MCP Tools

Individual tools that power your AI workflows. Each tool provides specific functionality and can be integrated into custom bundles or used standalone.

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Popular and versatile tools for common workflows

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Complete list of available MCP tools

Weaviate Find Unused Collections

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Find collections that have no objects (empty collections). Useful for identifying collections that can be safely...

Weaviate Get Schema Detailed

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Get comprehensive schema information for a collection including properties, data types, vectorizer configuration,...

Weaviate Get Property Usage

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Analyze property usage in a collection. Shows which properties are consistently populated vs frequently null/empty....

Weaviate Get Cross References

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Analyze cross-reference relationships between collections. Shows which collections reference which other collections,...

Weaviate Validate Properties

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Validate property completeness and quality. Find objects with null, missing, or empty required properties. Essential...

Weaviate Analyze Property Distribution

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Analyze distribution of values for a specific property. Shows top values, uniqueness, null rate, and statistics....

Weaviate Analyze Vector Distribution

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Analyze vector embeddings distribution. Shows dimensionality, magnitude statistics, density, and similarity patterns....

Weaviate Batch Import

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Import multiple objects in batch. Optimized for bulk loading with automatic error handling, retry logic, and progress...

Weaviate Batch Delete

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Delete multiple objects matching a filter condition. DESTRUCTIVE operation with safety limits. Requires explicit...

Weaviate Profile Collection

documents
Generate comprehensive collection profile with statistics on object count, properties, vectors, and overall health....

Weaviate Find Duplicates

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Find near-duplicate objects using vector similarity. Helps identify redundant data and potential data quality issues...

Weaviate Compare Collections

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Compare two collections to find differences in schemas, object counts, and configurations. Useful for validating...

Weaviate Copy Objects

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Copy objects between collections. Useful for data migration, creating backups, or duplicating data for testing....

Weaviate Check Vector Quality

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Check vector quality for corruption issues. Detects zero vectors, NaN values, and vectors with abnormal magnitude....

Weaviate Data Quality Report

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Generate comprehensive data quality report. Combines vector quality, property completeness, duplicates, and collection...

Weaviate Sample Objects

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Get representative sample objects from a collection. Useful for quick inspection and understanding data structure...

Weaviate Batch Update

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Update multiple objects matching a filter condition. Useful for bulk status changes, migrations, or data corrections....

Weaviate Create Collection

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Create a new Weaviate collection with custom schema. Define properties, data types, and optionally configure a...

Weaviate Find Missing Vectors

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Find objects without vector embeddings. Critical for debugging semantic search issues - objects without vectors won't...

Stack Exchange Create Filter

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Create a custom filter for Stack Exchange API responses to control which fields are returned.

Stack Exchange List Reputation

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List user reputation changes (public subset, excludes private events) from Stack Exchange sites. Returns reputation...

Stack Exchange Collective Content

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Get questions, answers, tags, or users for a Collective on Stack Overflow.

Stack Exchange User Mentioned

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Get comments where users are mentioned on Stack Exchange. Requires private_info scope.

Stack Exchange Notifications

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Get user's notifications from Stack Exchange (network-wide or site-specific). Requires read_inbox scope.

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Connect to external services with secure authentication

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