Code

Deterministic context packing for AI coding agents; measured 83% fewer input tokens, local.

Debug microcontrollers via OpenOCD: flash, breakpoints, memory, registers and variables.

Self-hostable GPU-aware job broker: submit, route by VRAM, babysit jobs across machines via MCP.

Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.

16 engines, 28 MCP tools for Python code quality. Zero external dependencies.

Token-efficient code review knowledge graph: semantic search and call-graph resolution.

Allure TestOps MCP — projects, launches, test cases, test results via REST API.

Security scanner and graph for agentic infrastructure — agents, MCP, runtime, and blast radius.

Amazon review intelligence via Shulex OpenAPI. 10 marketplaces, verified-purchase & Vine signals.

PostgreSQL security for AI agents: CVEs, yanked releases, exploits, and upgrade paths

MCP server exposing Martin Fowler's refactoring catalog to LLMs with 71+ refactorings

Sandboxed Python execution for AI agents. PEP 723 inline deps, multi-version Python, zero pollution.

An MCP Server to utilize Lineai's rich software dependency data in your AI programming assistant.

Query Sri Lankan businesses, doctors, and reviews from any MCP-aware AI agent.

Offline MCP server for local Qt 4.8, Qt 5, and Qt 6 documentation with full-text search.

Stop vibecoding blind. Code graph so your AI stops breaking things across your codebase.

AI-powered Kanban TUI for autonomous development workflows with agent orchestration

MCP server for Bitbucket API - manage repositories, pull requests, comments, pipelines and more

AI-powered E2E testing MCP server. Detects and auto-fixes UI bugs via DevQA Loop and Vision AI.

KATATAN E2E testing agent set — Playwright + KATATAN MCP integration