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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.PrivacyTermsv0.1 · early network
Capabilities/Data & Search/data.vector-search

Vector Search

Embeddings and similarity search.

3.3k records2103 liveRefine in search →
MTA:SA Documentation MCP ServerMCP serverMCP
by Luminaire1337
Unknown

MCP server for MTA:SA documentation with intelligent search and caching

Code DocumentationDatabasesVector Search
npm:mtasa-docs-mcp · local package50/wkpublished 7 mo ago
Calypso Multimodal RAG MCPMCP serverMCP
by calypso-so
Unknown

Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge.

Vector Search
npm:@calypsohq/multimodal-rag-mcp-server · local package50/wkpublished 2 mo ago
search100xMCP serverMCP
by rahulee
Unknown

Multi-source web search for LLM grounding — works with any model provider

Web SearchAcademic ResearchContracts & LegalVector SearchCI/CD & Deploy~64%
npm:search100x · local package49/wkpublished 2 mo ago
vector-mirrorMCP serverMCP
by c64dos-png
Unknown

Deterministic SVG perception for LLM agents — measures, never guesses. MCP server.

Browser AutomationVector Search~71%
npm:vector-mirror · local package49/wkpublished 5 mo ago
@znt/mcpMCP serverMCP
by elenyum
Unknown

Model Context Protocol server for znt-core through @znt/sdk-nodejs

Vector Search~75%Knowledge Graphs~62%
npm:@znt/mcp · local package49/wkpublished 2 mo ago
@laskarks/mcp-rag-nodeMCP serverMCP
by laskarks
Unknown

Simple MCP RAG server using @modelcontextprotocol/sdk

Vector Search~100%
npm:@laskarks/mcp-rag-node · local package49/wkpublished 8 mo ago
AsterMind MCPMCP serverMCP
by AsterMindAI
Unknown

On-device reranking that cuts RAG context tokens ~67% while keeping a relevant passage.

Devices & IoT~100%Vector Search
npm:@astermind/astermind-mcp · local package48/wkpublished 2 mo ago
@vohongtho.infotech/code-intelMCP serverMCP
by vohongtho.infotech
Unknown

Static code analysis platform — builds a Knowledge Graph from source code with Web UI, HTTP API, CLI, and MCP server

Knowledge GraphsVector SearchSecurity Review~75%
npm:@vohongtho.infotech/code-intel · local package48/wkpublished 3 mo ago
n8n-nodes-mcp-studioMCP serverMCP
by mcp-studio
Unknown

Give AI agents persistent context in n8n. Turn docs, code repositories, PDFs, specs, and other MCP servers into a live Model Context Protocol endpoint your workflows and agents read before they act, without writing code.

Workflow AutomationCode DocumentationVector SearchPackages & Dependencies~66%
npm:n8n-nodes-mcp-studio · local package47/wkpublished 17 d ago
ai-memory-cliMCP serverMCP
by conorliu
Unknown

Turn editor chat history (Cursor, Claude Code, Windsurf, Copilot) into typed Markdown decisions + AGENTS.md rules — local-first, git-trackable, zero remember() calls.

Agent MemoryVersion Control~99%Team Chat~97%Vector Search~75%Data Extraction~71%
npm:ai-memory-cli · local package47/wkpublished 7 mo ago
Onyx MCPMCP serverMCP
by ByWaleed
Unknown

Secure MCP access to Onyx search, chat, projects, and administration.

Vector Search
npm:onyx-mcp · local package47/wkpublished 2 mo ago
@chnxthr/knowledge-mcpMCP serverMCP
by chnxthr
Unknown

Build your own MCP server from plugins. Auth (API keys, OAuth), per-user permissions, audit log, SQLite or Supabase state, and built-in Google Drive, Slack, GitHub and Railway connectors.

Identity & Access~100%Team ChatVector SearchDatabases~80%
npm:@chnxthr/knowledge-mcp · local package46/wkpublished 21 d ago
gigachat-mcpMCP serverMCP
by theYahia
Unknown

MCP server for GigaChat — AI chat, embeddings, image generation (Russia)

Image GenerationVector Search
npm:@theyahia/gigachat-mcp · local package45/wkpublished 7 mo ago
venice-mcpMCP serverMCP
by glitchenstein
Unknown

MCP server for Venice AI - chat, images, TTS, embeddings, and account management

Image GenerationSpeech SynthesisVector Search
npm:venice-mcp · local package45/wkpublished 11 mo ago
@ramankarki/codeviewAgent
by ramankarki
Unknown

Local codebase intelligence server for coding agents — type-aware repo maps + semantic code search via Ollama. Pluggable into any agent via HTTP.

Code Generation~100%Vector SearchDatabases~64%
npm:@ramankarki/codeview · local package45/wkpublished 5 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 package45/wkpublished 3 mo ago
eyd-vMCP serverMCP
by ardianryan
Unknown

Universal AI Agent Skill, Dataset & Linter for Indonesian Spelling and Grammar based on EYD Edisi Kelima (Kemendikdasmen RI)

Writing & Editing~100%Vector Search
npm:eyd-v · local package44/wkpublished 1 mo ago
yandexgpt-mcpMCP serverMCP
by theYahia
Unknown

MCP server for YandexGPT — completions, embeddings, classification, summarization (Russia)

Writing & EditingVector Search
npm:@theyahia/yandexgpt-mcp · local package44/wkpublished 7 mo ago
project-context-mcpMCP serverMCP
by E-Hae
Unknown

Evidence-first local MCP server and CLI for codebase discovery, search, and source-backed tracing adapters.

Vector Search~75%
npm:project-context-mcp · local package44/wkpublished 25 d ago
@yiong/mcp-chinese-rag-toolkitMCP serverMCP
by yiongq
Unknown

Reusable MCP server + Chinese RAG pipeline toolkit (factory + Tool builder + error envelope + eval framework) for building internal and third-party MCP servers in TypeScript.

Vector Search
npm:@yiong/mcp-chinese-rag-toolkit · local package44/wkpublished 3 mo ago
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Aliases

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

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