AI & ML MCP Servers

Cultural color intelligence. Every colour anchored to a person, a year, and a consequence.

MCP commerce surface for compute credits, API keys, GPU instances, and cloud storage.

AI routing, memory, guardrails, and governance. Routes across Claude, GPT, Gemini.

Code knowledge graph over MCP: token-budgeted context for AI coding agents.

Agent-agnostic persistent memory MCP server. Local-first: memories travel with your project.

Authority-weighted memory graph for AI agents with conflict detection and semantic search.

Clean messy CSVs: an LLM picks the steps, tested code does the work. Data untouched by the model.

Local-first memory for coding agents; stores decisions, bugs, and context across sessions.

Complete Resend email MCP: full API coverage + debug layer (deliverability, DNS, bounces).

Persistent memory for any AI — zero token cost until recall

AI-powered prompt refinement with adaptive questioning and multi-provider support (6+ LLM backends)

Private persistent memory for Claude, ChatGPT & Gemini via MCP - semantic search, zero-code setup.

Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and insights.

Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions.

Linux MCP server for real-time system monitoring - CPU, memory, disk, network, processes, Docker.

Benchmark AI models on real prompts. Find cheaper, faster alternatives across 340+ models.

Pick the right LLM for any task. Ranked shortlist with rationale across 8 evaluators.

Structural memory for coding agents: callers, callees, blast radius and symbols over MCP.

Public MCP server for the LLM Search Engine

LLM-optimized Figma MCP server.

Local-first shared memory and task coordination for AI coding agents. Go daemon plus headless CLI.

AI visibility across 8 LLM platforms. 30 tools, most need no API key. EU-hosted, free.

AI visibility analytics for brand mentions, citations, sentiment, and GEO reports

QR & barcode toolkit: generate, decode, vector SVG, logo QR, WiFi and vCard QR codes.