# PabandiOS (io.github.jweezy119/Pabandi): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.jweezy119%2FPabandi/versions/latest)
- Connected to: https://pabandi.onrender.com/mcp
- Repository: https://github.com/jweezy119/Pabandi
- Scoring rules: v2
- Tools: 41
- Average: 44.1 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how PabandiOS (io.github.jweezy119/Pabandi)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Major: 41 tools. Above 40, models choose less accurately.
- Minor: The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.

## Tools

- `pabandi_cancel_booking`: 24 / 100
  - Major: The description only restates the name (3 words).
  - Major: The description is too short (3 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: bookingId.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: bookingId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_check_availability`: 24 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: businessId.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: businessId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_get_services`: 24 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: businessId.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: businessId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_get_ledger`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: idempotencyKey.
  - Minor: String arguments with no constraint or example: idempotencyKey.
- `pabandi_create_booking`: 36 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: businessId, serviceId, datetime, clientPassportId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: businessId, serviceId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_escrow_balance`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: escrowId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_identity_reputation_sync`: 38 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: passportId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_discover_agents`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: category.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_discover_platform`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_agent_card`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: agentId.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: agentId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_escrow_create_child`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: masterEscrowId, deliverableHash.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: masterEscrowId, providerPassportId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_recommend_slots`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: businessId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: businessId, customerId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_session_close`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: sessionId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_session_receipts`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: sessionId.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: sessionId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_session_list`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: ownerId.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: ownerId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_book_stay`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: propertyId, checkIn, checkOut.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: propertyId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_finance_quote`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_get_business`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `pabandi_identity_register`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_list_finance`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: businessId.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: businessId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_list_properties`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: city, category.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_m2m_post_project`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: title, description, deliverableHash, category.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_predict_booking`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: customerId, businessId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: customerId, businessId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_predict_demand`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: businessId.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: businessId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_scheduler_priority`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: passportId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_verify_trust_attestation`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_agent_registry`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_escrow_release`: 47 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: escrowId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_escrow_waterfall`: 47 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: masterEscrowId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_platform_access`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_issue_passport`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: agentId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_escrow_lock`: 50 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_search_services`: 50 / 100
  - Minor: String arguments with no constraint or example: search, latitude, longitude.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_start_escrow`: 50 / 100
  - Minor: String arguments with no constraint or example: reservationId, businessAddress, chain.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: reservationId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_trust_resolve`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: passportId. Name the tool or the place that returns it, or models look it up first.
- `pabandi_zk_realestate_proof`: 50 / 100
  - Minor: String arguments with no constraint or example: deposit, consecutiveMonths, deadline, price.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_discover`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
- `pabandi_platform_discovery`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_connect_finance`: 55 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: accountRef. Name the tool or the place that returns it, or models look it up first.
- `pabandi_verify_passport`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `pabandi_execute_transaction`: 67 / 100

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