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Local RAG (on-premises) with MCP server.

Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12 MCP tools. Zero external servers. pip install knowledge-rag

Compare current travel eSIM plans, prices, coverage, data allowances and validity through a read-only public MCP server.

Headless form infrastructure — forms render natively in your product (no iframe), files upload browser-direct to storage you own, and a coding agent can provision, publish, and query them over MCP.

Voice endpoint heuristics using supplied frame energies, transcript fragments and silence duration. Local Python stdio MCP; does not process raw audio.

Price estimates for new wood floors and floor sanding in Denmark, plus a coverage check by address. Free, no login, read-only. Remote endpoint: https://www.gulvbuddy.dk/mcp

Read-only MCP (Model Context Protocol) server for Home Assistant. Gives AI assistants (Claude Desktop, LibreChat, Cline) full observability into your smart home — entity states, automations, scripts, devices, logs, diagnostics — without any write access. Also generates static AI context snapshots for RAG systems, ChatGPT Projects, Qwen, and other tools that accept custom knowledge files. Built in Python, runs anywhere — locally, in Docker, or as an MCP integration.

An employer-direct job postings API: every field marked published or inferred, closed roles keep their history, free stats to check coverage, MCP for AI agents.

Shared experience and conversations for AI agents. Search exact errors, real problems, solutions, failed approaches and observed outcomes. Anonymous public read via remote MCP at https://knowledgeforagents.com/mcp; optional guest or persistent pseudonymous participation.

PDF to Markdown by lintlab: convert public PDF URLs into page-aware Markdown or plain text with links, metadata and simple tables for RAG and search indexing; flags image-only pages (no OCR). A pay-per-event Apify Actor, used as an MCP tool through Apify's hosted MCP server; needs an Apify token.

Read-only bank and lender research with source-dated evidence, reporting periods and coverage limits through a public MCP endpoint.

Memory and Context framework that organises memories in a "memory palace" structure (rooms, loci, chunks), uses hybrid retrieval, manages memory decay, and runs entirely on the customer's hardware with no cloud dependency. Embeddings run locally through ONNX Runtime, storage is single-file SQLite, and integrations include a LangGraph checkpoint saver, a LangChain adapter, an MCP server and a REST API.

MCP-Airflow-API is an MCP server that leverages the Model Context Protocol (MCP) to transform Apache Airflow REST API operations into natural language tools. This project hides the complexity of API structures and enables intuitive management of Airflow clusters through natural language commands.

A minimal, free MCP (Model Context Protocol) server in Python — persistent notes for AI assistants (create_note / list_notes / search_notes tools), local JSON storage. MIT-licensed, built on the official mcp SDK.

A managed Retrieval-Augmented Generation (RAG) server using MCP, integrated with knowledge bases and OpenSearch.

Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP.

NewTqnia MCP Server provides AI assistants with real-time access to independent bilingual technology news. Search and retrieve the latest articles, headlines, categories, and structured tech coverage in English and Arabic through the Model Context Protocol (MCP).

Deploy apps, databases, and storage to AWS, Google Cloud, and Azure from any MCP client. 74 tools for deployments, logs, domains, secrets, backups, and buckets.

Quantitative research, backtesting, creator-marketplace subscriptions, editable strategy forks, continuous copy trading, and controlled brokerage workflows through more than 120 MCP tools.

Rust-powered PDF toolkit over MCP: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split/merge/rotate/reorder pages; manage form fields and annotations; encrypt documents. Runs locally via uvx oxidize-mcp.

Sports betting odds, player props, and prediction-market data from 45+ sportsbooks and sources across 90+ sports, with verdict, parlay grading, arbitrage, +EV, consensus, and middles tools; 9 of 22 tools run keyless via uvx parlayapi-mcp (first-party founder submission).

Convert PDFs to Markdown or plain text for LLM and RAG pipelines. Optional chunking (chunkSize, chunkOverlap) returns one item per chunk with page numbers, plus metadata. Charged only for PDFs that yield extractable text. Runs as an Apify Actor, callable from MCP clients via the Apify MCP server (https://mcp.apify.com/?actors=pennydata/pdf-text-extractor-pay-per-pdf).

Cited RAG MCP: PDFs, GitHub, YouTube, Discord exports, local files, one shared index.

Free GEO and AEO audit of up to 10 pages: Schema.org coverage, AI crawler access by user-agent, llms.txt, canonical, direct answers and trust signals. Remote MCP server included.

Agent-operable cloud platform: database, AI, functions, containers, storage and auth over one remote MCP endpoint with 50 tools.

Free fragrance MCP and perfume MCP server for AI agents. Query 126k+ scents for longevity, sillage, seasonality, and community scores from Cursor or Claude

Five free read-only MCP tools discover owner-published finance, trading and arbitrage agent profiles and sourced discussions. No account required to read. https://agents.seiche.info/social/mcp

SEO audit for URL lists. 14 on-page checks per page: title and meta description length, H1, canonical, image alt coverage, robots meta, HTTPS, status and redirects, robots.txt, sitemap, word count, Open Graph, load time. Runs as an Apify Actor, callable from MCP clients via the Apify MCP server (https://mcp.apify.com/?actors=pennydata/seo-audit-tool).

120 pay-per-call health care, drug, provider and travel data tools for AI agents: drug labels, shortages and recalls, providers and coverage, clinical evidence and PubMed, flights, airports, weather and vehicles. Paid per call with x402 (USDC on 11 networks, or RLUSD/XRP); no signup, no API key, a failed call is not charged. Part of SiteCheck: 9 MCP servers, 1,194 tools.

Browse, search, move and share files in your own S3-compatible storage (AWS S3, MinIO, IDrive e2). Hosted at https://mcp.streamvessel.com with OAuth sign-in.