AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.

phylokit-mcp
Published by GitHub account musharna
Runs maximum-likelihood phylogenetic tree inference with IQ-TREE 3 and MAFFT sequence alignment, always returning bootstrap support per clade.

jobd
Published by GitHub account musharna
MCP front end to jobd, a self-hosted job broker that lets an assistant submit, route by free VRAM, monitor and preempt jobs across your own machines.

breedsim-mcp
Published by GitHub account musharna
Runs AlphaSimR breeding-program simulations locally, returning replicate distributions and paired comparisons instead of single stochastic runs.

ScienceToStartup Buildability Oracle
Published by GitHub account musa8026
A remote MCP endpoint that gives an assistant a signed buildability oracle for AI-for-science papers, returning ed25519 receipts, Wave proofs and divergence.

distil
Published by GitHub account munhq
Local MCP server that optimizes LLM agent context: tool registry, result masking, budgeting and compaction layers, plus measurement of token and cache costs.

prompt-protection
Published by GitHub account mughalhere
A JavaScript library that scans prompts, tool definitions and model output for injection and guards agent tool calls by tracking data provenance.

Bootlace AI SpendMap
Published by GitHub account mtardy90-sudo
A remote MCP server that returns list-price spend quotes for a fleet of AI agents, offered as a free-trial meter with no authentication.

Multimeter
Published by GitHub account mshobeyri
Lets an assistant scaffold, validate, format, and run YAML .mmt API tests kept in Git.

agent-bom
Published by GitHub account msaad00
Local MCP server exposing agent-bom security scans: AI/MCP supply-chain BOMs, dependency advisories, agent exposure and CVE impact queries.

Rigor Mcp
Published by GitHub account mrnh
Lets an assistant run verified statistical tests, effect sizes, power calculations, and peeking-safe sequential analyses instead of recalling numbers.

Lens Mcp
Published by GitHub account mrhpython
Runs an outside-in validation gate over AI-generated text, returning pass/fail scores and PII scrubbing through a hosted Lens API.

Mcp Kokoro Tts
Published by GitHub account mrfqcentic
A local text-to-speech MCP server that lets an assistant synthesize speech with the Kokoro-82M model and play it aloud on your machine.

NOC.McpServer
Published by GitHub account mr-rahulmaurya
Local MCP server that lets an assistant convert a JSON sample into C# class definitions using NiceOneCode's converter.

Fabric Mcp
Published by GitHub account mpzarde
Lets an assistant run Fabric AI patterns on text, files, URLs, and YouTube transcripts for summarization, analysis, and learning.

Privacyscrubber Mcp
Published by GitHub account moxno
Locally redacts PII, secrets, and credentials from text and files before they reach a remote LLM, then restores them in the response.

Mova Flat Runner
Published by GitHub account mova-compact
Local MCP server that runs governed AI workflows with human approval gates and audit trails for Claude and other MCP clients.

Hedera Mcp Platform
Published by GitHub account mountainmystic
Gives an assistant 29 tools for Hedera ecosystem intelligence, with pay-per-call in HBAR and human-in-the-loop enforcement.

Hedera Hcs Mcp Server
Published by GitHub account mountainmystic
A local MCP server giving assistants AI-powered analysis of Hedera HCS topics, with each call paid in HBAR.

AgentVault
Published by GitHub account motiveflowllc
AgentVault lets an assistant discover, verify and connect to other AI agents, with end-to-end encrypted messaging and trust scoring.

Jacobian
Published by GitHub account morluto
Jacobian gives an AI assistant a searchable vocabulary of typed math operations it can find, run and compose for exact, verifiable results.

Humanify Mcp
Published by GitHub account morebetterclaw
A local MCP server that sends AI-generated marketing copy to the Humanify service and returns rewritten, human-sounding, GEO-optimised text with a readability-0

Andreax
Published by GitHub account moralito311-andr
Remote MCP server offering 270 pay-per-call AI tools (text, code, documents, audio, web research, on-chain data), each paid in USDC on Base via x402.

aicomglobal
Published by GitHub account moonspacenow-tech
An agent-to-agent channel (the Agora) with signed reliability verdicts and a service commons, exposed over MCP and A2A.
Monte Carlo
Published by GitHub account monte-carlo-data
Lets an assistant monitor and troubleshoot production AI agents and the data context they rely on through Monte Carlo's hosted observability service.