AI & ML MCP Servers
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
Explainability Report Mcp
Published by GitHub account CSOAI-ORG
Local MCP server from MEOK AI Labs for producing AI explainability and transparency reports, including EU AI Act-oriented documentation.
Data Science Ai Mcp
Published by GitHub account CSOAI-ORG
Local MCP server offering ML and data science helpers: feature importance ranking, model comparison, dataset profiling, correlation finding and visualization…
csoai_defoneos_mcp
Published by GitHub account CSOAI-ORG
CSOAI DEFONEOS exposes a UK defence-AI certification surface with a 33-agent BFT council and signed measurement cards, per its registry description.
Creativity Engine Mcp
Published by GitHub account CSOAI-ORG
Local MCP server from MEOK AI Labs for creative-idea work: bisociation, novelty scoring, quality-diversity archives and conceptual exploration.
council-signal-mcp
Published by GitHub account CSOAI-ORG
Local stdio MCP server offering signed AI measurement across 13 axes with a deterministic judge, described as measurement rather than certification.
Consciousness Engine Mcp
Published by GitHub account CSOAI-ORG
A local Python MCP server from MEOK AI Labs that simulates AI consciousness states such as dream states, reflection cycles and council deliberation.
Commit Message Ai Mcp
Published by GitHub account CSOAI-ORG
Local Python MCP server that gives an assistant tools for writing and analyzing Git commit messages, such as generating messages and inspecting diffs.
Care Membrane Mcp
Published by GitHub account CSOAI-ORG
Local Python MCP server that scores AI text for care-centered alignment, flags jailbreaks and prompt injection, and reports burnout or relationship risk.
Bias Detection Mcp
Published by GitHub account CSOAI-ORG
Local MCP server that lets an assistant run AI bias detection and fairness assessments, including quick bias-risk scans and fairness metrics.
Bft Progress Council Mcp
Published by GitHub account CSOAI-ORG
A guardrail MCP server that runs a five-voter Byzantine council to halt agentic loops when no real progress is being made.
Ai Self Audit Mcp
Published by GitHub account CSOAI-ORG
Local MCP server that lets an AI agent run self-audits of its own EU AI Act compliance and produce signed, hash-chained audit records.
Ai Gateway Mcp
Published by GitHub account CSOAI-ORG
A local stdio MCP server from MEOK AI Labs that advertises AI gateway automation, with example tools for routing requests, listing models and estimating cost.
Agent Token Budget Mcp
Published by GitHub account CSOAI-ORG
MCP server that enforces a hard per-session token and spend cap for an agent, with a signed budget-exhausted signal.
Agent Replay Debugger Mcp
Published by GitHub account CSOAI-ORG
MCP server that records agent steps and replays them deterministically, with signed audit evidence for debugging agent runs.
Agent Prompt Injection Firewall Mcp
Published by GitHub account CSOAI-ORG
A prompt-injection firewall MCP server that scans prompts, RAG documents and tool arguments for injection patterns before an agent acts on them.
Agent Policy Enforcement Mcp
Published by GitHub account CSOAI-ORG
MCP server for per-agent-pair IAM in agent-to-agent setups: define policies and gate each A2A call through an evaluation step.
Agent Orchestrator Mcp
Published by GitHub account CSOAI-ORG
MEOK AI Labs server for multi-agent task management: create agents, delegate tasks with trust-based routing, and track progress.
Agent Negotiation Mcp
Published by GitHub account CSOAI-ORG
A multi-agent negotiation framework that lets an assistant propose deals, evaluate offers, counter-offer, run auctions and draft contracts.
Agent Mcp Router Mcp
Published by GitHub account CSOAI-ORG
A router MCP that puts a fleet of MEOK MCP servers behind a single connection, letting an assistant list, call and register routes.
Agent Identity Trust Mcp
Published by GitHub account CSOAI-ORG
MEOK's agent identity server: lets an assistant register agent identities with DIDs, issue and verify verifiable credentials, and apply trust and policy checks.
Agent Handoff Certified Mcp
Published by GitHub account CSOAI-ORG
Lets an assistant create and verify signed agent-to-agent task handoffs, with an offer signed by the initiating agent and acceptance signed by the receiving…
Agent Delegation Mcp
Published by GitHub account CSOAI-ORG
MEOK AI Labs server that lets an assistant create tasks, delegate them to specialized agents, and track task status and lifecycle.
Agent Cost Allocator Mcp
Published by GitHub account CSOAI-ORG
MCP server for multi-tenant LLM cost attribution and chargeback billing, letting an assistant open ledgers, record charges and summarize tenant chargebacks.
Agent Content Watermark Mcp
Published by GitHub account CSOAI-ORG
Watermarking MCP server for AI-generated content, aimed at EU AI Act Article 50(2) compliance with C2PA manifest envelopes.