Knowledge Graphs

Token-lean memory for AI agents: a knowledge graph searched cheaply. Drop-in for server-memory.

Local-first context engine for AI coding agents. Pre-indexes your codebase into a dependency graph and feeds any MCP agent only the code that matters, so it stops rediscovering your repo before every change. Fable-5-level results from Opus 5 on SWE-bench

Where specs become law. A self-contained MCP suite that turns any repo into a spec-driven, multi-agent-ready project: its own constitution (Foundation), local code graph (Compass), spec workflow (Lawbook), and multi-agent brain (Cortex). No external CLIs,

Proof-carrying project memory with multi-language graphs, session receipts, exact recovery, relevant cited recall, provider usage accounting, and optional client-encrypted shared knowledge.

CodeRAG is now repomap. This package is a thin alias of @sylphx/repomap (same MCP server and CLI).

Self-hosted semantic code search MCP for Claude Code & Cursor. Multi-repo, AST-aware, stays local.

Deterministic intent preflight before your agent builds: six gates, keyless, no model call.

Coordinate AI coding agents (Claude Code, Cursor) through a shared FalkorDB import graph: claims, conflict checks, memory, an MCP server and editor hooks.

LSP call graph for coding agents: a symbol's callers, callees, tests and live files in one call.

source-available professional agent that learns your business — connect any API, remember everything, run while you sleep

Persistent self-improving agent memory with tree-of-thoughts reasoning: MCTS/beam search, PRM step verification, self-consistency voting, s1 budget forcing, REPL program-aided reasoning, reflexion self-correction, failure classification, experience replay

vexp MCP server — AI context tools for coding agents

LLMGRAPH: a local code-structure engine for AI coding agents, started over MCP. This package is the launcher; the engine comes from a per-platform package.

MCP relay for InfoRapid KnowledgeBase Builder

Project-local RAG memory MCP server — knowledge graph + multilingual vector + FTS5 in a single SQLite file. Per-project isolation, 38 MCP tools, codepoint-safe chunking (Korean/CJK/emoji).

The Universal, Git-powered context & rules framework for native AI agents (Claude, OpenAI, Gemini, DeepSeek). Scaffolding CLI and repository governance.

Outlook & OneDrive MCP: personal & enterprise tools for mail, calendar, contacts, tasks, files

MCP server that executes directed graphs of MCP server calls

Microsoft Outlook MCP server — 22 tools for email, calendar, contacts, and mailbox management.

MCP server for Coral diagram parsing, conversion, and layout