Skip to main content
Glama

mpesa_creditworthiness

Read-only

Assess creditworthiness by analyzing M-PESA transaction patterns. Uses simplified transaction summaries to score adults without formal credit history in Kenya.

Instructions

Analyse M-PESA transaction patterns to assess creditworthiness. Takes simplified transaction summary inputs (no raw transaction data). Western parallel: Plaid income verification, Finicity, Experian Boost. DEMO — requires informed customer consent in production.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
avg_monthly_inflow_kesYesAverage monthly M-PESA inflows (deposits received) in KES
avg_monthly_outflow_kesYesAverage monthly M-PESA outflows (payments made) in KES
months_analysedYesNumber of months of M-PESA history available (1-24)
fuliza_usage_kesYesAverage monthly Fuliza (overdraft) usage in KES (0 if none)
has_business_paybillYesReceives payments to a business Paybill or Till number

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior4/5

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

Annotations already declare readOnlyHint=true. The description adds context: it requires simplified inputs (no raw data), is a demo, and needs customer consent, which goes beyond the annotation.

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

Conciseness4/5

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

Three sentences that efficiently convey purpose, input constraints, western parallels, and usage caveat. No unnecessary words, but the parallels provide marginal value.

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

Completeness4/5

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

Given 5 required params, output schema exists, and annotations provide readOnlyHint, the description adequately covers purpose, input nature, demo status, and consent requirement.

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 description coverage is 100%, so the baseline is 3. The description only mentions 'simplified transaction summary inputs' without adding details beyond the schema.

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 it analyses M-PESA transaction patterns to assess creditworthiness, with a specific verb and resource. It distinguishes from sibling tools like alternative_credit_score by focusing on M-PESA-specific data.

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 for M-PESA transaction analysis and mentions Western parallels, but it lacks explicit when-not or alternatives to sibling tools.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/gabrielmahia/mkopo-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server