MCP servers

A cross-platform Flutter chat app that connects to hundreds of AI models through OpenRouter and to remote MCP servers over Streamable HTTP, running an agentic tool-use loop against them.

• MCP servers
• Inference

An open-source semantic layer and MCP server that sits between the AI tools a team uses and its data warehouse, answering questions in plain language with the SQL that produced the answer, a confidence grade, and a receipt.

• MCP servers
• Data engineering

A self-hosted AI platform that puts inference, tool use, browser automation, image generation, speech synthesis, and other services behind one OpenAI-compatible endpoint, deployed with a single docker-compose up.

• MCP servers
• LLM gateways

An open specification for a machine-readable file, agents.txt, that lets a website declare which agent-interaction protocols it supports -- authorization, payments, MCP servers, skill packages, and A2A -- without embedding protocol implementation details.

• MCP servers
• APIs

A memory engine for AI agents written in Java, storing working, episodic, semantic, and procedural memories with decay and consolidation, and retrieving them through fused semantic and SIMD-accelerated hybrid search.

• MCP servers
• Agent memory

A context provider for data agents that keeps metric definitions, verified example queries and interpretation notes in one knowledge base, served over MCP, REST and CLI.

• MCP servers
• Data engineering

An SDK for building MCP servers, tools, prompts, resources and interactive widgets, that stays close to the official MCP SDK while removing repetitive setup code.

• MCP servers

A desktop app for manually testing MCP servers: connect, browse the tools, resources and prompts they expose, invoke them with real input, and inspect the response.

• MCP servers
• Testing

A local MCP server giving one MCP client session-aware control over several AI coding-agent CLIs, while keeping each tool's native sessions and local credentials.

• Coding agents
• MCP servers

An MCP server that lets an AI assistant drive Frida for Android dynamic analysis and reverse engineering, automating instrumentation on a rooted device.

• MCP servers
• Security

A Dart plugin implementing a Model Context Protocol client, letting Flutter apps connect to MCP servers across Android, iOS, web, Linux, Windows and macOS.

• MCP servers

An open-source MCP server that lets AI agents query Databricks SQL, browse Unity Catalog, run jobs and use vector search, under per-tool policy controls.

• MCP servers
• Data engineering

A lightweight process supervisor and message router that forwards NDJSON-framed JSON-RPC messages between IDEs, CLIs and worker processes running agent logic.

• Agent frameworks
• MCP servers

A self-hosted code context engine that indexes Git repositories with tree-sitter and exposes them as MCP tools so AI coding assistants in any editor can search versioned, symbol-aware code context.

• MCP servers
• Agent memory

An MCP server that helps an AI chat client find a good open-source "first issue" matched to a developer's skills, using live GitHub data to check whether an issue is already claimed and plan a pull request.

• MCP servers
• Git

An MCP server that gives AI assistants such as Claude and VS Code Copilot the ability to run pylint and pytest, plus other Python quality tools, against a Python project and get LLM-friendly results.

• MCP servers
• Code quality

A reverse proxy for coding agents such as Claude Code, Codex CLI, and Cursor that filters each request's MCP tool catalog down to only the tools relevant to the current task, cutting token overhead.

• MCP servers
• LLM gateways

The official MCP server for Zenrows' web-scraping infrastructure, giving AI agents and assistants reliable, real-time access to live web pages, including sites protected by anti-bot measures.

• MCP servers
• Browser automation

A static security scanner that grades MCP tool definitions A through F for risks such as prompt injection, data exfiltration, privilege escalation, and supply-chain backdoors, before an agent is allowed to call them.

• MCP servers
• Security

A Python MCP server that bridges AI coding assistants with the OpenTelemetry ecosystem, giving them live access to documentation, examples, semantic conventions, and instrumentation-quality scoring.

• MCP servers
• Monitoring

An MCP server that gives AI coding assistants deterministic knowledge of a project's actual AWS infrastructure and database schemas, instead of letting them guess from source code alone.

• MCP servers

An MCP server that connects Google Search Console to AI clients such as Claude Desktop, Cursor, and Codex CLI, so an assistant can read search performance and diagnose indexing issues.

• MCP servers

An MCP server that gives AI coding assistants long-term memory across sessions and clients, storing architecture decisions and preferences once and recalling them through six retrieval strategies.

• MCP servers
• Agent memory

A local, single-user permission gateway that lets AI assistants operate developer-owned systems through scoped, credentialed connector actions instead of handing over raw credentials.

• MCP servers
• Security