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iseppo

e-arveldaja MCP Server

by iseppo

Analyze Unconfirmed Transactions

analyze_unconfirmed_transactions
Read-onlyIdempotent

Identify duplicates, match invoices, detect own-account transfers, and uncover expense patterns in unconfirmed bank transactions to streamline reconciliation.

Instructions

Read-only analysis of unconfirmed bank transactions: duplicates, invoice matches, own-account transfers, and expense patterns.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
min_confidenceNoMinimum confidence for invoice matches 0-100 (default 40)
accounts_dimensions_idNoFilter to a specific bank account dimension ID
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false. The description adds value by specifying the types of analysis performed (duplicates, invoice matches, own-account transfers, expense patterns), which is beyond annotation information. No contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, well-structured sentence that front-loads 'Read-only analysis' and efficiently lists the analysis types. No wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description outlines output categories (duplicates, invoice matches, etc.) but lacks details on output format, return structure, or how confidence scores are represented. Given no output schema, more completeness would be helpful.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with both parameters described. The description does not add additional semantics beyond what the schema provides. Baseline of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool performs read-only analysis of unconfirmed bank transactions and lists specific analysis types (duplicates, invoice matches, own-account transfers, expense patterns). This distinguishes it from siblings like classify_bank_transactions or list_transactions.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage via 'unconfirmed bank transactions' but does not explicitly state when to use this tool versus alternatives like list_transactions or classify_bank_transactions. No when-not or alternative guidance is provided.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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