Unified toolset delivering real-time web search and code context for coding agents with programmable tool selection.

Unified interface to read, query, and manage Cloudflare services via natural language for automated tasks.

TypeScript-based chart generator with AntV, offering 25+ visualizations, private deployment, multiple transports, and tool filtering.

Bridges client requests to JetBrains IDEs with configurable host/port bindings and optional logging.

AI-powered UI creation through natural language, with real-time previews and cross-IDE support, enabling rapid prototyping and a shared component library.

Cloud browser automation server enabling LLMs to navigate pages, capture data, and automate forms with proxies, stealth, and multi-session capabilities.

Open-source AWS-focused ecosystem delivering up-to-date docs, references, and best practices into AI workflows.

Semantic memory layer atop Qdrant enabling fast, contextual retrieval, configurable embeddings, and flexible transport endpoints for LLM workflows.

A lightweight connector that lets Claude Desktop read and search local Markdown notes from an Obsidian vault.

Neo4j context tools bundle enabling natural-language Cypher queries, memory graphs, Aura cloud management, and visual data modeling with multiple transport options.

Search Grafana dashboards, query Prometheus and Loki, manage incidents, and generate precise Grafana deeplinks.

Open-source bridge enabling natural-language control of Neon Postgres with safe, branch-based migrations and flexible local or remote setup.

Secure sandboxed code interpretation for Claude Desktop with dual JavaScript and Python editions and Smithery-friendly deployment via E2B.

Delivers up-to-date library docs and ready-to-use code examples directly in prompts for faster, accurate software development.

Hosted MCP server enabling AI agents to leverage thousands of Apify Actors with dynamic tool discovery and hosted OAuth, distinguishing it from generic MCP deployments.

Lightweight local MCP server delivering Azure DevOps tasks from VS Code with domain-based tooling and a thin REST interface.

Natural language driven control for CircleCI via a standardized interface with logs, pipelines, and tests.

Lightweight MCP server using Playwright's accessibility tree to enable deterministic, vision-free browser control for LLMs.

Hosted gateway enabling AI assistants to use Apify Actors as tools with dynamic discovery, OAuth, and cross-client compatibility.

Unified search and crawl capabilities with web, news, and sitemap extraction designed for seamless client integration.

Open-source observability platform for tracing, evaluating, and iterating prompts, models, and datasets across LLM workflows.

Opik integration layer enabling multi-transport access to prompts, traces, and telemetry across IDEs and dashboards.

Kagi MCP server integrates Kagi search into Claude tools with configurable summarizers and local development via UV.

Observability and debugging for AI agents with session replays, tooling analytics, and cross-framework integrations.