MCP Catalog
Browse 584 Model Context Protocol servers · Development & Coding · PythonClear
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Fast indexed code search for AI agents, powered by Sourcegraph Zoekt.
Live ArduPilot control over MAVLink: state, params, modes, prearm diagnosis, gated arm. SITL-first.
Run end-to-end ML experiments from natural language (XGBoost, LightGBM, Optuna).
Run long shell commands as background tasks: start them, keep working, collect the results later
Create interactive web apps, games, and 3D scenes using Rosh — a plain-English language
Minimal stdio MCP server for parallel task execution by AI agents.
Agentic pipeline orchestration MCP server for AI-driven development workflows.
Scan any codebase, generate CONVENTIONS.md, expose conventions as MCP tools for AI agents.
MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients
Verifiable text/code/measurement tools for agents, each reproducing a named authority.
Live browser debugging for AI assistants — DOM, console, network via MCP.
Git and GitHub operations — repo status, diffs, branches, PRs, issues, and Actions.
Make AI tasks repeatable. Run with new data automatically — zero AI tokens per run.
Local-first, read-only MCP server for evidence-backed repository memory.
MCP server for Aruba Central: expose AP, switch, and client status to AI assistants
Through-the-upgrade dependency-migration briefs for LLM coding agents.
Visual accessibility inspector. WCAG contrast, touch targets, heading audits, screenshots.
Security scanner for MCP servers. SSRF, path traversal, injection, auth, secrets. Grade A-F.
AI services via Bitcoin Lightning — PDF summarisation, code review, translation and more.
Vet LLM-emitted shell commands BEFORE execution. 26 destructive-pattern rules / 8 families.
MCP server for Thomson MO5 C development, 6809, CMOC, SDK, toolchain.
Atom-grounded negotiation reasoning. Typed topology slot, inline citations, public dialect.
Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 19 tools
A small, generic MCP server for combining GitHub/GitLab/Gitea releases into product release notes