Vector Search

MCP server for semantic code search using AST-aware chunking and vector embeddings

MCP server that indexes markdown docs and exposes hybrid semantic search for LLM context retrieval.

MCP server for inspecting, querying, and extracting features from PMTiles archives

OCD (Omni Coder Dashboard) — An AI memory engine with real semantic embeddings, 21 MCP tools, cross-tool routing, trace auditing, and proactive IDE interception. 100% local, zero API keys required.

Model-agnostic MCP server that turns videos into an interactive, queryable knowledge structure — transcript, keyframes, OCR, and search that any MCP client can scrub lazily

Persistent, searchable memory for Cursor AI — You control what your AI remembers.

MCP server that gives Claude Code, Cursor, and any MCP client real codebase context without burning tokens — incremental sync, hybrid dense+sparse+symbol-graph retrieval, token-budgeted context packs.

MCP server that verifies whether agent citations resolve against PageIndex

Local-first external brain CLI for coding agents — SQLite-backed context, graph-aware recall, and governed memory for Claude Code, Codex, and MCP clients.

A cognitive layer for Cursor's AI agent: lossless token savings via a content-addressed evidence store, plus verifiable semantic memory, project world model and skill runbooks. Fully local, zero telemetry. | 给 Cursor agent 的认知层：内容寻址证据库无损省 token；可验证语义记忆、项目

MCP server that exposes documentation search tools for AI assistants

Your team's lore, with receipts — point Corelore at any folder of markdown and agents get accurate, cited, freshness-aware answers over MCP. Local-first, zero config.

MCP server for ThinkHive Explainer API v3 - Run-centric architecture with facts vs inferences, deterministic linking, calibrated predictions, and AI agent observability

CHROMA — Design Tokens Agent by VibeCodes. Paletas, tokens e contraste WCAG.

MCP server for Lithium. Give AI agents tools to navigate, store, and retrieve structured data.

Semantic code search MCP server: Tree-sitter AST chunking + voyage-code-3 embeddings + hybrid retrieval (sqlite-vec + FTS5 + RRF) + Voyage rerank-2.5 + call graph expansion. Thin npx wrapper that launches the Python package via uvx.

Local code search and architectural memory MCP server for AI coding agents. Hybrid retrieval (vector + FTS + reranker) with Tree-sitter AST chunking. Runs entirely on your machine.

Continuous learning for Kiro agent sessions on AWS. Passive tool-use capture, LLM extraction, and synchronous context injection — inspired by claude-mem, aligned with Bedrock AgentCore Memory.

MoltFlow — complete WhatsApp automation platform: bulk messaging, scheduled messages, scheduled reports, custom groups, lead detection & CRM, AI replies with style cloning, knowledge base (RAG), voice transcription, group monitoring, labels, anti-spam, co

Complete development container that sets up Claude Code with modular devcontainer features, modern dev tools, and persistent configurations. Drop it into any project and get a production-ready AI development environment in minutes.