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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.

277 records33 liveRefine in search →
keymemMCP serverMCP
by dongkseo
Unknown

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.

Vector SearchAgent MemoryKnowledge Graphs
npm:keymem · local package129/wkpublished 9 h ago
buyking-mcpMCP serverMCP
by accllman
Unknown

BuyKing MCP Server for Claude Desktop

Vector Search~75%
npm:buyking-mcp · local package129/wkpublished 18 d ago
@dalecb/obsidian-semantic-mcpMCP serverMCP
by dalecb
Unknown

Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.

Vector Search~100%Notes & Docs
npm:@dalecb/obsidian-semantic-mcp · local package128/wkpublished 1 mo ago
velixar-mcp-serverMCP serverMCP
by velixarai
Unknown

MCP server for Velixar persistent cognitive context — memory, identity, graph, time, and contradiction for LLMs

Agent MemoryKnowledge GraphsIdentity & AccessVector Search
npm:velixar-mcp-server · local package128/wkpublished 16 d ago
codebase-contextMCP serverMCP
by PatrickSys
Unknown

Bounded conventions map and local-pattern discovery for AI coding agents. Local-first MCP server with AST-backed hybrid search.

Vector SearchSecurity Review~75%Filesystem~62%
npm:codebase-context · local package123/wkpublished 5 mo ago
@studiomeyer/local-memory-mcpMCP serverMCP
by studiomeyer-io
Unknown

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.

TranslationDatabasesVector SearchAgent MemoryKnowledge Graphs
npm:@studiomeyer/local-memory-mcp · local package121/wkpublished 28 d ago
@alvinveroy/codecompassMCP serverMCP
by alvinveroy
Unknown

AI-powered MCP server for codebase navigation and LLM prompt optimization

Vector SearchVersion ControlDatabases~68%
npm:@alvinveroy/codecompass · local package119/wkpublished 16 mo ago
@forcedream/mcp-serverMCP serverMCP
by forcedream
Unknown

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

Identity & AccessWriting & EditingTranslationVector SearchSecurity Review~100%
npm:@forcedream/mcp-server · local package118/wkpublished 15 d ago
neverinfamous-memory-journal-mcpMCP serverMCP
by ai.smithery
Unknown

A MCP server built for developers enabling Git based project management with project and personal…

Version ControlProject ManagementAgent Memory~100%Knowledge GraphsDatabases
https://server.smithery.ai/@neverinfamous/memory-journal-mcp/mcp112/wkpublished 3 mo ago
@cyanheads/cyanheads-mcp-serverMCP serverMCP
by cyanheads
Unknown

Fleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.

Vector Search~100%
npm:@cyanheads/cyanheads-mcp-server · local package112/wkpublished 15 d ago
@xns-cloud/relayer-mcpMCP serverMCP
by GitLab CI/CD
Unknown

MCP server for XNS Relayer onboarding and day-2 management — drives Relayer setup, settings, and backups conversationally over stdio, npx-ready

Cloud PlatformsVector Search~58%
npm:@xns-cloud/relayer-mcp · local package110/wkpublished 3 d ago
@astramindapp/mcp-serverMCP serverMCP
by theastraway
Unknown

MIND MCP Server — 28 tools. The most complete AI memory layer with the Focus → Project → Outcome → Task hierarchy (mind_focuses + extended mind_life with item_type/parent_id/focus_id and cross-account project sharing via share/list_shares/revoke_share), d

Agent Memory~100%Knowledge GraphsVector SearchCRM & Sales
npm:@astramindapp/mcp-server · local package110/wkpublished 2 mo ago
create-opc-wikiMCP serverMCP
by mackclaws
Unknown

Scaffold a personal LLM wiki (Karpathy pattern). MCP-ready, multi-agent, publishable. Zero-prompt install for IM agents (OpenClaw, Hermes, Codex, Claude Code).

Notes & DocsSecrets Management~62%Vector Search~58%
npm:create-opc-wiki · local package105/wkpublished 4 mo ago
ainative-zerodb-mcp-serverMCP serverMCP
by ainative-studio
Unknown

AINative ZeroDB MCP Server - 77 operations for vector search, TurboQuant vector compression (PolarQuant + QJL), NoSQL, dedicated PostgreSQL management, files, events, RLHF, and persistent memory for AI agents with enterprise security. All tools annotated

DatabasesVector SearchAgent Memory
npm:ainative-zerodb-mcp-server · local package104/wkpublished 2 mo ago
ai-mind-mapMCP serverMCP
by flyshelf
Unknown

AI Mind Map — MCP server that reduces AI coding agent token usage by 80-99% through persistent codebase memory, knowledge graphs, and intelligent context management

Code Generation~100%Agent Memory~100%Knowledge GraphsVector Search~75%
npm:ai-mind-map · local package101/wkpublished 2 mo ago
mcp-db-connectMCP serverMCP
by phatngoit
Unknown

MCP server for Oracle, MSSQL, PostgreSQL, MySQL, SQLite, MongoDB, and Qdrant vector search access.

DatabasesVector Search
npm:mcp-db-connect · local package94/wkpublished 1 mo ago
@mcpware/logoloomMCP serverMCP
by ithiria
Unknown

AI-powered logo design → SVG → full brand kit export. Free, local, MCP-native.

3D & DesignVector Search
npm:@mcpware/logoloom · local package86/wkpublished 6 mo ago
langflow-mcp-serverMCP serverMCP
by nobrainer-tech
Unknown

Integration for Langflow API 1.11.0 via Model Context Protocol (MCP)

Vector Search
npm:langflow-mcp-server · local package86/wkpublished 1 mo ago
ainative-prd-mcpMCP serverMCP
by AINative-Studio
Unknown

PRD Generator MCP — generate, validate, and manage Product Requirement Documents.

Vector Search~100%Agent Memory~100%Databases~68%Workflow Automation~58%
npm:ainative-prd-mcp · local package85/wkpublished 1 mo ago
@felixtz/iwsdk-rag-mcpMCP serverMCP
by felixtrz
Unknown

MCP server providing semantic code search and API reference for the Immersive Web SDK using RAG (Retrieval-Augmented Generation) with vector embeddings

Vector SearchDocumentation Lookup~100%
npm:@felixtz/iwsdk-rag-mcp · local package85/wkpublished 6 mo ago
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GET /api/v1/search?capability=data.vector-search&status=live
Aliases

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

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