AI & ML MCP Servers

Generate 18 diagram types from structured JSON natively. Built for LLMs and agents.

Operational memory for AI agents: code graph, session memory & guardrails. No context rot.

Curated multilingual dictionary that names code identifiers from domain concepts (KO/JA/ZH/VI/EN).

Agent-readiness scanner (0-5 score), robots.txt + llms.txt generators, managed agent enablement.

Local, privacy-first document catalogue for AI agents: metadata-only discovery, no cloud, no RAG.

Constitutional-AI safety guardrails for any LLM — personas, constitutions, adjudication.

Give LLMs an accurate, up-to-date picture of the world — the high-surprisal facts they miss.

Let LLM help you achieve your regression analysis with Stata

The first CLI for Afi SaaS backup - full public-API coverage plus the fleet-wide coverage

Fleet-wide Cove Data Protection backup health, billing, and storage trends from your terminal.

MCP tools for Sema — eval, compile, build, format, and docs for a Lisp with LLM primitives.

P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p

Local test execution and coverage summaries for onboarding agents.

Parallel Sort MCP - High-Performance Log File Processing for LLMs with advanced sorting and analysis

MCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.

OAuth-protected, read-only-by-default MCP server for provenance-labeled QuillCaddie project memory.

Knowledge-graph memory server for AI tools via MCP

Token-budget-aware text handling: count, truncate, and chunk for LLM prompts.

Sandboxed workspace MCP: file ops, argv-only run_command, list_files; BYO LLM prompts.

The memory of your business: an event-based CRM your assistant reads and writes, dated and signed.

Distribution memory and marketing context for coding agents, with SEO, content, media, and analytics

Source-linked Georgia permit search, county coverage, contractor signals, and authorized watches.

A persistent world-building memory your AI can read and write in any chat.

Diffbot MCP — Knowledge Graph company enrichment + web content extraction (diffbot.com)