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Search MCC Partner Country Business Forecast

search_mcc_forecast

Read-onlyIdempotent

Not affiliated with the U.S. government, GSA, or SAM.gov. Not a U.S. government service. MCC Partner Country Business Forecast, planned compact procurements above $300K across all active Millennium Challenge Corporation compacts, published quarterly by MCC itself. INFORMATIONAL AND NON-BINDING: this forecast does not commit MCC or any MCA entity to any procurement. Real opportunities post later as live bids. US companies are generally eligible to bid; confirm with the issuing MCA entity. Filter by keyword, country, or anticipated quarter. These are forecasts, not live solicitations. Present as information only; verify every fact against the issuing MCA entity before acting. One search 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

Name	Required	Description
`limit`	No
`query`	No	Keyword filter over project name and description
`country`	No	Partner country substring filter
`quarter`	No	Anticipated quarter substring, e.g. '2026' or 'Jul-Sep'

Output Schema

Name	Required	Description	Default
`count`	Yes
`quota`	Yes
`coverage`	Yes
`forecasts`	Yes
`data_caveat`	No	Data quality caveat	MCC Partner Country Business Forecast, published quarterly by the Millennium Challenge Corporation. Planned procurements above $300K across active compacts. These are pipeline forecasts, not live bids. Verify with the issuing MCA entity before acting.
`analytical_disclaimer`	Yes

Schema Changelog

Changes observed during successful MCP inspections.

Changed33 schema fields changedOct 24, 2026

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"
-]
```

Changed1 schema field changedOct 18, 2026

addedOutput schema / $defs / QuotaBlock / properties / mode

Added value: +{
+  "default": "ordinary",
+  "enum": [
+    "ordinary",
+    "testing",
+    "review",
+    "beta"
+  ],
+  "title": "Mode",
+  "type": "string"
+}

First observedOct 14, 2026

TDQS

A4/5.0

Behavior5/5

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

Goes well beyond the existing readOnly/idempotent annotations by disclosing that results are informational and non-binding, that every record carries a source link or ID for verification, that one search counts as one use regardless of result count, and that eligibility should be confirmed with the issuing MCA entity. These are non-obvious behavioral and quota facts an agent needs before acting.

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 legal disclaimer is front-loaded, which is defensible, but the core message is repeated: 'INFORMATIONAL AND NON-BINDING,' 'These are forecasts, not live solicitations,' and 'Present as information only' say the same thing three times. Trimming the redundancy would make it tighter without losing meaning.

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?

Covers the forecast nature, eligibility, verification, and quota semantics, and an output schema exists so return values need not be described. The one remaining gap is the limit parameter's behavior (default 20, max 50) and any paging semantics, which are unaddressed in both schema and description.

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?

The description restates the filter dimensions (keyword, country, anticipated quarter), which the schema already documents for three of four parameters. It adds no format or syntax detail beyond the schema, and the limit parameter is undocumented in both places. With 75% schema description coverage, baseline 3 is appropriate.

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 resource (MCC Partner Country Business Forecast of planned compact procurements above $300K) and its source/publisher. It clearly frames the content as forecasts rather than live solicitations, which implicitly separates it from live-opportunity siblings. It stops short of naming the sibling (e.g., search_mcc or search_opportunities) it differs from, so sibling differentiation is inferred rather than explicit.

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

Usage Guidelines4/5

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

Gives clear context for when to use it: early-market intelligence on planned MCC procurements, filtered by keyword, country, or quarter, with the note that real opportunities post later as live bids. It does not explicitly route the agent to a specific alternative tool for live bids, and no exclusions are stated, so it is clear but not fully prescriptive.

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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