MCP Servers

Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.

Tabular data for AI agents — load CSV/JSON/XLSX, query, group-by, stats (no database).

Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.

Model Context Protocol (MCP) server for managing Instant apps, schemas, and permissions!

Proxy guides, tested configurations and error diagnostics, with an optional local route check.

Persistent, shared memory for AI agents — facts, checkpoints, semantic search.

MCP server giving AI access to Japanese public data (statistics, corporations, real estate), integrating e-Stat, Corporate Number and Real E

Evidence-oriented code questions, diff review and test selection via a Jev endpoint.

MCP server exposing JobSpy job-search capabilities

Validates and normalizes Japanese corporate numbers and invoice registration numbers (format only).

Detect, review and fill existing PDF forms from JSON or Excel; reuse saved templates

MCP server wrapping SageMath's full computer algebra system — 10 symbolic-math tools for LLMs.

MCP server for Kaspi.kz Shop API -- orders and products.

MCP server for key driver and feature importance analysis based on rule mining

Send SMS, manage approved sender IDs, and check credits via KindleSMS.

MCP server for Local DevOps tasks (Docker, K8s, System)

Loopcut's cloud tools for Blender: GPU render, assets, images, 3D models, motion and audio.

U.S. casino directory + a player's loyalty data, comps, tiers, and gambling tax docs.

Text-to-speech with 200+ voices in 70+ languages. Requires a LuvVoice API token.

Email validation MCP server using the MailboxValidator API. It can validate email addresses.

Runtime proxy for MCP security, cost governance & audit