#mcp

Code research platform for AI agents: local + GitHub search, LSP semantics, AST patterns, and compact context. one toolset as MCP or CLI

Self-hosted web app to discover, inventory, firmware-check, and provision Shelly Gen2+ devices on a trusted LAN. Single Go binary + Svelte UI, Docker-ready, with an opt-in MCP server.

An enterprise-grade Spring Boot framework for stateless Model Context Protocol (MCP) servers in Java (MCP 2026-07-28). OAuth2 resource server, per-handler authorization, OpenTelemetry, Jakarta Validation, audit logging, GraalVM native-image — all opt-in via a one-dependency feature-module pattern.

Capability Host Protocol — make agent and tool execution visible, replayable, and ready for governance.

Adaptive CLI study tool for IT certification exams — FSRS spaced repetition meets AI explanations

No repository description published.

A Model Context Protocol (MCP) server for UniFi Network Controller, written in Go.

Get a saved, cited report from your AI agent

Find open source issues personalized to your contribution history. Three-strategy search, deep vetting, and viability scoring.

Time-travel for your MySQL and PostgreSQL. DB Trail remembers every row change: searchable, reversible, yours. The wrong UPDATE becomes a two-minute fix.

The runtime substrate for agentic systems — one Go binary, six LLM providers, MCP-native, configurable as a managed sandbox or full agentic dev environment. Where agents live, talk, and learn.

MCP server for YNAB. Reconcile bank statements, itemize receipts, manage transactions — all through natural language.

📸🧹🗺️ MCP server for intelligent photo management with Immich — search, curate geographic albums, clean up libraries, and publish galleries

Give any MCP-capable agent persistent memory: remember/recall over a tiered store with hybrid vector + keyword retrieval. Single Go binary, SQLite or Postgres, embedded admin UI.

Open infrastructure for AI agents to discover and pay each other

No repository description published.

MCP server for 1С:Enterprise — AI assistant sees your configuration and generates accurate BSL code. One binary, zero dependencies, 11 tools.

A modern Go framework for building multi-agent AI systems.

Your prompts need tests too. Run prompts against real datasets, score outputs with LLM judges, version everything, and compare runs to see what got better.

Agentic engineering supersystem — one CLI to run the full /mavis-ship chain. Bundles 38 curated integrations + 1890 skills + the v2.7.1 arsenal (orchestrate.py + catalog.py + autopilot + mavis-ship-uni + big-boss persona). MIT.

a autonomous open-source coding tool

MCP server for critical, narrated, sequential thinking

A pure-Rust cheminformatics library targeting RDKit feature parity — zero C/C++ by default.

Lightweight graph database with relational, vector, and MCP support, designed to power knowledge and artificial intelligence persistence and retrieval.

Adobe Photoshop adapter for the DCC Model Context Protocol (MCP) ecosystem — bridges MCP tools to Photoshop via UXP WebSocket

C4 architecture documentation tool with LLM integration via MCP — design systems conversationally, render D2 diagrams, generate beautiful docs

Web search and page fetch for agents and TypeScript apps.

Codex-native codebase intelligence: deterministic repo context, change-plan drift review, and verification gating for AI coding agents. Local-first, zero API keys.

Agentic finance infrastructure.

Local code search for AI agents: six fast, purpose-built tools that return ranked answers, not raw grep. Because maybe grep isn't all you need... 🍬