"Python code quality improvement and codebase diagram generation tools" matching MCP connectors:

Independent pre-transaction audit for construction estimates. Free, and every verdict recomputes.

Malaysian SME accounting, e-Invoice and payroll books for your AI. 44 tools — business snapshot, P&L, balance sheet, A/R and A/P aging, cash forecast, stock, tax position, document search — plus draft-only writes (invoice, quote, receipt, bill, expense, contact, bank statement import). Every write is a pending draft a human approves in Taokeh; it can never post, edit or delete. Remote Streamable HTTP at https://taokeh.my/mcp, OAuth 2.1 or a personal access token.

Verify claims, resolve FIGI identity, extract claims, and sign x402 delivery receipts over MCP.

Convert PDF bank statements into structured transactions, accounts, and balances.

Exit-cost estimates, depth concentration, liquidity tiers, and sealed records; no commodity futures.

US funding-stress warning with construction-PIT evidence limits and explicit eligibility flags.

Bank and lender monitoring with historical-evidence limits and eligibility flags beside every claim.

Reviewed competitor pricing, offer comparisons, and market-change evidence with x402 payments.

530 MCP tools across 561 fintech tools: ChainGraph AP2 decisions, execution_hash. Zero PII.

Savvly MCP: query fund data, model projections, and compare against alternative retirement products.

AgentFeed: 47 tools — our own liquidation tape + tokenized-equity peg data, paid in USDC.

SEC/XBRL issuer intelligence for crypto public companies via MCP, OpenAPI, x402, and MPP.

Live multi-asset market data for AI agents with provenance, starter credits, x402, and examples.

Taiwan stock market data (TWMD): official-source, point-in-time-safe datasets via read-only tools.

Read-only martingale data: Martingale Score & Startingale for 250+ cryptos and US stocks.

Ready for a new way to bill pay? Pay any US bill in a snap, right from your AI assistant. Describe or snap a photo of your bill (electric, water, gas, internet, phone, medical, credit card, rent, parking tickets, traffic violations and more) and Papaya reads it, then hands you a secure link to pay by card. Fast, secure, and no juggling twelve logins, with full or partial payments and status updates. Available in the US only. Powered by Papaya (papayapay.com).

Teardrop is the native economic layer for AI agents, providing a robust suite of tools for multi-chain portfolio tracking, DeFi yield analysis, and gas estimation. It enables autonomous agents to securely find Web3 data and manage micro-payments on-chain with zero human intervention.

The operating-reality layer for African fintech regulation — who's licensed for e-money, payments, remittance and switching across markets, normalized across countries, every fact sourced and dated. Callable via MCP.

Deduplicated, entity-resolved funding rounds, acquisitions, and exec moves as MCP tools.

South Africa's first AI-transactable blinds, shutters and awnings catalogue with live ZAR pricing.