The real catalog of tools for AI agents

Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.

Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. Encrypted, 62µs.

Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki with per-fragment ACL.

Context intelligence for AI coding agents: navigation, impact, memory, guarded edits.

MCP runtime copilot for health checks, regressions, explainability, and operational memory.

The structured memory layer your AI is missing. Requires the free Wuniq desktop app.

Offline agentic memory: remember/recall/relate/forget/why over a fused vector+graph+columnar engine

Live context engine for AI agents. 27+ MCP tools: health, memory, skills, file trees on demand.

Persistent memory + vibe-loop engine for AI agents. Single Go binary, SQLite-backed, stdio MCP.

Context Engineering Engine. Provides cognitive tools, memory structures, and agent patterns.

Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

Explainable graph-retrieval memory engine with an RL-trained management policy.

Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Needs Postgres.

Local-first memory engine for AI-agent teams: team/project ACL, recall, and federated sync.

Context engineering for AI coding agents: product context, project missions, and 360 memory.

Long-term, drift-free cognitive memory engine for AI Agents and Cursor IDE.

Six pure, in-memory CSS color tools: parse, convert, WCAG/APCA contrast, gamut map, ramps, solver

Biologically-inspired persistent memory engine for Claude Code MCP agents

Agent memory engine — 99 MCP tools, self-hosted, single Rust binary