"Automating document interaction, download, and conversion for AI-driven answers" matching MCP connectors:

aipricepatternsB

com.aipricepatterns

Historical market memory for AI agents using semantic vector search across years of financial market data. Discover similar market regimes, price patterns, and market context for quantitative research and algorithmic trading.

Penfield MemoryAOAuth

io.github.penfieldlabs

Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.

Semantic nearest-neighbour search over your datasets, plus indices and projections.

Stateless NMI + cosine fusion with entropy-driven alpha calibration

Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.

Shared cross-LLM long-term memory over MCP: semantic recall, sessions, and media (pgvector).

AmberOAuth

com.ambermem

Long-term memory for AI assistants: permanent, portable across clients, searchable and exportable.

Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account.

NeuroStack

io.github.raphasouthall

Token-efficient MCP memory for Markdown vaults. Tiered search, GraphRAG, AI memories.

Astra DB tools for agents: schema, find, vector search, guarded writes, and interactive views.

SearchStackAOAuth

dev.searchstack

Agent-driven search: build, import, tune, search, and score result quality — all over MCP.

Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.

Elasticsearch + MongoDB + Redis Stack Generator (Elasticsearch/Elasticsearch)

Xata MCP server lets AI agents interact with your Xata projects, and Postgres database branches.

Vector RAG store for Word/Excel/PDF/PowerPoint. Break-even pricing, $5 per 5,700 pages.

NeuralBrain MCP Server - RAG, Vector Memory, LLM Routing, Agent Identity, x402 Payments

Persistent memory and vector search for AI agents. Hosted, OAuth-protected via Google sign-in.

Persistent memory and knowledge graph for AI assistants — keyword + vector + graph search.

Same functionality, consuming only 1/20 of the context window tokens.

Production-grade MCP server for discovering AI agent frameworks, vector databases, LLM gateways, and generating certified Docker Compose deployment stacks