"Memory" matching MCP servers:

Connects AI agents to over 4 million certified SEC EDGAR financial facts with cryptographic provenance and zero hallucination.

Open-source MCP server exposing the Agent402.Tools catalog: 500+ pay-per-call tools for AI agents, including browser rendering, web search, PDFs, OCR, LLM inference, code execution, live financial/crypto/macro data, SEC EDGAR, and wallet-keyed memory. Free via proof-of-work, or pay per call in USDC across ten chains via the x402 protocol. No API keys, no signups

Five tiny, single-purpose MCP servers for AI agents — arXiv search, YouTube transcripts, web-to-Markdown, market quotes & FX, and a persistent memory vault. No API keys, no bloat.

An MCP server that provides AI trading agents with persistent, outcome-weighted memory to learn from historical performance and detect behavioral biases. It enables agents to automatically adjust strategies and optimize position sizing based on context-aware recall of past trade outcomes.

Connects to email inboxes via IMAP so Claude can search mail, extract receipts and invoices, and build categorized spending spreadsheets and offline dashboards. It also supports incremental sweeps and secure, read-only, in-memory credential handling.

Central Bank of Russia (CBR) data for AI agents — daily and historical currency rates, key rate, inflation, and macro statistics. Five typed MCP tools, in-memory TTL cache, MIT-licensed, no API key required.

Parse and query bank statements — turn PDF statements into structured transactions, accounts, and balances, with balance-reconciliation checks. A deterministic financial memory for AI agents, served as a hosted streamable-HTTP endpoint (API key or OAuth).

Azure VM sizes and USD list prices for 1,400+ sizes in 24 regions, refreshed weekly: find the cheapest size for vCPU, memory or GPU needs, estimate monthly cost with reservations and savings plans, and track weekly price changes.

web search and financial search intelligence MCP server — /ask /verify + 52 tools for verified market data, trading signals, fact-checking with evidence chains, and 1,061+ tickers. Ask anything, verify everything.

Enables AI assistants to load Pakistan Stock Exchange data such as prices, screener metrics, index constituents, sectors, filings, debt market instruments, and margin-eligible scrips into a private in-memory DuckDB. It then lets them answer natural-language questions by running constrained SQL queries over the loaded tables.

Enables searching, retrieving, summarizing, and comparing official central-bank time series, with resource and prompt access for generating reports and evaluating answers against memory-only responses.

Personal finance MCP server that integrates Plaid bank data with local SQLite memory for conversational budgeting, goal tracking, and transaction management.

Read-only MCP server for ZenMoney that syncs financial data into memory and exposes it through tools and resources, enabling agentic analysis of transactions and spending patterns.

Give your AI the full context of how your business runs: CRM, finances, tasks, and memory in one self-hosted MCP server." Short + long descriptions lead with cross-domain reasoning ("which customers are behind on payment and what did we last promise them" reads the ledger and CRM in one answer) and self-hosted data ownership (your own Supabase, stdio, MIT).

AI-powered investment discipline tool with investment RAG, behavior pattern mining, memory system, and multi-channel price/condition alerts

An MCP server providing a harness-neutral trading research capability with a durable run lifecycle, supporting stage commit, receipts, pause/resume, cancellation, decision memory, report export, and credential-free fixture-based research workflows for TradingAgents integrations.

Enables conversational analysis of XBRL filings in memory, exposing 18 tools for querying statements, concepts, footings, segments, exhibits, and full-text regex across a filing without any database or indexing.

Enables AI assistants to compute exact Sri Lankan tax figures — APIT/salary tax, annual income tax, withholding tax, VAT and SSCL — under the official Inland Revenue Department rules in force on any given date since 1 January 2023. Every result is returned with precise decimal amounts and the dated IRD sources and rule versions used, so rates are never recalled from memory.

MCP server exposing 1,000+ pay-per-call API endpoints across agent infrastructure (memory, coordination, secrets, verification), data, compute, finance, weather, geography, and reference categories — payments via x402 protocol in USDC on Base.

Enables agents to query Vietnamese stock-market data through 13 MCP tools covering top gainers, losers and most-active symbols, individual quotes, company search and profiles, price history, foreign trading, valuation ratios, dividends, business plans and corporate announcements. Runs as a fail-closed, API-key-protected tool provider behind MCP Gateway on Agent Runtime, in a customer VPC, or on-prem, with no LLM or memory of its own.

A self-hosted MCP server that enables a voice assistant to answer a small business owner's weekly cash questions — bank balances, runway and 13-week forecasts, duplicate or unusual charges, affordability of new hires, spending changes, and importable books — using ten tools backed by deterministic calculations and SQLite memory that persists alerts, reviewed charges, and prior briefs across sessions.

Provides financial audit reporting and ledger query tools for AI agents, enabling generation of compliance, risk, and transaction reports and querying of transaction data, balances, and summaries from an in-memory SQLite database via MCP.

A Model Context Protocol server that enables LLMs to interact with Ramp's financial data by retrieving, analyzing, and running tasks through Ramp's Developer API, using an in-memory SQLite database to overcome token limitations.

Enables AI assistants to read, fill, check, and build on a private plain-file memory of recurring payments such as subscriptions, insurance, EMIs, and renewals, while refusing secrets and surfacing changes for approval.

Deterministic bank-statement parsing for AI agents: messy CSV/OFX exports to clean, categorized ledger rows. In-memory only, no storage, no external calls, no LLM in the loop.

An AI-powered financial officer that makes autonomous trading decisions, provides strategic insights and risk management for the Mother Haven ecosystem. Integrates with trading bots and DEX platforms through MCP capabilities while maintaining personality and memory through git-first persistence.

Enables an AI assistant to safely read and write small-business ERP data such as customers, appointments, invoices and bills, gated by OAuth 2.1, role-scoped tool registration, preview-and-confirm write approvals, masked personal data and an audit trail. Runs against an in-memory mock ERP with synthetic data so the safety patterns can be tried out immediately.

Enables financial modeling for SaaS and other assets via MCP tools, including simulation, scenario comparison, sensitivity analysis, semantic knowledge search, and persistent context memory.

Enables AI agents to create, retrieve, and refund payments against a mock in-memory ledger, with idempotent writes and JWT scope-based authorization.

Exposes long-term stock analyses (log-price regression, valuation in σ, annualized trend, 5/10-year potentials), ticker search, a French-universe screener, thesis drafting, and portfolio reads/writes to an AI client over stdio, with an optional read-only mode. The server performs no model calls itself, acting as persistent local memory and computation while the AI reasons and proposes.