Skip to main content
Glama

Search USTDA business opportunities

search_ustda
Read-onlyIdempotent

Not affiliated with the U.S. government, GSA, or SAM.gov. Not a U.S. government service. US Trade and Development Agency business opportunities, feasibility studies, pilot projects, and technical assistance in developing countries. USTDA grants go to foreign project sponsors, who select US firms to perform the work. Filter by keyword, country, or sector. Present as information only; verify every fact against the USTDA opportunity page before acting. Follow-ups within 30 minutes after a search ride free (up to 30 per search); otherwise one accepted call counts as one use, regardless of how many records are returned. Every record carries a direct source link (or source name and record ID) so you can verify and cite the underlying record.

Input Schema

NameRequiredDescriptionDefault
limitNo
queryNoKeyword filter over title and summary
sectorNoSector substring filter, e.g. energy, telecom
countryNoProject country substring filter

Output Schema

NameRequiredDescriptionDefault
countYes
quotaYes
coverageYes
data_caveatNoData quality caveatUS Trade and Development Agency business opportunities. USTDA grants go to foreign project sponsors, who select US firms to perform the work. Feasibility studies often lead to larger implementation contracts. Verify terms on the USTDA opportunity page before acting.
opportunitiesYes
analytical_disclaimerYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed33 schema fields changed
    • addedOutput schema / $defs / Coverage / properties / as_of / anyOf
      Added value: +[
      +  {
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • addedOutput schema / $defs / Coverage / properties / as_of / default
      Added value: +null
    • changedOutput schema / $defs / Coverage / properties / as_of / description
      Previous value: -"UTC ISO 8601"New value: +"Known source observation time; null when not recorded. Not the query time."
    • removedOutput schema / $defs / Coverage / properties / as_of / type
      Removed value: -"string"
    • addedOutput schema / $defs / Coverage / properties / cache_timestamp_basis
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Cache Timestamp Basis"
      +}
    • addedOutput schema / $defs / Coverage / properties / cache_timestamp_field
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Cache Timestamp Field"
      +}
    • addedOutput schema / $defs / Coverage / properties / exclusions
      Added value: +{
      +  "items": {
      +    "type": "string"
      +  },
      +  "title": "Exclusions",
      +  "type": "array"
      +}
    • addedOutput schema / $defs / Coverage / properties / last_attempt_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Last Attempt At"
      +}
    • addedOutput schema / $defs / Coverage / properties / last_attempt_scope
      Added value: +{
      +  "anyOf": [
      +    {
      +      "additionalProperties": true,
      +      "type": "object"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Last Attempt Scope"
      +}
    • addedOutput schema / $defs / Coverage / properties / last_success_record_count
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "integer"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Last Success Record Count"
      +}
    • addedOutput schema / $defs / Coverage / properties / last_success_scope
      Added value: +{
      +  "anyOf": [
      +    {
      +      "additionalProperties": true,
      +      "type": "object"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Last Success Scope"
      +}
    • addedOutput schema / $defs / Coverage / properties / last_successful_ingest_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Last Successful Ingest At"
      +}
    • addedOutput schema / $defs / Coverage / properties / last_successful_refresh_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Last Successful Refresh At"
      +}
    • addedOutput schema / $defs / Coverage / properties / latest_cached_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Latest Cached At"
      +}
    • addedOutput schema / $defs / Coverage / properties / latest_stored_fetched_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Latest Stored Fetched At"
      +}
    • addedOutput schema / $defs / Coverage / properties / latest_stored_ingested_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Latest Stored Ingested At"
      +}
    • addedOutput schema / $defs / Coverage / properties / oldest_cached_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Oldest Cached At"
      +}
    • addedOutput schema / $defs / Coverage / properties / oldest_ingested_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Oldest Ingested At"
      +}
    • addedOutput schema / $defs / Coverage / properties / pagination_note
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Pagination Note"
      +}
    • addedOutput schema / $defs / Coverage / properties / population
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Population"
      +}
    • addedOutput schema / $defs / Coverage / properties / population_complete
      Added value: +{
      +  "default": false,
      +  "title": "Population Complete",
      +  "type": "boolean"
      +}
    • addedOutput schema / $defs / Coverage / properties / population_status
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Population Status"
      +}
    • addedOutput schema / $defs / Coverage / properties / query_time
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "description": "When this stored-data query was calculated; not proof of source refresh",
      +  "title": "Query Time"
      +}
    • addedOutput schema / $defs / Coverage / properties / record_type
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Record Type"
      +}
    • addedOutput schema / $defs / Coverage / properties / refresh_error_code
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Refresh Error Code"
      +}
    • addedOutput schema / $defs / Coverage / properties / refresh_status
      Added value: +{
      +  "default": "unknown",
      +  "title": "Refresh Status",
      +  "type": "string"
      +}
    • addedOutput schema / $defs / Coverage / properties / scope_note
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Scope Note"
      +}
    • addedOutput schema / $defs / Coverage / properties / source
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Source"
      +}
    • addedOutput schema / $defs / Coverage / properties / source_as_of
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Source As Of"
      +}
    • addedOutput schema / $defs / Coverage / properties / source_state
      Added value: +{
      +  "anyOf": [
      +    {
      +      "enum": [
      +        "matched",
      +        "no_match",
      +        "not_loaded",
      +        "unsupported",
      +        "failed_refresh",
      +        "unknown"
      +      ],
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Source State"
      +}
    • addedOutput schema / $defs / Coverage / properties / source_url
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Source Url"
      +}
    • addedOutput schema / $defs / Coverage / properties / stored_rows
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "integer"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "default": null,
      +  "title": "Stored Rows"
      +}
    • removedOutput schema / $defs / Coverage / required
      Removed value: -[
      -  "as_of"
      -]
  2. Changed1 schema field changed
    • addedOutput schema / $defs / QuotaBlock / properties / mode
      Added value: +{
      +  "default": "ordinary",
      +  "enum": [
      +    "ordinary",
      +    "testing",
      +    "review",
      +    "beta"
      +  ],
      +  "title": "Mode",
      +  "type": "string"
      +}
  3. First observed

TDQS

A3.6/5.0
Behavior4/5

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

Beyond the read-only/idempotent annotations, the description discloses quota behavior (follow-ups within 30 minutes free, up to 30 per search; otherwise one accepted call = one use regardless of record count) and a verification obligation. That is genuine behavioral context an agent cannot get from the annotations.

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 disclaimer material ('Not affiliated with the U.S. government, GSA, or SAM.gov. Not a U.S. government service.') consumes the front-loaded position and says the same thing twice before the actual capability is described. The remaining sentences are dense and useful, but the opening costs the tool its lead.

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?

An output schema exists, so return structure need not be explained, and the description still notes that every record carries a source link or source name plus record ID. Combined with the quota and verification notes, an agent has enough to call and interpret results correctly.

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 coverage is 75% and already documents query, sector, and country as substring filters. The description's 'filter by keyword, country, or sector' restates that without adding syntax or matching nuance, and the limit parameter is not mentioned at all.

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?

The description names a specific resource — USTDA business opportunities, feasibility studies, pilot projects and technical assistance in developing countries — and states the filterable dimensions. It is clear what the tool returns, though the two opening disclaimer sentences delay the actual purpose statement.

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?

It gives post-retrieval guidance ('present as information only; verify every fact against the USTDA opportunity page') and explains the quota mechanics for follow-up searches. However, it never says when to pick this over siblings like search_mcc, search_grants_gov, or search_open_grants, so agent routing relies on the name alone.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources