Accounts-payable exception environment with a pass/fail verifier and proof packet: AI agents work AP
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Scored across 24 tools
Most tools target a clearly distinct resource+action (get_invoice vs get_po vs get_vendor, flag_vendor vs flag_bank_transaction, approve vs reject vs dispute vs hold). The many retrieval tools (get_*, list_open_exceptions, search_*) are differentiated by description, though the terminal-state invoice actions plus the resolve_exception wrapper require reading descriptions carefully to avoid misselection.
Strong, predictable verb_noun snake_case pattern (approve_invoice, search_pos, match_bank_transaction, list_open_exceptions). Minor deviations are the verb-only 'calculate' and the noun-only 'proof', which stand out but remain readable and unambiguous.
24 tools is on the heavy side, but the server spans several entities (invoices, POs, vendors, bank transactions, exceptions, policy, seat, proof), so most tools earn their place. It is slightly over the comfortable range but not bloated.
The AP exception lifecycle is well covered: retrieval, search, invoice state changes, exception resolution/escalation, reconciliation, and policy/proof support. Minor gaps exist—no bank-transaction search (only get/flag/match) and no vendor record update despite flag_vendor—but agents can work around these.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
approve_invoicecalculatedispute_invoiceescalate_exceptionflag_bank_transactionflag_vendorget_bank_transactionget_exceptionget_invoiceget_poget_policyget_seatget_vendorhold_invoicelink_polist_open_exceptionslist_resolved_examplesmatch_bank_transactionproofreject_invoiceresolve_exceptionsearch_invoicessearch_possearch_vendors12 synthetic accounts-payable exception cases: duplicates, price variances, credit holds, partial re
12 synthetic accounts-payable exception cases: duplicates, price variances, credit holds, partial re
12 synthetic accounts-payable exception cases: duplicates, price variances, credit holds, partial re
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