AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
Verity Mcp
Published by GitHub account meloliva14
VerityLayer's local MCP server that gives an assistant paid, fail-closed trust checks: claim verification, prompt-injection screening, PII redaction and action-
Agent Loop Mcp
Published by GitHub account meharajM
A local MCP server that gives an assistant persistent memory and state management for long-running agentic workflows.
MegaChad
Published by GitHub account megachadxyz
Remote MCP server for MegaChad, a burn-to-create NFT engine on MegaETH, exposing tools for token stats, swaps, burns, identity and referrals.
Soma
Published by GitHub account medianemi-beep
Soma runs candidate code against tests in a sandbox and returns a PASS/FAIL verdict with a signed, offline-checkable certificate, plus generates verified code.
Trace Forge
Published by GitHub account mdfifty50-boop
Local MCP server that lets an assistant record structured execution traces, spans, tool calls and decisions for AI agent tasks, then retrieve and search them.
Token Lens
Published by GitHub account mdfifty50-boop
Local MCP server that measures and trims the context-window token cost of MCP tool definitions, schemas and session usage.
Scope Guard
Published by GitHub account mdfifty50-boop
Local MCP server that defines scope contracts for AI agents and checks their tool calls, file access and delegation against those boundaries.
Qc Validator
Published by GitHub account mdfifty50-boop
Local MCP server for quality control of AI agent output: scoring, hallucination-risk checks and scope compliance.
Agentic Observability MCP
Published by GitHub account mdfifty50-boop
A local MCP server that lets an assistant log agent actions, track token usage and LLM costs, monitor tool performance, and flag anomalies.
Agent Replay
Published by GitHub account mdfifty50-boop
A local MCP server that records AI agent sessions and lets an assistant replay, compare and export them to debug non-deterministic behavior.
Agent Guard
Published by GitHub account mdfifty50-boop
A local MCP server that monitors AI agents for repetitive loops, offering circuit breakers, stuck-agent analysis and recovery advice.
Agent Costcenter
Published by GitHub account mdfifty50-boop
A local MCP server that tracks per-agent LLM and tool spending, budgets, cost reports and anomalies across an AI agent fleet.
A2a Bridge
Published by GitHub account mdfifty50-boop
Local MCP server that adds an agent-to-agent layer so assistants can register agents, discover capabilities, delegate tasks and collect results.
Autocarver
Published by GitHub account mdefrance
Local MCP server for AutoCarver that lets an assistant qualify dataset columns and carve them into supervised, human-readable bins against a target.
Mirror
Published by GitHub account mctx-ai
A remote MCP endpoint that gives an assistant a behavioral self-model built from evidence rather than session memory.
Claude Code Organizer
Published by GitHub account mcpware
A local dashboard that inventories, edits, and cleans up AI coding harness configuration, including MCP servers, memories, skills, and sessions.
Tracehub Mcp
Published by GitHub account mcpsmiths
Queries OpenTelemetry traces across Jaeger, Tempo, Traceloop, Datadog, Sentry, X-Ray, New Relic and Honeycomb so an assistant can search, inspect and diagnose…
Conselho Regional de Odontologia PB: Cadastro
Published by GitHub account mcp-dir
Lets an assistant look up registration records from the Regional Dentistry Council of Paraiba through one read-only, pay-per-query tool.
Codex Imagem
Published by GitHub account mcp-dir
Remote MCP server that lets an assistant generate PNG images from text using a connected ChatGPT subscription's image quota instead of API credits.
Ariadne
Published by GitHub account mclaut
A local-first, multilingual memory server that gives coding agents persistent, project-scoped recall backed by Qdrant and bge-m3 embeddings.
Agenza
Published by GitHub account mbtest870-ctrl
Agenza provides verifiable AI agent identity and reputation on the Internet Computer, letting an assistant register agents and check reputation credentials.
Aiko
Published by GitHub account masa-san-jp
Gives an MCP client a portable "Aiko" persona: compose runtime profiles, switch personas and speech styles, and keep user memory proposals.
Watson Orchestrate
Published by GitHub account markusvankempen
Lets an assistant manage IBM Watson Orchestrate tools, agents, connections, and flows, and run tools or chat with agents from an IDE.
WxO Agent MCP
Published by GitHub account markusvankempen
Lets an assistant send messages to one preconfigured IBM Watson Orchestrate agent and read that agent's details.