AI and memory

A local typed-edge graph of people, projects, and decisions that externalises memory.

Give AI agents clean, LLM-ready web data — scrape any URL to markdown or extract structured JSON.

Self-hosted agent continuity server with bounded, recoverable memory and restart orientation.

Live LLM API pricing: token prices, comparisons, cheapest-model lookups. No key required.

MCP server for soul.md — your portable AI identity layer across every LLM.

Efficient context management: code search, evidence packs, and memory for coding agents.

Stdio-first Agent MCP workpack for local tools, audit chains, search, memory, and pipelines.

Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation

Graph-based memory system for LLMs with knowledge graphs and semantic search.

Behavioral memory layer for AI tools. Learns preferences and context across Claude, Cursor, Codex.

Cross-LLM persistent memory: store context once, recall it from any AI model.

Cross-session memory for Claude over MCP — prioritised briefs, supersession, cross-project recall.

Standards-based A2A hub. One MCP connection to thousands of agents, with shared persistent memory.

Static worst-case token-budget analysis for LLM-agent workflows + signed budget certificates.

Local-first MCP tools for searching and drafting from your X/Twitter archive.

Governance for LLM agents: 7 enforced rules + read-only reference tools. Safe in any MCP client.

Self-hosted long-term memory for AI agents over MCP — hierarchical recall backed by pgvector

Hardware probe for performance diagnostics, thermal monitoring, and LLM optimization.

AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.

Cheaper LLM inference, USDC agent payments via x402, agent identity / reputation lookup.

Stealthy, LLM-drivable browser engine — a Python library + 85-tool MCP server on stealth Chromium.

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

LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.

URL to LLM-ready markdown — plus per-page category, page_structure, and query-driven highlights.