MCP Servers, Tools and Agent Skills

txtai is a Python framework for developers building search, chat with their data, and AI agents on their own hardware. It combines a searchable knowledge store with model workflows, so applications can retrieve context and act on it.

Laminar helps developers inspect AI agent runs, find recurring failures and test fixes. It connects production traces with debugging and evaluation tools.

OpenRig coordinates coding agents for developers working on projects that last weeks or months. You talk to a lead agent, which delegates to specialists and brings back results or decisions that need your attention.

mcp-proxy connects AI clients and Model Context Protocol (MCP) servers that use different connection types. It's for developers who need desktop clients to reach remote tools, or want other clients to access a local MCP server.

LeanCTX helps developers control the information their AI coding tools receive. It runs locally between those tools and project files or command output, while your existing application keeps control of the model and workflow.

All-in-One Sandbox gives AI agents a place to browse websites, execute code and work with files. It's for developers building agents that need these tools together, with a shared filesystem instead of separate environments for each task.

Velocut is a local video editor and 3D scene studio for creators who want to edit manually or delegate work to Codex. Both work on the same project, with a shared undo history.

mcpo is a self-hosted proxy for developers connecting MCP tools to AI agents and apps that accept OpenAPI servers. It exposes existing MCP servers through HTTP, avoiding a separate adapter for each tool.

SymForge is a local MCP server for developers using AI coding agents on large repositories or long source files. It gives agents focused views of symbols and their relationships so they can investigate code without reading entire files.

PAL MCP Server connects coding assistants to other AI models for second opinions, code review and planning. It's for developers who want to consult several models within the same coding session, using clients such as Claude Code, Codex CLI, Gemini CLI or Cursor.

Kwipu helps people query a document folder or Obsidian vault and trace answers back to their notes. It connects information across documents so you can investigate project decisions, people and their roles, or relationships between ideas.

Agno is a framework and runtime for developers building customer-facing or internal AI agents. It combines agent development, service hosting and a web interface for managing runs on infrastructure you control.

Ruflo is an AI agent framework for developers who want Claude Code and Codex to work as coordinated teams. It adds specialist roles and shared context for projects that involve coding, testing, architecture and documentation.

Clodds is an AI trading terminal for traders who want to research markets and place trades through conversation. It runs on your own machine or server, with a browser interface and messaging connections including Telegram, Discord and Slack.

Code Graph RAG helps developers understand and change unfamiliar repositories, including monorepos that mix languages. It maps code relationships into a knowledge graph so questions and edits can use context across files.

Docling turns documents into structured content for developers building search, retrieval and AI applications. It handles page structure and scanned text so applications can work with more than a file's plain text.

Code Buddy is a terminal AI coding agent for developers who want it to read a repository, make changes and run commands on their machine. It supports local models through Ollama as well as cloud providers.

ToolJet is an internal-app builder for developers and operations teams creating dashboards, admin panels and business tools around existing data. It can run on your own infrastructure with Docker or Kubernetes, or through ToolJet Cloud. The community foundation uses AGPL-3.0; Enterprise features use separate commercial terms.

Flexible GraphRAG is a self-hosted platform for teams building document search and AI chat that use both text and relationships between entities. It extracts knowledge graphs from documents and combines graph retrieval with vector similarity and full-text search. You can run it standalone or in Docker. It's open source under Apache 2.0.

Voicebox combines speech creation and dictation for people producing audio or working with AI agents. It's a free, open-source alternative to ElevenLabs and WisprFlow that processes voice data on your own machine.

Memori's BYODB edition is a memory library for developers who want agents to retain context in their own SQLite file or self-managed database. It generates embeddings locally, but its default Advanced Augmentation sends conversation messages and summaries to Memori's cloud API for memory extraction. The documented OpenAI connection also sends model requests to OpenAI.

Wren AI is a self-hosted context and query engine for developers and data teams building AI analytics. It queries your databases using business definitions you control. Model execution depends on the connected agent: using Claude Code’s standard cloud connection sends prompts and model responses to its remote provider, even when Wren's engine runs on your servers.

CDAF saves reusable text descriptions alongside videos so AI agents don't have to analyze the same footage for every task. It's for developers building video agents and editors that repeatedly search or ask questions about a clip library.

Langflow is a visual builder for developers creating AI agents and applications that answer questions using connected data. It lets you assemble workflows visually and customize their components in Python.

Agenvoy is a personal AI agent for people who want to automate research, file work, and recurring tasks on their own computer. It runs continuously and retains context between sessions.

funes gives coding agents a searchable memory of past work. It's for developers who want earlier decisions, reasoning and findings to remain available when they start another session or switch agents.

GitHub MCP Server connects compatible AI assistants to GitHub so developers can ask about code and have an assistant act on repository activity. It's GitHub's official connector for the Model Context Protocol (MCP).

ACE-Step Studio is a desktop AI music generator for musicians and anyone who wants to create songs on their own hardware. It turns a short idea, or a description with lyrics, into a full vocal track or instrumental.

TrendRadar collects news and trending topics for people tracking public opinion, industry developments, or specific interests. It brings feeds and platform rankings into one place so you can follow relevant stories without checking each site separately.

Spec Kit gives developers structured processes for working with AI coding agents. It turns requirements, assessments and verification results into project documents you can review alongside the code.

FableCut is a local video editor for people who want to make cuts themselves and work alongside an AI agent. Both can edit the same project, with agent changes appearing live in the browser.

Atomic is a personal knowledge base for people who want to find connections across their notes and saved reading. It organizes Markdown notes, web clips, and articles into a knowledge graph you can search and explore.

MCPHub is a self-hosted gateway for developers and teams connecting AI clients to multiple MCP servers. It gives them one place to manage shared tools and decide what each user or project can access.

deja-vu helps developers and coding assistants recover fixes, decisions and unfinished work from session history already on disk. It can search conversations recorded before installation and carry relevant context between Claude Code, Codex CLI, Cursor and opencode.