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pabandi_search_services

Search verified businesses and services by name, category, city, or location. Every listing is tied to a Pabandi Passport trust score. Uses Postgres contains + OpenStreetMap Nominatim (no paid geo API). Returns real, deduped results — never empty. This MCP tool makes a real HTTP call to the canonical Pabandi endpoint and returns the actual platform response.

Input Schema

NameRequiredDescriptionDefault
searchYesfree-text search term
categoryYesbusiness category (RESTAURANT, SALON, PROPERTY_RENTAL, ...)
latitudeYesoptional geolocation
longitudeYesoptional geolocation

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.3/5.0
Behavior3/5

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

No annotations exist, so the description carries the full burden. It usefully discloses dedupe behavior, that results are never empty, and that a live HTTP call is made (implying latency/network dependence), but omits permissions/auth, rate limits, result caps, pagination, and failure behavior.

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

Conciseness3/5

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

The first sentence is well front-loaded and does real work. The closing two sentences are largely promotional/meta assurance ('real, deduped results — never empty', 'makes a real HTTP call to the canonical Pabandi endpoint') and dilute an otherwise tight definition.

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?

There is no output schema and no annotations, so the description should say at least roughly what a listing contains and what limits apply. It mentions the Passport trust score as a result attribute, which helps, but result shape, paging, and non-match behavior remain unstated.

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 schema already explains all four parameters and the baseline is 3. The description only reinforces that search spans name/category/city/location and that lat/long are geolocation inputs; it adds no format, matching, or combination semantics (e.g., whether search AND category are conjunctive).

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

Purpose4/5

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

States a specific verb and resource ('Search verified businesses and services') and enumerates the matching dimensions (name, category, city, location). It does not distinguish itself from overlapping siblings such as pabandi_discover or pabandi_discover_platform, which an agent could easily confuse with a business search.

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?

Usage is implied by the search framing, but there is no explicit statement of when to use this versus pabandi_get_business (single lookup) or the two pabandi_discover tools. With ~19 siblings, the absence of any routing guidance leaves real ambiguity.

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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