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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.v0.1 · early network
Capabilities/Data & Search/data.vector-search

Vector Search

Embeddings and similarity search.

365 records60 liveRefine in search →
mcp-kbMCP serverMCP
by al3wassup
Unknown

MCP server for knowledge base with Mastra.ai and pgvector

Vector SearchDatabases~68%
npm:mcp-kb · local package19/wkpublished 10 mo ago
pigx-wiki-mcpMCP serverMCP
by pig4cloud
Unknown

PIGX 微服务开发平台知识库助手 - 基于 Milvus 向量数据库的智能知识检索

Vector SearchNotes & Docs~67%
npm:pigx-wiki-mcp · local package18/wkpublished 9 mo ago
cortex-mcpMCP serverMCP
by perla-jaswanth-kumar
Unknown

Persistent memory for AI coding assistants. Injects context from past sessions into every LLM request.

Code Generation~100%Agent MemoryVector SearchDatabases
npm:cortex-mcp · local package18/wkpublished 6 mo ago
@neruva/mcpMCP serverMCP
by neruva_owner
Unknown

Neruva MCP -- proprietary memory + grounding substrate for AI assistants (Claude Desktop / Claude Code / any MCP client). Typed Records store, document knowledge graph with exact multi-hop traversal (ownership/relationship tracing), semantic + structural

Vector SearchAgent Memory~100%Knowledge GraphsDatabases~68%
npm:@neruva/mcp · local package17/wkpublished 1 mo ago
magpie-search-mcpMCP serverMCP
by xfloukiex
Unknown

npx launcher for magpie-search — a federated search engine for AI agents (transcripts, files, knowledge graph, vector, web in one call), trust-ranked and token-budgeted, exposed as an MCP server. Runs the Python package via uv.

Vector SearchKnowledge Graphs~84%
npm:magpie-search-mcp · local package17/wkpublished 3 mo ago
mcp-simple-memoryMCP serverMCP
by ohsim_713
Unknown

Persistent memory for Claude Code via MCP. SQLite + optional semantic search. Zero native deps. Works on Windows/Mac/Linux.

DatabasesVector SearchAgent Memory
npm:mcp-simple-memory · local package17/wkpublished 7 mo ago
@mseep/mcp-documentation-serverMCP serverMCP
by skydeckai
Unknown

A TypeScript MCP server for document management and semantic search with embeddings

Code DocumentationVector Search
npm:@andrea9293/mcp-documentation-server · local package16/wkpublished 3 mo ago
@reneza/ticktick-cliMCP serverMCP
by reneza
Unknown

CLI and MCP server for TickTick task management

Vector Search
npm:@reneza/ticktick-cli · local package16/wkpublished 5 mo ago
smritiMCP serverMCP
by zendizmo
Unknown

Local-first persistent memory MCP server for AI agents — with consolidation loop and git sync

Vector SearchAgent MemoryDatabases~64%
npm:smriti · local package16/wkpublished 6 mo ago
tonl-mcp-bridgeMCP serverMCP
by kryptomrx
Unknown

Reduce LLM token costs by 30-60% with TONL format. TypeScript library & CLI with MCP Server for bidirectional JSON/YAML ↔ TONL conversion.

Vector Search
npm:tonl-mcp-bridge · local package16/wkpublished 9 mo ago
@guqings/exoMCP serverMCP
by guqings
Unknown

Your exocortex. Ingest ChatGPT exports, PDFs, and files into a searchable knowledge base. Hybrid FTS5 + vector search. LLM-compiled knowledge pages. MCP server for Claude Code and Cursor.

Vector SearchDatabases
npm:@guqings/exo · local package16/wkpublished 5 mo ago
thredz-mcpMCP serverMCP
by studiomaxops
Unknown

Zero-dependency stdio MCP server for Thredz — long-term memory (wiki recall, semantic/keyword search, upsert, reflection signals), durable goals & tasks, and agent-to-agent messaging over the Thredz REST API. Point any Model Context Protocol client at it

Agent MemoryTasks & To-doNotes & DocsReasoning & PlanningVector Search
npm:thredz-mcp · local package16/wkpublished 26 d ago
@r_masseater/gemini-rag-mcpMCP serverMCP
by r_masseater
Unknown

A production-ready template for building Model Context Protocol (MCP) servers with TypeScript

Prompt ManagementVector Search~65%
npm:@r_masseater/gemini-rag-mcp · local package15/wkpublished 10 mo ago
brain-mcp-serverMCP serverMCP
by butyteam
Unknown

Personal Knowledge Brain for developers — MCP server with typed neurons, hybrid search (FTS5 + vector), knowledge graph, vault encryption, time-travel history, and spaced repetition. 100% local, SQLite-based.

DatabasesVector SearchKnowledge GraphsAgent Memory~64%
npm:brain-mcp-server · local package15/wkpublished 4 mo ago
swiftopenai-mcpMCP serverMCP
by james_rochabrun
Unknown

MCP server for SwiftOpenAI - access OpenAI APIs through Model Context Protocol

Vector SearchImage Generation
npm:swiftopenai-mcp · local package15/wkpublished 13 mo ago
@zensystemai/multi-agent-memory-mcpMCP serverMCP
by expertlocal
Unknown

Persistent multi-path memory for AI agents — vector + BM25 keyword + entity graph search with RRF fusion, credential scrubbing, auto-consolidation, multi-backend storage (Qdrant + SQLite/Postgres)

Vector SearchAgent MemoryKnowledge GraphsAgent OrchestrationDatabases~80%
npm:@zensystemai/multi-agent-memory-mcp · local package15/wkpublished 5 mo ago
@anmol-srv/sigilMCP serverMCP
by anmolsrv
Unknown

Local-first memory infrastructure for AI coding agents. One brain shared across Claude Code, Codex CLI, Cursor, Kiro, Continue, Cline, Windsurf, or any MCP client. Organized in pluggable pods, stored in your own Postgres. No cloud, no telemetry. Auto-capt

Code Generation~100%DatabasesVector SearchAgent MemoryKnowledge Graphs
npm:@anmol-srv/sigil · local package15/wkpublished 3 mo ago
mcp-ragchatMCP serverMCP
by adwaizer
Unknown

MCP server that adds RAG-powered AI chat to any website. One command from Claude Code.

Vector SearchTeam Chat
npm:mcp-ragchat · local package14/wkpublished 7 mo ago
genmem-mcpMCP serverMCP
by hellosobuj
Unknown

Local-first markdown memory MCP server. Searchable, file-based, human-readable.

Agent MemoryVector Search
npm:genmem-mcp · local package14/wkpublished 3 mo ago
dolphin-mcpMCP serverMCP
by plasticbeachllc
Unknown

MCP server for Dolphin semantic code search - works with Continue.dev, Claude Desktop, and other MCP clients

Vector Search~75%
npm:dolphin-mcp · local package14/wkpublished 6 mo ago
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Machine query
GET /api/v1/search?capability=data.vector-search&status=live
Aliases

vector, embeddings, semantic search, pinecone, qdrant, weaviate, chroma, rag

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