All MCP servers

Runs a command in a throwaway Kubernetes pod and returns exit code, output and artifacts.

AI-native MCU debugging and observability through probes, symbols, RTOS, logs, and build tools.

MCP server for ML drift detection, MLflow registry diffing, and HMAC-gated model rollback

Persistent memory for AI agents - hybrid semantic + keyword recall with autonomous consolidation

Local secret & credential checks for AI-assisted dev — runs on your machine, results redacted.

Give any LLM agent a real Android or iPhone as its body. 62 MCP tools for mobile automation.

Post a project brief & publish cases on GPTaria from Claude Code, Cursor or Windsurf.

Read-only 2026 city renovation cost ranges with sources, limitations, and citation guidance.

Validate compact backend specs and generate tested NestJS, Prisma, and PostgreSQL repositories.

Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching

The agent never writes SQL: queries compile from a semantic layer you control, PII refused first.

Manage Kaiten spaces, boards, cards, comments, and tags with compact MCP responses.

Local-first file-organization tools for your AI agent: tag, query, and digest a folder. No cloud.

AI-powered security scanning using Black Duck Signal for vulnerability detection.

MCP server for managing workouts, routines, and exercise data through the Hevy API

Query logs from Graylog: get streams, search messages, aggregate, and get full data.

Local-first, read-only WHOOP MCP server for recovery, sleep, strain, workouts, and body signals

Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.

Live+headless Aseprite MCP: Unity export, art-QA, tilemaps, in-editor dialogs, update-aware

Read-only MCP to diff SQL Server/Azure SQL schema, procs, views, and tables between environments.

Control the MetaDock desktop workspace over MCP: browsers, layouts, bookmarks, downloads, and more.

Open watchdog for retracted & problematic citations: Retraction Watch, OpenAlex, Crossref.

LLM-operable Midjourney pipeline: 21 MCP tools to compose, generate, curate with vision, and log.

Git-aware memory store for AI coding agents; memories are anchored to git blob hashes.

Capability-gated Gerrit code review tools with opt-in review notifications pushed into the session

Live Linux host signal (CPU, memory, processes, network, optional eBPF) for MCP clients.

Delegate asynchronous coding jobs between Claude Code, Codex, Cursor Agent, and Pi.

Read-only Mac Calendar MCP server with indexed archive search.