MCP Servers
65,380 MCP servers for AI apps. Filter by category, badge and popularity.
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Two OSS products on one rrweb substrate: tracelane (self-contained HTML test-failure replays for WDIO/Playwright/Cypress) + peek (local-first browser-session forensics and repro for AI coding agents, over MCP). No SaaS, no telemetry, local-first.
An MCP (Model Context Protocol) server providing hybrid semantic search over code across a set of GitHub repositories that you list in config.yaml. It parses symbols with Tree-sitter and indexes both code and git commit history, so AI clients can query them by natural language or other methods.
Smriti is a Model Context Protocol server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph database), it uses EcphoryRAG-inspired multi-stage retrieval - combining cue extraction, graph traversal, vector similarity
17 free freight tools for AI agents — LDM/CBM/chargeable weight calculators, consignment calculator, pallet fitting, container capacity, ULD reference, vehicle types, ADR dangerous goods (2,939 entries), ADR exemption & LQ/EQ, HS codes (6,940), UK duty/VAT (live GOV.UK), INCOTERM
An MCP server that turns the entire Spartan Angular UI ecosystem into a queryable tool surface for AI-powered IDEs. It exposes 14 tools covering component discovery with fuzzy search across 56+ components and 17 page-level blocks, detailed Brain (headless) and Helm (styled) API information
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.
