edge', 'batch']
};class BackwardCompatibility {
// Phase 1: Dual operation (old + new)
async enableDualOperation(): Promise<void> {
this.oldSystem.continue();
this.newSystem.initialize();
this.syncState(this.oldSystem, this.newSystem);
}
// Phase 2: Gradual switchover
async migrateGradually(): Promise<void> {
const features = this.getAllFeatures();
for (const feature of features) {
await this.migrateFeature(feature);
await this.validateFeatureParity(feature);
}
}
// Phase 3: Complete migration
async completeTransition(): Promise<void> {
await this.validateFullParity();
await this.deprecateOldSystem();
}
}| Risk | Likelihood | Impact | Mitigation |
|---|---|---|---|
| agentic-flow breaking changes | Medium | High | Pin version, maintain adapter |
| Performance regression | Low | Medium | Continuous benchmarking |
| Feature limitations | Medium | Medium | Contribute upstream features |
| Migration complexity | High | Medium | Phased approach, compatibility layer |
© ruvnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/agent-v3-integration-architect of ruvnet/ruflo.
Open the folder on GitHubat commit 58e0ae7
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in ruvnet/ruflo, which our catalogue first saw on October 7, 2026.
Agent V3 Integration Architect next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agent V3 Integration Architect this skillruvnet/ruflo | 74k | 2 repos | ~2.7k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 10 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 297k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Skill CreatorAzure/azqr | 795 | 89 repos | ~8.2k | Automated safety check: Pass | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Reference for spawning, listing, monitoring and stopping agents with claude-flow commands, with agent type families, routing codes and coordination tips.
Categories
Agent skill for v3-integration-architect - invoke with $agent-v3-integration-architect. Agent V3 Integration Architect is an agent skill from ruvnet/ruflo.
Agent V3 Integration Architect fits situations like: agent Workflows work in your project.
Run `npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a claude-code`. Or copy the skill folder (.agents/skills/agent-v3-integration-architect in ruvnet/ruflo) into .claude/skills/agent-v3-integration-architect in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a codex`. Or copy the skill folder (.agents/skills/agent-v3-integration-architect in ruvnet/ruflo) into .agents/skills/agent-v3-integration-architect in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ruvnet/ruflo --skill agent-v3-integration-architect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-v3-integration-architect, .gemini/skills/agent-v3-integration-architect, .github/skills/agent-v3-integration-architect and .opencode/skills/agent-v3-integration-architect in your project.
SKILL.md names no scripts, command-line tools or credentials: Agent V3 Integration Architect is instructions for the agent only. Our summary lists: Node.js.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Agent V3 Integration Architect is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Agent V3 Integration Architect: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 297k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,159 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 9, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.