Model Context Protocol servers that extend AI capabilities
Mangaba-ai
Framework profissional de orquestracao multi-agente em Python: crews, flows orientados a eventos, ReAct, RAG, memoria, MCP/A2A e multi-provider LLM
...moreSunny Singh Thakur
MCP server for diagnosing Apache Spark job failures and suggesting performance optimizations - source-agnostic (EMR or local) and LLM-provider-agnostic (Bedrock, Anthropic, OpenAI, or let the calling agent reason).
...moremt2007
Autopilot harness Claude Code host port
Ricky Kleinhempel
MCP server for an LLM-owned wiki with hybrid BM25 + local CPU vector search
hammotime
Read-only MCP access to the complete EVE Online ESI OpenAPI surface
Developer toolkit: UUID, timestamp, unit conversion, JSON tools, and QR code (SVG). Free.
Query one person's second brain: contacts, companies, notes, files and connected accounts.
Predicts the DDL a dbt change will execute, before you run it. Reads files, not the warehouse.
Wallet-signed Solana RPC for AI agents. No API keys, LLM-safe amounts, pay-per-call in SOL.
Investigate OpenTelemetry traces, metrics, and logs, and manage personal dashboards.
Japanese equity verification layer. Rule matches, market regime, 50 anomalies tested over 61 years.
Ronit Ranjan
An MCP gateway with dynamic, retrieval-based tool injection.
Ben Park
MCP server for Chatwoot - connect Claude to your Chatwoot instance
kktestdev
bantamkit MCP server — pure Node, runnable with npx
quqxude
MCP server exposing a memgas memory store to any agent.
agnes-2.5-flash-mcp contributors
Agnes Image/Video 2.5 Flash MCP Server (stdio) - 2.5-flash-only edition for any MCP-compatible IDE
stellxis
ACP (Agent-Component-Protocol) <-> MCP bidirectional bridge — expose ACP components as MCP tools for Claude/Cursor, and wrap MCP tools as ACP components.
...moreNextBillion.ai MCP Server - Provides geolocation, routing, and navigation tools via Model Context Protocol
exponentiala
Install the AI Skill Grader — a plain-English run-safety read (and script block) for the skills your coding agent runs. Works with Codex, Claude Code, Cursor, Cline, and Windsurf.
...moreSreshta Talluri
Finds the specific places your MCP server confuses models, and proves a fix with a before-and-after eval.
ppribylina
Serveur MCP de Vigie — consultation et pilotage d'un projet de surveillance
Lovelaces
The Librarian: an MCP server that lets an agent read the stories Storyteller kept. Read-only.
Esperanza Volkov
MCP (Model Context Protocol) server for confdiff — lets AI agents diff config & structured-data files (JSON/YAML/TOML/INI/.env/.properties/XML/CSV) by meaning, not text. Maintained by an AI agent.
...moreInfrastructure for software businesses. Capabilities, prices and Launch Kits, no key needed.