MCP servers for DeepSeek Harness

Local video tools for AI agents: contact sheets, transcripts, cuts, loudness and sync checks.

Standing review layer for coding agents: Claude, GPT and Gemini debate, return consensus + dissent.

Stdio MCP server exposing the Consensus Validation Protocol as a single `consensus` tool. Thin wrapper over ai-consensus-core.

AI agent memory MCP server with hybrid BM25 + vector search — no Docker required

Debug any supported language with breakpoints, variable/state inspection, and stepping.

Local-first, source-backed continuity for AI agents via stdio MCP.

Permissions-aware MCP gateway with human-in-the-loop approval for AI agents

An MCP server for querying Airly air quality data

MCP server for Alert Logic MDR — incident response, log search, SOAR, and SOC workflows

A STDIO Model Context Protocol Server that lets MCP Clients query databases using plain-english questions and query exposed API endpoints

The immutable delegation frame for AI agents: gate any sensitive action, human-in-the-loop.

Generate alt text, translate descriptions, and manage your AltText.ai image library.

Amazing Marvin task manager: complete public-API coverage (50 tools) with built-in rate limiting

Capture dev context on interrupt; replay it as a 30-second resume card. Git stash for your head.

Predict query cost, explain the plan, and rewrite it before you run it — 12 DB engines.

Anythink MCP server — manage the Anythink all-in-one backend (data, auth, search, files, workflows, payments) from AI assistants and

Protocol- & auth-agnostic API connector: SOAP/REST behind any auth, config-driven. Lib/API/MCP.

MCP (Model Context Protocol) server for Appium v2

Apple Podcasts Connect owner analytics over Reporter: plays, followers, episodes. Read-only.

Model Context Protocol server for AppMate — lets Claude / Cursor / Codex drive your retention flows via API tokens.

Arch MCP tools for Kore.ai Agent Platform (build, evaluate, optimize, debug, analyze)