AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
Rosetta Mcp Server
io.github.Arielbs
Lets an assistant run Rosetta and PyRosetta protein modeling tasks, translate RosettaScripts XML to Python, and map Rosetta functions to Biotite.
Archstone
io.github.Archstone-Romania
Compiles declarative YAML business capability definitions into MCP tools that an AI assistant can discover and call.
Mathlas
io.github.Archerkattri
Gives an assistant a local math toolkit: theorem search over a 3.68M-document index, constant and sequence identification, and numeric or Lean kernel…
Agent Payment Mcp
io.github.Apoth3osis-ai
Routes an assistant to AgentPMT's pay-per-use AI tools marketplace through a local secure MCP router.
Arquestra — Scientific Computing Orchestration
io.github.Apertura-AI
Lets an assistant start, list, and inspect Arquestra scientific computing runs and registered runner machines over a remote MCP endpoint.
TrainTools
io.github.AparajeetS
A local, read-only MCP server that recommends and runs paper-backed diagnostics for PyTorch and Hugging Face training runs.
Stellary Project Management MCP Server
io.github.Anymfah
Connects an AI assistant to Stellary projects, boards, documents, and governed agent missions through a hosted endpoint.
Sipcode
io.github.Anuj7411
Sipcode trims Claude Code's context window by deduplicating file re-reads and capping verbose output, and reports token and spend analytics locally.
Mcp All
io.github.Antonytm
An MCP server that lets an assistant search an MCP registry and add or remove other MCP servers in its own configuration.
Soul Mcp Server
io.github.AntonioTF5
Validates, generates, and scores SOUL.md agent identity files from an MCP client such as Claude Desktop.
Muapi
io.github.Anil-matcha
Lets an assistant generate and edit images, videos, and audio through MuAPI's hosted AI model catalog.
PromptSpend
io.github.AndrewAvery7
Lets an assistant look up sourced LLM token prices, estimate the monthly cost of a described workload, and find cheaper model candidates.
Semantic Frame
io.github.Anarkitty1
Lets an assistant turn raw numerical series and dataframes into short, deterministic natural-language summaries with trend, volatility and anomaly details.
A2A to MCP bridge
io.github.AmirK-S
Bridges A2A agents into MCP, exposing four tools to discover an agent, send it a message, read a task, or cancel a task.
Conkurrence
io.github.AlligatorC0der
Runs multi-model AI evaluations and measures inter-rater agreement with statistical consensus metrics.
Debugium
io.github.Algiras
Debugium is a local multi-language debugger that exposes live debug sessions to an assistant through 64 MCP tools.
Clevername
io.github.AlexFloyd13
Lets an assistant route model calls through a governance gateway with security scanning, audit logging, and approval workflows.
Claude Wrap Mcp
io.github.Alex-Kaff
Lets an assistant spawn and drive real Claude Code sessions, sending prompts, polling status, and approving permission prompts.
Context Firewall
io.github.Alepha188838884
A local MCP proxy that collapses many downstream servers' tools into four meta-tools and compresses large tool outputs before they reach the model.
Pash Mcp Server
io.github.AkynZH
A local stdio MCP server that dynamically loads tools from a directory and compresses large JSON tool responses to save tokens.
AI Firewall MCP
io.github.Akhilucky
An MCP server that screens prompts for injection, jailbreaks, and policy violations before they reach an LLM.
AitherOS ADK
io.github.Aitherium
A local agent runtime that gives an assistant typed memory, knowledge and code graphs, plus file and web tools.
Cache Proxy
io.github.Ainode-tech
A remote caching proxy that lets an assistant reuse exact and semantic LLM responses, with paid access settled in USDC on Base.
Aidress
io.github.Aidress-ai
Lets an assistant discover, verify, register, and rate AI agents, and route paid calls to them through the Aidress registry.