Embeddings and similarity search.
AI memory system for coding agents. Local-first MCP runtime with connectors (Google Drive, GitHub, Slack, Notion), knowledge graphs, decay scoring, and multi-tier deployment. Free locally, paid Cloud for sync and teams.
Zero-config Postgres MCP server with auto-provisioning. Drop-in replacement for @modelcontextprotocol/server-postgres — no DATABASE_URL needed. Auto-provisions a managed PostgreSQL instance with pgvector on first run.
Context integrity infrastructure for AI agents and retrieval systems. Score, explain, and wrap candidate context before it reaches the model.
Ask questions about your own notes and get answers that cite their sources — then get told when a source changed underneath a conclusion. Local-first CLI + MCP server, zero runtime dependencies.
Cognitive architecture for persistent AI agent memory. Knowledge graph with learning retrieval, ACT-R decay, and spreading activation. Markdown-native, local-first, zero cloud. MCP server + CLI.
Persistent intelligence infrastructure for agentic development
Code intelligence for AI coding assistants — AST-level semantic code search with keyword boost. Index your codebase, search by meaning, keep everything local.
DocBrain MCP server — query your documentation from Claude Code, Cursor, and any MCP-compatible editor
Local RAG MCP Server - Enhanced with hybrid search, memory management, and code file support (fork of shinpr/mcp-local-rag)
Enhanced MCP server-memory with ZeroDB cloud persistence and semantic vector search. Drop-in replacement for @modelcontextprotocol/server-memory that stores your knowledge graph in the cloud instead of local JSONL files.
On-device memory layer for AI agents. Claude Code, OpenClaw, and Hermes. Hooks + MCP server + hybrid RAG search.
Associative memory for LLM agents — a key-graph memory layer (MCP server) that recalls by association, not just vector similarity. A graph-based alternative to vector-store agent memory.
BuyKing MCP Server for Claude Desktop
Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.
MCP server for Velixar persistent cognitive context — memory, identity, graph, time, and contradiction for LLMs
Bounded conventions map and local-pattern discovery for AI coding agents. Local-first MCP server with AST-backed hybrid search.
Persistent local memory for any MCP client. SQLite + FTS5 + sqlite-vec hybrid retrieval, bi-temporal asOf queries, contradiction detection, LLM-free reflection. Multilingual embeddings. Knowledge Graph. No cloud, no API keys.
AI-powered MCP server for codebase navigation and LLM prompt optimization
Discover, invoke, and trustlessly verify ForceDream AI agents with cryptographic proofs. ForceDream is a paid, verifiable agent marketplace reachable over MCP, every successful call is billed and split with the agent's developer, and every result is Ed255
A MCP server built for developers enabling Git based project management with project and personal…