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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 records2100 liveRefine in search →
pg.ddx.io: the PostgreSQL community's memoryMCP serverMCP
by io.ddx.pg
Recently observed

Every PostgreSQL mailing list since 1991, linked to the commits, code, commitfest and docs.

Databases~100%Vector Search~100%Version Control~100%Filesystem~100%Documentation Lookup~100%
https://pg.ddx.io/mcpok 5 h ago
robotbase-contentMCP serverMCP
by wygogogo19
Recently observed

Agent MCP: 35 tools — social hot lists, attention trends, 80k+ books, 17 web tools.

Web Scraping~100%Vector Search~100%News & Feeds~100%Reporting & Dashboards~100%Social Media~99%
https://content.robotbase.cc/mcpok 2 d ago
ruvectorMCP serverMCP
by ruvnet
Unknown

Self-learning vector database for Node.js — native HNSW, ONNX embeddings, GNN, attention, SONA routing, and an MCP server for agents

DatabasesVector SearchIdentity & Access
npm:ruvector · local package250k/wkpublished 2 d ago
@claude-flow/cliMCP serverMCP
by ruvnet
Unknown

Ruflo CLI - Enterprise AI agent orchestration with 60+ specialized agents, swarm coordination, MCP server, self-learning hooks, and vector memory for Claude Code

Vector SearchAgent OrchestrationCode Generation~75%Databases~68%
npm:@claude-flow/cli · local package112k/wkpublished 2 d ago
kordocMCP serverMCP
by chrisryugj
Unknown

Parse Korean documents (HWP, HWPX, PDF, XLSX, DOCX, PPTX) to Markdown; fill forms, diff, render.

Document ConversionSpreadsheetsBrowser AutomationOCRVector Search
npm:kordoc · local package63k/wkpublished 12 h ago
@pinecone-database/mcpMCP serverMCP
by pinecone-io
Unknown

Model Context Protocol server for Pinecone - enables AI assistants to interact with Pinecone indexes and documentation

Databases~100%Vector Search
npm:@pinecone-database/mcp · local package11k/wkpublished 10 d ago
anymdMCP serverMCP
by SylphxAI
Unknown

Any file → clean Markdown for AI agents: PDF, Office, EPUB, HTML, images, audio/video. Local MCP.

Document ConversionSpeech RecognitionSpreadsheetsPresentationsOCR
npm:@sylphx/anymd · local package7.5k/wkpublished 25 h ago
@juspay/neurolinkMCP serverMCP
by juspay
Unknown

TypeScript AI SDK with 24+ LLM providers behind one consistent API. MCP-native (connect any MCP server), voice TTS/STT/realtime, RAG, agents, memory, context compaction. OpenAI · Anthropic · Gemini · Bedrock · Azure · Ollama · DeepSeek · NVIDIA NIM and mo

Speech SynthesisSpeech RecognitionModel AccessCloud PlatformsVector Search
npm:@juspay/neurolink · local package7.0k/wkpublished 2 mo ago
Octocode MCP - AI Context PlatformMCP serverMCP
by bgauryy
Unknown

AI code research platform. Search, analyze, and extract insights from any GitHub repository.

Version ControlVector Search~75%
npm:octocode-mcp · local package6.1k/wkpublished 2 mo ago
@jkudish/jev-mcpMCP serverMCP
by jkudish
Unknown

MCP server exposing TypeSafe Jev as purpose-built judgment tools: verify claims, screen for injection, find, rerank, classify, decide, compare passages, extract fields, review patches, and gate completion claims, each with typed probabilities.

Vector Search~75%
npm:@jkudish/jev-mcp · local package5.3k/wkpublished 10 d ago
mcp-serverMCP serverMCP
by cachly-dev
Unknown

Solve it once. From then on, your AI knows. Experience for coding agents, hosted in the EU.

Version Control~100%Agent Memory~100%Knowledge GraphsVector Search~75%
npm:@cachly-dev/mcp-server · local package4.3k/wkpublished 9 h ago
@bloodyeagle/megamemoryMCP serverMCP
by bloodyagle
Unknown

MCP server that gives coding agents persistent project understanding via a knowledge graph

Code Generation~100%Agent Memory~100%Knowledge GraphsVector SearchDatabases
npm:@bloodyeagle/megamemory · local package4.1k/wkpublished 5 h ago
mcp-local-ragMCP serverMCP
by shinpr
Unknown

Easy-to-setup local RAG server with minimal configuration

Vector SearchModel Access
npm:mcp-local-rag · local package4.1k/wkpublished 4 d ago
Paparats MCP: Self-Hosted Semantic Code SearchMCP serverMCP
by IBazylchuk
Unknown

Self-hosted semantic code search MCP for Claude Code & Cursor. Multi-repo, AST-aware, stays local.

Vector SearchKnowledge Graphs~62%
npm:@paparats/cli · local package3.5k/wkpublished 4 d ago
@sdsrs/code-graphMCP serverMCP
by sdsrss
Unknown

MCP server that indexes codebases into an AST knowledge graph with semantic search, call graph traversal, and HTTP route tracing

Vector Search~100%Knowledge Graphs
npm:@sdsrs/code-graph · local package3.5k/wkpublished 2 d ago
hippo-memoryMCP serverMCP
by kitfunso
Unknown

Make your agent's memory work like a brain. Hippo is long-term memory for coding agents.

Code Generation~100%Vector SearchAgent MemoryDatabases
npm:hippo-memory · local package3.1k/wkpublished 4 d ago
@squadrules/mcpMCP serverMCP
by SquadRules
Unknown

SquadRules MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats

Vector SearchAgent Memory~100%Databases~68%
npm:@squadrules/mcp · local package2.9k/wkpublished 4 d ago
@nxuss/lemmaMCP serverMCP
by nxus.studio
Unknown

Local MCP server that gives coding agents a verifiable project memory, trims what enters their context, and masks secrets — with honest accounting of what it saves and costs.

Code Generation~100%Agent MemoryAgent OrchestrationModel Access~73%Databases~68%
npm:@nxuss/lemma · local package2.9k/wkpublished 14 h ago
socraticodeMCP serverMCP
by giancarloerra
Unknown

MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.

Vector SearchKnowledge Graphs~100%Databases~68%
npm:socraticode · local package2.7k/wkpublished 3 d ago
@cup319/dsh-mmplMCP serverMCP
by cup319
Unknown

MMPL (Memory Palace) memory plugin for DeepSeek Harness — configurable MCP endpoint, local-server supervisor, and auto memory capture via the Rust DuckDB vector-memory MCP server.

Vector Search~100%Agent Memory
npm:@cup319/dsh-mmpl · local package2.7k/wkpublished 3 d 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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