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Independent project, not affiliated with Anthropic
spencermarx avatar

V3 MCP Optimization

spencermarx/open-code-review
240 starsApache-2.0
Summary

If you're running claude-flow v3 with hundreds of MCP tools and seeing 1.8 second cold starts, this skill walks through a complete optimization pass. It implements connection pooling to reuse MCP connections instead of spinning up new ones every request, replaces linear tool lookups with hash table indexing, and adds load balancing across tool calls. The target is sub-100ms p95 response times and 90%+ pool hit rates. The implementation is thorough, covering everything from pre-warming pools on startup to health checking idle connections. This is infrastructure work, so expect to spend time profiling before and after to validate the wins.

Install to Claude Code

npx -y skills add spencermarx/open-code-review --skill "V3 MCP Optimization" --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Categories
Backend & APIsDevOps & CI/CDGit & Pull RequestsCode Review & QualityAI & Agent BuildingDebugging
First SeenJun 11, 2026
View on GitHub

More from spencermarx/open-code-review

All 31 skills →
  • V3 Memory Unification
  • V3 Performance Optimization
  • V3 Security Overhaul
  • V3 Swarm Coordination
  • Verification & Quality Assurance
  • AgentDB Advanced Features
  • AgentDB Learning Plugins
  • AgentDB Memory Patterns
  • AgentDB Performance Optimization
  • AgentDB Vector Search
  • Browser
  • Github Code Review
  • Github Multi Repo
  • Github Project Management
  • Github Release Management
  • Github Workflow Automation
  • Hooks Automation
  • Ocr
  • Pair Programming
  • ReasoningBank With AgentDB
  • ReasoningBank Intelligence
  • Skill Builder
  • Sparc Methodology
  • Stream Chain

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spencermarx avatar
V3 Memory Unification

spencermarx/open-code-review

Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend).
240
sponsiolabs avatar
configure

sponsiolabs/sponsio

Use after `/plugin install sponsio-claude-code` to wire the runtime end-to-end. The plugin install only registers hooks + skills; the contract library and per-environment overrides are configured here. Bootstraps the per-plugin contract library tree at ~/.sponsio/plugins/, installs bundled starter libraries for popular MCP servers (github, filesystem, playwright), generates fresh starter libraries for plugins / MCP servers that don't ship one (via `sponsio plugin scan`), tunes the shipped rules to the user's actual environment (workspace path, expected call volume, dev/CI/prod profile), and verifies with a smoke test. Use when the user says any of "configure sponsio-claude-code", "set up sponsio-claude-code", "first-time setup of sponsio", "wire up sponsio in this Claude Code session", "add Sponsio guardrails for my MCP tools", "tune the plugin for my environment", "the plugin is too strict / too loose", "calibrate sponsio rules", "scan this plugin", "generate sponsio rules for X", "create a contract library for my plugin", "I just installed Y plugin / MCP server, what should sponsio block", or asks how to make sponsio-claude-code actually block things.
476
starwards avatar
starwards-colyseus

starwards/starwards

Colyseus multiplayer patterns for Starwards - @gameField decorators, state sync, JSON Pointer commands, room architecture, and avoiding common Colyseus pitfalls; state is source of truth, server authoritative
39
staskh avatar
ib-account

staskh/trading_skills

Get account summary from Interactive Brokers including cash balance, buying power, and account value. Use when user asks about their account, balance, buying power, or available cash. Requires TWS or IB Gateway running locally.
248
staskh avatar
ib-collar

staskh/trading_skills

Generate tactical collar strategy reports for protecting PMCC positions through earnings or high-risk events. Requires TWS or IB Gateway running locally.
248
staskh avatar
ib-find-short-roll

staskh/trading_skills

Find roll options for existing short positions OR find best covered call/put to open against long stock. Use when user asks about rolling shorts, finding roll candidates, writing covered calls, or managing option positions. Requires TWS or IB Gateway running locally.
248