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ADF: EU/UK Tenders, EU Law, Funding, Medicines, Shortages, Recalls, Sanctions, CVE, CERT, Holidays

Get 5 free sample records

get_sample
Read-onlyIdempotent

Free. Returns 5 real, current records from one dataset so you can check fields and quality before paying. Takes no filters: for records matching a date, place, vendor, country or keyword, use query_dataset.

Input Schema

NameRequiredDescriptionDefault
datasetYesDataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; vulnerability-watch: Vulnerability watch; eu-tenders: EU public tenders; uk-tenders: UK public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists); product-recalls: Product recalls and safety alerts (US FDA, US CPSC, US NHTSA, Health Canada, Transport Canada, CFIA, UK FSA, UK OPSS); eu-legislation: EU legislation: new and amended acts in the Official Journal (regulations, directives, decisions); drug-shortages: Medicine shortages (US FDA, EMA); public-holidays: Public and bank holidays (official government lists, current and next year).

Output Schema

NameRequiredDescriptionDefault
sampleYesUp to 5 records; fields follow the dataset JSON Schema linked in list_datasets. Every record has verification and paid_placement.
datasetYesDataset id.
paid_placement_noteNoMeaning of the paid_placement field.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • changedInput schema / properties / dataset / description
      Previous value: -"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; vulnerability-watch: Vulnerability watch; eu-tenders: EU public tenders; uk-tenders: UK public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists); product-recalls: Product recalls and safety alerts (US FDA, Health Canada, Transport Canada, CFIA, UK FSA, UK OPSS)."New value: +"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; vulnerability-watch: Vulnerability watch; eu-tenders: EU public tenders; uk-tenders: UK public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists); product-recalls: Product recalls and safety alerts (US FDA, US CPSC, US NHTSA, Health Canada, Transport Canada, CFIA, UK FSA, UK OPSS); eu-legislation: EU legislation: new and amended acts in the Official Journal (regulations, directives, decisions); drug-shortages: Medicine shortages (US FDA, EMA); public-holidays: Public and bank holidays (official government lists, current and next year)."
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories",
      -  "vulnerability-watch",
      -  "eu-tenders",
      -  "uk-tenders",
      -  "eu-funding",
      -  "cert-advisories",
      -  "eu-medicines",
      -  "sanctions-entities",
      -  "product-recalls"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "vulnerability-watch",
      +  "eu-tenders",
      +  "uk-tenders",
      +  "eu-funding",
      +  "cert-advisories",
      +  "eu-medicines",
      +  "sanctions-entities",
      +  "product-recalls",
      +  "eu-legislation",
      +  "drug-shortages",
      +  "public-holidays"
      +]
  2. Changed2 schema fields changed
    • changedInput schema / properties / dataset / description
      Previous value: -"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; vulnerability-watch: Vulnerability watch; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists); product-recalls: Product recalls and safety alerts (US FDA, Health Canada, Transport Canada, CFIA, UK FSA, UK OPSS)."New value: +"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; vulnerability-watch: Vulnerability watch; eu-tenders: EU public tenders; uk-tenders: UK public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists); product-recalls: Product recalls and safety alerts (US FDA, Health Canada, Transport Canada, CFIA, UK FSA, UK OPSS)."
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories",
      -  "vulnerability-watch",
      -  "eu-tenders",
      -  "eu-funding",
      -  "cert-advisories",
      -  "eu-medicines",
      -  "sanctions-entities",
      -  "product-recalls"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "vulnerability-watch",
      +  "eu-tenders",
      +  "uk-tenders",
      +  "eu-funding",
      +  "cert-advisories",
      +  "eu-medicines",
      +  "sanctions-entities",
      +  "product-recalls"
      +]
  3. Changed2 schema fields changed
    • changedInput schema / properties / dataset / description
      Previous value: -"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists)."New value: +"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; vulnerability-watch: Vulnerability watch; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists); product-recalls: Product recalls and safety alerts (US FDA, Health Canada, Transport Canada, CFIA, UK FSA, UK OPSS)."
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories",
      -  "eu-tenders",
      -  "eu-funding",
      -  "cert-advisories",
      -  "eu-medicines",
      -  "sanctions-entities"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "vulnerability-watch",
      +  "eu-tenders",
      +  "eu-funding",
      +  "cert-advisories",
      +  "eu-medicines",
      +  "sanctions-entities",
      +  "product-recalls"
      +]
  4. Changed2 schema fields changed
    • changedInput schema / properties / dataset / description
      Previous value: -"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA)."New value: +"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA); sanctions-entities: Sanctioned entities, vessels and aircraft (EU and OFAC lists)."
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories",
      -  "eu-tenders",
      -  "eu-funding",
      -  "cert-advisories",
      -  "eu-medicines"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "eu-tenders",
      +  "eu-funding",
      +  "cert-advisories",
      +  "eu-medicines",
      +  "sanctions-entities"
      +]
  5. Changed2 schema fields changed
    • changedInput schema / properties / dataset / description
      Previous value: -"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories."New value: +"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories; eu-medicines: EU medicines: authorisations, shortages, safety communications and referrals (EMA)."
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories",
      -  "eu-tenders",
      -  "eu-funding",
      -  "cert-advisories"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "eu-tenders",
      +  "eu-funding",
      +  "cert-advisories",
      +  "eu-medicines"
      +]
  6. Changed2 schema fields changed
    • changedInput schema / properties / dataset / description
      Previous value: -"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants."New value: +"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants; cert-advisories: European CERT security advisories."
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories",
      -  "eu-tenders",
      -  "eu-funding"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "eu-tenders",
      +  "eu-funding",
      +  "cert-advisories"
      +]
  7. Changed3 schema fields changed
    • addedInput schema / additionalProperties
      Added value: +false
    • addedInput schema / properties / dataset / description
      Added value: +"Dataset id. amsterdam-events: Amsterdam events; security-advisories: Security advisories; eu-tenders: EU public tenders; eu-funding: EU funding calls and grants."
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "properties": {
      +    "dataset": {
      +      "description": "Dataset id.",
      +      "type": "string"
      +    },
      +    "paid_placement_note": {
      +      "description": "Meaning of the paid_placement field.",
      +      "type": "string"
      +    },
      +    "sample": {
      +      "description": "Up to 5 records; fields follow the dataset JSON Schema linked in list_datasets. Every record has verification and paid_placement.",
      +      "items": {
      +        "type": "object"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "required": [
      +    "dataset",
      +    "sample"
      +  ],
      +  "type": "object"
      +}
  8. Changed1 schema field changed
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories",
      -  "eu-tenders"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "eu-tenders",
      +  "eu-funding"
      +]
  9. Changed1 schema field changed
    • changedInput schema / properties / dataset / enum
      Previous value: -[
      -  "amsterdam-events",
      -  "security-advisories"
      -]New value: +[
      +  "amsterdam-events",
      +  "security-advisories",
      +  "eu-tenders"
      +]
  10. First observed

TDQS

A4.5/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, non-destructive behavior, and openWorldHint=false. The description adds meaningful context beyond those fields: the call is free, returns exactly 5 records, returns real current records, and accepts no filters. It does not discuss rate limits or response shape, but the output schema covers returns.

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 three short sentences with no wasted language. The key qualifier 'Free' is front-loaded, followed immediately by what is returned and the alternative for filtered records.

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 one-parameter sampling tool with full enum documentation, an output schema, and safety annotations, the description is complete. It explains the sample size, cost, filtering limitation, and the correct alternative without needing to restate schema or return details.

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%, and the single dataset parameter has a fully documented enum with detailed dataset definitions. The description reinforces that the tool operates on one dataset and takes no filters, but it adds no syntax or selection guidance 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 states a specific verb and resource: it returns 5 real, current sample records from one dataset so the caller can inspect fields and quality before paying. It clearly distinguishes this sampling tool from the filter-based query_dataset sibling.

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?

It explicitly says when to use this tool (to check fields and quality before paying) and when not to use it (for records matching a date, place, vendor, country, or keyword), naming query_dataset as the alternative. The no-filter constraint leaves little room for misuse.

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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