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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.

311 records47 liveRefine in search →
@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
@melis-ai/x402-tools-mcpMCP serverMCP
by smelis
Unknown

22 x402 pay-per-call utility tools for AI agents — scrape, validate, embed, store, moderate, notify, convert, prevent loops. No accounts, no API keys. USDC on Base via the x402 protocol.

Vector SearchPaymentsAgent DiscoveryWeb Scraping~68%Agent Memory~64%
npm:@melis-ai/x402-tools-mcp · local package84/wkpublished 4 mo ago
specmem-hardwicksoftwareMCP serverMCP
by jonhardwick-spec
Unknown

Your Claude Code sessions don't have to start from scratch anymore — SpecMem gives your AI real memory. It won't forget your conversations, your code, or your architecture decisions between sessions. That's the whole point. Semantic code indexing that act

Vector SearchAgent MemoryAgent OrchestrationDatabasesTeam Chat~62%
npm:specmem-hardwicksoftware · local package84/wkpublished 6 mo ago
mtasa-docs-mcpMCP serverMCP
by Luminaire1337
Unknown

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

Code DocumentationDatabasesVector SearchDocumentation Lookup~67%
npm:mtasa-docs-mcp · local package80/wkpublished 5 mo ago
parseflow-mcp-serverMCP serverMCP
by libres
Unknown

AI-powered document parsing with 23 tools: PDF (watermark, merge, split), Word, Excel, PowerPoint, OCR, semantic search, and batch processing

PresentationsVector Search~100%SpreadsheetsOCR
npm:parseflow-mcp-server · local package80/wkpublished 9 mo ago
ainative-opencode-memory-mcpMCP serverMCP
by AINative-Studio
Unknown

Persistent cross-session memory for OpenCode and MCP coding agents, powered by ZeroDB.

Code Generation~100%Agent Memory~100%Vector Search~64%
npm:ainative-opencode-memory-mcp · local package79/wkpublished 1 mo ago
@g99/lightrag-mcp-serverMCP serverMCP
by g99
Unknown

Model Context Protocol (MCP) server for LightRAG - 30 fully working tools with complete RAG and Knowledge Graph integration

Knowledge GraphsVector Search
npm:@g99/lightrag-mcp-server · local package79/wkpublished 9 mo ago
zentric-protocol-mcpMCP serverMCP
by zentricprotocol
Unknown

Prompt injection detection + PII anonymization MCP server for AI agents, with a signed audit trail. Deterministic verdicts (CLEARED/ANONYMIZED/BLOCKED), 22 signatures, 7 languages. Every request returns a SHA-256-signed audit record — GDPR Art. 30 evidenc

Prompt Management~100%Vector Search~58%
npm:zentric-protocol-mcp · local package78/wkpublished 3 mo ago
mcp-itglueMCP serverMCP
by selic
Unknown

MCP server for the IT Glue API — documents, flexible assets, semantic vector search, role-based access control, and bring-your-own-key support

Vector SearchCode Documentation
npm:mcp-itglue · local package77/wkpublished 2 mo ago
lilbeeMCP serverMCP
by tobocop2
Unknown

The whole local AI stack in one executable: run and manage local models across every GPU you have, and search your files, notes, code, and crawled sites with answers that cite the source. Terminal app, CLI, MCP server, and REST API. Auto-detects your hard

Vector Search
npm:lilbee · local package77/wkpublished 22 h ago
@codeweave/mcpMCP serverMCP
by codeweave
Unknown

Codebase graph analysis for AI agents — AST + call graph + type graph + hybrid semantic search via MCP

Vector Search~100%Knowledge Graphs~100%
npm:@codeweave/mcp · local package76/wkpublished 5 mo ago
logosdb-mcp-serverMCP serverMCP
by jose-blockchain
Unknown

MCP server for LogosDB: local semantic memory, file indexing, and hybrid search for Claude Code, Cursor, and other MCP clients

Vector SearchDatabases~68%
npm:logosdb-mcp-server · local package75/wkpublished 19 d ago
@tac0de/knowledge-to-action-mcpMCP serverMCP
by wonyoungchoi
Unknown

MCP server for Obsidian GraphRAG, agent-ready context, preview-only planning, and safe repo handoffs

Notes & DocsKnowledge GraphsSecrets ManagementVector Search
npm:@tac0de/knowledge-to-action-mcp · local package73/wkpublished 6 mo ago
@codefundi/code-fundi-mcpMCP serverMCP
by whyweru
Unknown

MCP server for CodeFundi: the codebase map and blast-radius guard for AI coding agents like Claude Code, Cursor, and Copilot.

Code Generation~100%Vector SearchVersion Control~64%Knowledge Graphs~62%
npm:@codefundi/code-fundi-mcp · local package73/wkpublished 1 mo ago
mcp-arabic-ms-wordMCP serverMCP
by marwandevspace
Unknown

High-precision Arabic Microsoft Word MCP server with RAG cognitive intent reasoning, docx creation, inspection, RTL styling, text repair, XML decompression & surgery, BiDi OpenXML surgery, visual page auditing (Pages/), assets image sourcing, and template

Document ConversionVector Search~94%
npm:mcp-arabic-ms-word · local package68/wkpublished 5 d ago
@theyahia/gigachat-mcpMCP serverMCP
by metarebalance
Unknown

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

Image GenerationVector Search
npm:@theyahia/gigachat-mcp · local package67/wkpublished 5 mo ago
@vivantel/virage-mcpMCP serverMCP
by sergemso
Unknown

MCP stdio server for Virage RAG — search and inspect your index from AI assistants

Vector Search
npm:@vivantel/virage-mcp · local package64/wkpublished 17 d ago
fusionpactMCP serverMCP
by fusionpact_technologies
Unknown

The Agent-Native Retrieval Engine — Hybrid Vector + Reasoning + Memory for AI Agents. HNSW indexing, tree-based reasoning retrieval, built-in RAG, MCP server, multi-agent orchestration, and agent memory architecture.

Vector SearchAgent Memory~100%Reasoning & Planning~100%Agent OrchestrationDatabases~68%
npm:fusionpact · local package63/wkpublished 6 mo ago
@orellbuehler/paperless-mcpMCP serverMCP
by OrellBuehler
Unknown

Model Context Protocol server for Paperless-ngx: documents, organization, saved views, users, workflows, and optional semantic search.

Vector Search~100%
npm:@orellbuehler/paperless-mcp · local package60/wkpublished 20 d ago
dompruner-mcpMCP serverMCP
by dong7812
Unknown

MCP server that reduces web page token cost by 90%+ via DOM AST extraction — no API key required

Web ScrapingVector Search
npm:dompruner-mcp · local package57/wkpublished 18 d 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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