#model-context-protocol

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core2ai provides the shared MCP runtime and code generation infrastructure used by api2ai and db2ai to build AI tools from APIs and SQL queries.

Identity-scoped schema selection for text-to-SQL: give the model only the tables this caller may read, and 75% fewer prompt tokens.

GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

MCP server with 30 tools for block chain data and ops— setup, token lookups, wallet balances, live chain queries using micro payment on x402.

A thin MCP client for humans and agents — run any Model Context Protocol server, call its tools, read its stderr, and reconnect after each edit. REPL, headless CLI, or an MCP server your agent drives. No client config edits, no restarts.

dst (data serve tool) — open-source semantic layer and MCP server between the AI your team uses and your data warehouse. Governed answers with the SQL, a grade and a receipt.

Roblox Studio MCP server & plugin for Claude Code, Cursor, Codex, and Gemini. AI-powered scripts, terrain, assets, lighting, and bidirectional project sync.

Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves depth on demand, and it learns lessons from your sessions. Agent memory + context engineering as a single static Go binary.

Interactive question boards & HTML idea visualization for AI coding agents (Claude Code, Codex, …) — ask users structured questions in the browser, await submit, get JSON. Zero deps.

MCP Server for Lightning Faucet - Give your AI agent a Bitcoin wallet

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DNS for AI agents: a self-hosted registry to register, discover, and health-check MCP agents. One Go binary.

Context as a Service. One context for every AI tool. Self-hosted, vendor-neutral, RBAC-ready. 1-minute install.

Call dibs on files. Coordination for parallel coding agents — file claims with expiry, enforcement hooks, and git-native lessons. One binary, no server, no database.

Local-first context gateway that helps AI coding agents read less, spend less, and stay grounded in your repo.

MCP server enabling AI agents to make Lightning Network payments

simple, type safe, elegant command line framework. the CLI framework for agents

Speak MCP Server

Open-source CLI that selects task-specific context from local Git repositories.

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A Model Context Protocol (MCP) server that lets LLMs and AI assistants send push notifications to a Gotify server.

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🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.

A terminal-based molecular structure viewer

all the crons in the world

MCP server for managing your Ace Data Cloud account — services, pricing, APIs, docs, balance, usage, API keys, orders and announcements.

Open-source Vibe Testing suite: an MCP server for the coding agent you already run, a VS Code review cockpit, and CI. Your agent explores your app and crystallizes each flow into a plain @playwright/test spec you own — record == replay, runs in CI with zero AI.

MCP server for MadeOnSol Solana KOL intelligence — use from Claude, Cursor, or any MCP client

Verify an MCP server is alive and conformant. Keyless. Emits an embeddable verified-on-date badge. roninforge.org/akashi