Why this server?
Leverages local Ollama LLM for offline diagnosis and remediation, avoiding external API calls.
AlicenseBqualityAmaintenanceAgentic 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 updated463Apache 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.
AlicenseAqualityBmaintenanceSelf-hosted webhook relay and tunnel with Noise NK encryption. Inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels — 13 MCP tools. No tokens or passwords needed.Last updated137AGPL 3.0Why this server?
Enables AI-powered content processing including query rewriting, page summarization, and research synthesis using configurable Ollama models.
AlicenseAqualityAmaintenanceEnables AI assistants to perform comprehensive web research through tiered search, secure URL fetching with markdown conversion, and automated multi-source synthesis pipelines. Provides read-only tools with configurable caching, SSRF protection, and optional LLM-powered summarization for search results and content analysis.Last updated281MITWhy 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?
Integrates with Ollama for local AI-powered natural language to SQL query generation.
AlicenseAqualityAmaintenanceWhoDB CLI - a powerful database management tool with interactive TUI, programmatic commands, and MCP server for AI assistants.Last updated124,860Apache 2.0Why this server?
Provides integration with Ollama as a local LLM backend for the Gradio chat UI, allowing natural-language querying of the 3DCityDB.
AlicenseAqualityBmaintenanceEnables 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?
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 updated2101,422AGPL 3.0Why 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.
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 updated8106Why this server?
Integrates with Ollama to run Kimi K2 reasoning for deeper adversarial probing of dependencies.
AlicenseAqualityBmaintenanceSSWP MCP — Deterministic software attestation for AI-augmented development. Witness any repo through a 5-gate pipeline, adversarially probe dependencies, and produce self-verifying .sswp.json attestations. Fleet registry across 131 nodes with tamper-proof audit ledger and FTS5 search. Agent-native — one tool call from Hermes, Claude, or Cline.Last updated83MIT
