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

SIMA MCP Server
Published by GitHub account Mustafashehab
Read-only MCP server for discovering SIMA, an AI agent protection product for Solana, with no API keys required.

Mhlabs Mcp Tools
Published by GitHub account MusaddiqueHussainLabs
A local Python MCP server exposing text preprocessing, NLP components and document analysis tools for cleaning and analyzing text.

Aurora Agent
Published by GitHub account MurariAmbati
Aurora Agent is a local MCP server and CLI that compiles typed decision queries into a minimal evidence region, with a certificate stating what was omitted.

Munchausen Crypto Analytics
Published by GitHub account MunchausenGrup
A remote MCP endpoint offering free BTC, ETH and SOL prices plus paid AI crypto analysis and reports settled in USDC.

Streamparse
Published by GitHub account MukundaKatta
A local MCP server that lets an assistant parse partial, truncated or messy JSON, extract JSON from prose, and validate JSON strictly.

Ragmetric Mcp
Published by GitHub account MukundaKatta
Local MCP server that lets an assistant compute RAG retrieval metrics such as Recall@k, Hit@k, MRR and NDCG@k, including batch evaluation.

Ragdrift Mcp
Published by GitHub account MukundaKatta
Local MCP server that helps an assistant interpret RAG drift scores, pick thresholds and explain drift dimensions.

Promptbudget Mcp
Published by GitHub account MukundaKatta
Local MCP server that counts, truncates and chunks text to fit an LLM token budget before it goes into a prompt.

Citecite Mcp
Published by GitHub account MukundaKatta
Lets an assistant add, read, or remove [N] citation markers in RAG-generated text.

Agentvet
Published by GitHub account MukundaKatta
Lets an assistant validate LLM-generated tool-call arguments against a shape spec and produce retry hints before execution.

Agentsnap
Published by GitHub account MukundaKatta
Lets an assistant normalize, diff, and validate AI agent tool-call traces to catch silent regressions between runs.

Agentfit
Published by GitHub account MukundaKatta
Local MCP server that lets an assistant estimate token counts and trim chat histories to fit a model's context budget.

Agentcast
Published by GitHub account MukundaKatta
Local MCP server that helps an assistant pull JSON out of messy LLM text, check it against a shape spec, and build retry feedback.

Engram Cc
Published by GitHub account Morous-Dev
Local memory layer for AI coding assistants that captures session events and serves handoff, search and knowledge-graph context over MCP.

Modelglass
Published by GitHub account Modelglass
A remote MCP server exposing sourced AI-model pricing and capability data so an assistant can compare models and find the cheapest capable option.
Toolpiper
Published by GitHub account ModelPiper
ToolPiper is a native macOS app whose local MCP server exposes 450+ on-device tools for local AI, speech, vision, browser automation and system control.

temporal-mcp
Published by GitHub account MirrorEthic
Gives an AI assistant a sense of wall-clock time between turns: elapsed gaps, day rollover and fresh-thread detection per conversation.

MirrorEdge AI: Waves
Published by GitHub account MirrorEdgeAI
Drives the MirrorEdge AI: Waves desktop audio-repair editor, letting an assistant inspect spectrograms, measure audio, apply repairs and export results.

Agent402.Tools: pay-per-call web tools
Published by GitHub account MikeyPetrillo
Agent402 exposes a catalog of 500+ pay-per-call tools — web search, cited answers, browser rendering, market data and more — plus a planner that chains them.

Agent Security Scanner
Published by GitHub account Mikehzp
Scans AI agents for tool-calling vulnerabilities such as prompt leaks, hijacking, and injections.

MidOS - MCP Community Library
Published by GitHub account MidOSresearch
MidOS exposes a curated knowledge library — skill packs, validated patterns and semantic search — to AI assistants as MCP tools.

MidOS - MCP Community Library
Published by GitHub account MidOSresearch
MidOS exposes a local MidOS knowledge base, skills and research library to an AI assistant through MCP tools for search and retrieval.

Crowe Logic
Published by GitHub account MichaelCrowe11
Crowe Logic is a remote MCP endpoint that lets an assistant query CroweLM model tiers and frontier engines by name, with usage metered against a Crowe Logic or

Ollama Handoff
Published by GitHub account Michael-WhiteCapData
Offloads cheap work from an AI agent to a local Ollama model, keeping that work off paid cloud models.