New MCP Servers

OpenTelemetry Trace Latency Analyzer

Analyze OpenTelemetry traces to identify latency bottlenecks and critical path inefficiencies.

Message Queue Throughput Calculator

Plan capacity for Kafka, RabbitMQ, or SQS by calculating consumer needs, backlog drain time, and concurrency.

Kubernetes HPA Scaling Simulator

Simulate Kubernetes Horizontal Pod Autoscaler behavior and stability.

GraphQL Query Complexity Analyzer

Analyze GraphQL queries for structural complexity, depth, and token count.

Gas Fee Estimator

Estimate blockchain transaction costs for EVM-compatible chains.

Feature Flag Rollout Calculator

Calculate deterministic user assignment, rollout projections, and statistical sample sizes for feature flags.

Cloud Carbon Footprint Calculator

Estimate and compare CO2e emissions for cloud compute workloads.

Vector Index Recall Estimator

Estimate ANN search performance, memory footprint, and optimal parameters.

Twitter Hashtag Strategy Validator

Analyze X (formerly Twitter) posts for hashtag optimization, accessibility, and strategic reach.

RAG Chunk Size Optimizer

Evaluate RAG chunking strategies by calculating segmentation metrics, embedding costs, and context viability.

Prompt Injection Pattern Scanner

Scans user-supplied text for structural patterns associated with prompt-injection attempts.

LLM Token Counter

Calculate exact and estimated token counts for GPT-4, GPT-4o, Claude, and Llama models.

Z.AI

Access the full Z.AI platform from any AI agent — chat completions with GLM models, image and video generation, audio transcription, OCR, web search, and agent tools.

PiLAB

Manage infrastructure and security via PiLAB — control PiVirt virtual machines, inspect PiTrust certificates, and oversee 3SO OAuth clients directly from any AI agent.

Ollama

Run LLM models via Ollama cloud API — generate completions, chat with multimodal models, create embeddings, and inspect model details from any AI agent.

Delio

Automate wealth management workflows via Delio Core OS — manage deals, investors, portfolio transactions, compliance forms, and platform users from any AI agent.

Kudosity

Automate SMS & WhatsApp messaging via Kudosity — send and cancel SMS, send WhatsApp messages, manage contacts and lists, track delivery, and check account balance from any AI agent.