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This connector has been deprecated

Replaced by Teppek.

Duplicate listing. Use the main Teppek connector.

semantic_search

Read-only

Semantic (meaning-based) search over Teppek's live listings, backed by a multilingual embedding index. Use it when the user describes what they want in natural language rather than exact keywords — e.g. "outdoor jobs that don't need a degree", "affordable family cars that are good in snow", "a cosy studio close to the university". Returns the closest-matching ACTIVE listings ranked by semantic similarity (each item carries a score). Complements search_listings: prefer search_listings for precise keyword/role/country/category/price filtering and exact counts; prefer semantic_search when meaning, synonyms, or fuzzy intent matter more than literal terms. Optional vertical narrows to career/real_estate/vehicle/service.

Input Schema

NameRequiredDescriptionDefault
limitNoMaximum results to return, 1-20. Default 20. Example: 10.
queryYesNatural-language description of what the user wants (e.g. "quiet night-shift jobs that do not need a degree", "cosy family flat near a park"). Matched by MEANING against the listing text, not exact keywords.
verticalNoOptional vertical filter (career | real_estate | vehicle | service) applied server-side to the active listings before they are returned.

Output Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed4 schema fields changed
    • changedInput schema / $schema
      Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
    • addedInput schema / additionalProperties
      Added value: +false
    • addedInput schema / properties / limit / description
      Added value: +"Maximum results to return, 1-20. Default 20. Example: 10."
    • changedOutput schema / $schema
      Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
  2. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "$schema": "http://json-schema.org/draft-07/schema#",
      +  "additionalProperties": {},
      +  "properties": {},
      +  "type": "object"
      +}
  3. Added

TDQS

A4.6/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and openWorldHint, but the description adds real behavioral context: results are restricted to ACTIVE listings, ranked by semantic similarity, and each item carries a `score`. It does not discuss cost, rate limits, or behavior on an empty/ambiguous query, which keeps it from a 5.

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?

Front-loaded with the purpose, then the usage contrast, then the optional filter — a sensible ordering with no filler. It runs slightly long with three illustrative example queries plus additional examples carried in the schema, so a small trim would be possible.

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

Completeness5/5

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

For a read-only, three-parameter search tool with full schema coverage and an output schema, the description covers everything an agent needs: what it searches, how results are ranked and filtered, and when to choose it over the sibling. Return-value detail is delegated appropriately to the output schema.

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

Parameters4/5

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

Schema coverage is 100%, so the schema already documents all three parameters and the enum. The description still adds value by characterizing `query` as natural-language meaning-matched intent and by explaining that `vertical` narrows to career/real_estate/vehicle/service server-side.

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?

States a specific verb and resource ('Semantic (meaning-based) search over Teppek's live listings') and immediately qualifies the mechanism (multilingual embedding index, ranked by similarity). It explicitly contrasts with search_listings, so an agent can distinguish the two without opening either schema.

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

Usage Guidelines5/5

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

Gives explicit routing rules in both directions: 'prefer search_listings for precise keyword/role/country/category/price filtering and exact counts; prefer semantic_search when meaning, synonyms, or fuzzy intent matter.' It also supplies concrete example queries that define the intended input class.

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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