Best Ollama MCP Servers
Ollama is an open-source project that allows you to run large language models (LLMs) locally on your own hardware, providing a way to use AI capabilities privately without sending data to external services.
Why this server?
Leverages local Ollama LLM for offline diagnosis and remediation, avoiding external API calls.
AlicenseBqualityBmaintenanceAgentic data quality MCP server — runs structured validation rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Full audit trail of every AI decision.Last updated1063Apache 2.0Why this server?
Integrates with local Ollama instances for private, AI-powered structured data extraction and content summarization.
AlicenseAqualityAmaintenanceWeb content extraction for AI agents. 10 tools: scrape, crawl, map, batch, extract, summarize, diff, brand, search, research. Uses TLS fingerprinting to bypass anti-bot without a headless browser. Outputs LLM-optimized markdown with 67% fewer tokens than raw HTML.Last updated2101,350AGPL 3.0Why this server?
Provides integration with Ollama as a local LLM backend for the Gradio chat UI, allowing natural-language querying of the 3DCityDB.

3DCityDB MCP Serverofficial
AlicenseAqualityCmaintenanceEnables AI assistants to interact with 3DCityDB v5 through natural language, dynamically resolving object classes, properties, and codelists to answer spatial questions and execute SQL queries on CityGML data.Last updated146Apache 2.0Why this server?
Enables the MCP server to use Ollama as a local provider for embeddings and inference, powering semantic compression and graph-based knowledge retrieval.

Tribalofficial
FlicenseAqualityBmaintenanceSemantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.Last updated8104Why this server?
Supports optional integration with Ollama for higher-quality embeddings in semantic search functionality, using models like nomic-embed-text for improved vector search results.
AlicenseBqualityAmaintenanceHeadless semantic MCP server for Obsidian, Logseq, Dendron, Foam, and any markdown folder. Features built-in hybrid semantic search, surgical AST editing, template scaffolding, zero-config local embeddings, and workflow tracking.Last updated252227MITWhy this server?
Utilizes Ollama as a local-first model runtime to power the retrieval-ranking learning loop and provide model-driven memory orchestration.
AlicenseAqualityAmaintenanceContextLattice is an HTTP-first, MCP-compatible memory/context/task orchestrator that persists writes and returns fused recall from specialized stores with local-first defaults. Primary URL: https://contextlattice.io/ Install: https://contextlattice.io/installation.html Troubleshooting: https://contextlattice.io/troubleshooting.htmlLast updated73113Apache 2.0Why this server?
Provides a preset tunnel configuration for Ollama with authentication enabled on port 11434, enabling secure external access to local Ollama instances.
Why this server?
Allows using local LLMs via Ollama for retrieval-augmented generation (RAG).
AlicenseAqualityBmaintenanceA universal, local-first MCP hub that indexes personal files (documents, code, etc.) and provides private semantic search via hybrid dense+BM25 retrieval, enabling agents like Claude Desktop to query your data without sending it to the cloud.Last updated1174MITWhy this server?
Integrates with Ollama for local AI-powered natural language to SQL query generation.