MCP servers that give coding agents real developer tooling: linters, package registries, test runners, language docs and local build commands. 13,944 servers in this category.
A local-first orchestration layer that coordinates multiple AI coding agents like Claude Code and Codex through a single MCP endpoint.
Evaluates the ability of local Ollama models to drive tool-using agents through a standardized benchmark of math, research, and chat tasks.
Turns live data streams into a cited knowledge graph that AI agents can reason over via MCP or REST API.
Provides a template for deploying multi-zone MCP groups containing tools, resources, and prompts with integrated guardrails.
Provides a local, shared memory server for AI coding agents to automatically remember project decisions and context across sessions.
Enables coding agents to use the Jev classifier to screen for spec drift, CI failures, code rule violations, and stale documentation.
Provides deterministic flight and hotel tool fixtures for testing Agent2Agent (A2A) protocols and Model Context Protocol (MCP) implementations.
Provides an MCP server that exposes SaaS support and billing data through both REST and GraphQL interfaces using SQLite and DuckDB.
Provides governed UK geospatial knowledge and action through a deterministic execution boundary for AI agents and systems.
Provides AI agents with structured remote machine access through secure OpenSSH connections for command execution, file transfers, and sudo operations.
Search, navigate, validate, and refactor Open Knowledge Format (OKF) v0.2 catalogues using hybrid BM25 and semantic search.
Converts various file formats, URLs, and YouTube videos into Markdown using an AI-ready connector.
Converts UI screenshots into Tailwind HTML code using GenPark vision agents.
Pre-loads context and manages workspaces for AI coding agents using deterministic mathematical algorithms.
Provides a local Markdown-based memory vault for coding agents with hybrid semantic search, wiki-link graphs, and automatic context recall.
An open-source project tracker and wiki that enables AI agents to manage issues, update documentation, and track AI usage costs via MCP.
Coordinates teams of AI agents in isolated Docker containers to build, test, and maintain software projects.
Provides a collection of MCP servers and plugins for Claude Code and Codex, including autonomous code evolution, local GraphRAG, and Flutter development tools.
Enhances Claude Code with phased TDD planning, cross-vendor code reviews, and session continuity through a durable memory model.
Connect AI assistants like ChatGPT, Claude Code, or Cursor to a specific local folder through a sandboxed environment with a live activity dashboard.
