MCP servers and skills: search, filter by where they run, and compare.
Nothing matches every word exactly, so these are the closest matches.
Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed a
OfficialSkillApache-2.0★ 256 in collectionNo key
Radix trie-based prompt prefix cache optimizer matching longest common prompt token prefixes to eliminate redundant prefill computation and reduce TTFT.
SkillMIT★ 7No key
Radix trie-based prompt prefix cache optimizer matching longest common prompt token prefixes to eliminate redundant prefill computation and reduce TTFT.
SkillMIT★ 7No key
Universal SQL performance optimization assistant for comprehensive query tuning, indexing strategies, and database performance analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle)
OfficialSkillMIT★ 40k in collectionNo key
General Purpose MCP Server (AI Agent) for Constrained Optimization
PythonApache-2.0★ 5No key
Evaluates Google Cloud workloads for cost efficiency and FinOps alignment using the Google Cloud Well-Architected Framework Cost Optimization pillar. Use when the user asks to analyze Google Cloud spe
OfficialSkillApache-2.0★ 21k in collectionNo key
Generates performance-focused guidance for Google Cloud workloads based on the design principles and recommendations in the Performance Optimization pillar of the Google Cloud Well-Architected Framewo
OfficialSkillApache-2.0★ 21k in collectionNo key
Continuous domain Particle Swarm Optimization (PSO) with inertia weight decay and cognitive/social acceleration.
SkillLink only★ 7
Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.
OfficialSkillMIT★ 40k in collectionNo key
Provides workflows to optimize BigQuery environments (capacity planning, editions), storage assets (partitioning, clustering, storage lifecycles, billing models), and SQL queries. Use when optimizing
OfficialSkillApache-2.0★ 21k in collectionNo key
Continuous domain Particle Swarm Optimization (PSO) with inertia weight decay and cognitive/social acceleration.
SkillLink only★ 7
High-precision edge and on-device LLM inference profiler calculating TTFT, TPOT, tokens/second throughput, and percentile jitter distributions (P50/P90/P99).
SkillMIT★ 7No key
High-precision edge and on-device LLM inference profiler calculating TTFT, TPOT, tokens/second throughput, and percentile jitter distributions (P50/P90/P99).
SkillMIT★ 7No key
Analyze AWS resources used in the app (IaC files and/or resources in a target account/region) and optimize costs - creating GitHub issues for identified optimizations.
OfficialSkillMIT★ 40k in collectionNo key
Optimize existing Azure resources and analyze Reservations or Savings Plans. WHEN: \"optimize Azure costs\", \"reduce cloud spending\", \"rightsize resources\", \"find idle resources\", \"orphaned dis
OfficialSkillMIT★ 257 in collectionNo key
Long-term memory for AI agents with no LLM call: an MCP server and Claude Code plugin, plus local-first context compression for LLM apps.
PythonMIT★ 22No key
McPortfolio: A Model Context Protocol server providing 9 specialized tools for LLM-driven portfolio optimization using natural language, covering mean-variance to machine learning approaches.
PythonApache-2.0★ 6No key
Ant Colony Optimization (ACO) for travelling salesperson problem (TSP) and combinatorial path routing.
SkillLink only★ 7
Ultra-fast Code Graph & AST Pruning MCP Server for LLMs. Reduces context token consumption by 75%-90% in Claude, Cursor & AI Coding Agents.
GoMIT★ 2Few starsNo key
Ant Colony Optimization (ACO) for travelling salesperson problem (TSP) and combinatorial path routing.
SkillLink only★ 7
V8 JIT optimization patterns for writing high-performance JavaScript in Next.js server internals. Use when writing or reviewing hot-path code in app-render, stream-utils, routing, caching, or any per-
OfficialSkillMIT★ 143k in collectionNo key
Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency
OfficialSkillMIT★ 40k in collectionNo key
LLM cost calculator, token counter, latency benchmark, CI guardrail, MCP server, and VS Code/Cursor extension.
SkillMIT★ 1Few starsNo key
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