AI explainability and transparency reports for AI agents. Instant transparency scan, model cards, decision explanations, Article 13 audits, impact assessments. Zero-config free tier. Built by MEOK AI Labs.

AI agent that summarizes governance proposals from Snapshot & Agora — enables voter clarity and stores summaries onchain using MCP.

Paste an error, get a deterministic explanation and the fix. Offline, zero-dependency explainers for CORS, ESM/CommonJS, npm ERESOLVE, ChunkLoadError caching, Postgres/Supabase connection strings and connection errors, and Next.js build errors — as a libr

Paste a developer error, get the real cause and the fix. Offline, zero-dependency explainers for CORS, ESM/CJS, npm ERESOLVE, ChunkLoadError, Postgres/Supabase DATABASE_URL and Next.js build errors.

MCP server that lets Claude explain ML model predictions with SHAP: feature importance, per-prediction explanations, what-if analysis and plots. Read-only and works with any joblib model.

Why is this PostgreSQL query slow? MCP server and CLI that reads EXPLAIN output and ranks what to fix. Never connects to your database.

Find why a PostgreSQL query is slow from its EXPLAIN output: where the time goes and what to try. MCP server and CLI that never connects to your database.

Anistroph - multi-domain predictive analytics architecture for temporal and non-temporal modeling, explainability, multidimensional evaluation, and MCP-based inference with Claude and AI agents.

Read-only-by-default MCP server for PostgreSQL. Query, introspect schemas, explain plans, health checks.

Secure read-only MCP server for typed job search, deterministic ranking, explainable matching, adversarial defenses, and audited tool use.

KolaVid: remote MCP server, REST API examples and Python/JS SDKs for narrated AI whiteboard explainer videos

Animated map videos for explainers and Shorts: highlight countries and states on satellite or paper maps, globe dive, camera flights. CLI, MCP server and AI skill.

Vox-style paper-collage explainer videos from JSON. Real maps, any language, 100% local rendering, MCP server for Claude & AI assistants.

Official Model Context Protocol (MCP) Server, Go SDK & Claude Skill for SpeedPainter AI (https://www.speedpainter.org/en) — AI Whiteboard Explainer Video & Speedpaint Generator

A beginner-friendly, production-aware ML workflow layer for students, analysts, and AI agents. Train, compare, explain, export, and deploy scikit-learn models without the boilerplate.

Animated map videos and images for explainers and Shorts: highlight countries and states on satellite or paper maps, with flags, labels, data colours, a globe dive and camera flights. CLI, MCP server and AI skill.

🗄️ Principal Database Administrator (DBA) & Data Architecture MCP Server + Multi-Agent Skill for PostgreSQL & MySQL. Deterministic schema audits, ESR indexing, N+1 detection, EXPLAIN plans & zero-downtime migrations.

This is a MCP server which scan your given repo url of github / local project folder and explains you how the codebase works, understand you the architecture of the project, what actually the project does, identify the key files.

Python time series forecasting assistant built on skforecast: deterministic decisions, the script that ran, an optional LLM that explains them, and an MCP server for AI agents.

Explainable, vectorless RAG for AI agents: BM25 + temporal knowledge graph over your files, served over MCP. R@5 0.977 on LongMemEval-S, ~2 ms queries, 0 LLM calls, zero dependencies.

Read-only MCP server that lets AI assistants diagnose PostgreSQL performance: slow queries, EXPLAIN plans, index advice, locks, and the queries inside database functions. Java 25 · Spring Boot 4 · Spring AI

This project replaces error-prone, 2-day manual structural reviews with a 4-minute Agentic AI workflow that parses IFC models for code compliance. It ensures structural safety through real-time 3D visual overlays, explainable reports, and automated "auto-fix" design suggestions.

End-to-end ML toolkit automating the complete workflow — data profiling, preprocessing, feature engineering, model selection, training, validation, explainability, drift monitoring, fairness checks, and interactive HTML reporting. Includes a full CLI for zero-code ML pipelines. Python 3.10+.

LEAP MCP: Basic Explainer Video Creator - Transform any topic into short explainer videos with AI narration and 3Blue1Brown-style animations

Agentic job-discovery backend: 119 ATS & job-board adapters (Greenhouse, Lever, Workday, JSON-LD), explainable scoring with decision traces, cancellable runs, JobSpy-style search with CSV/JSONL export and Atom feeds, resume-to-job matching with missing skills, a read-only MCP server and optional GPT-6, Claude 5.5, Gemini 4 or Kimi K3.1 enrichment.

MCP server to list, load, explain, and validate Agent Skills.

Translation quality evaluation MCP Server powered by xCOMET (eXplainable COMET).

MCP server for regex ai. Features build regex, test regex, explain regex. From MEOK AI Labs.

MCP server for testing, explaining, and generating regular expressions

Sivru CLI + MCP server — the comprehension layer for AI-written code (search, authored intent, the explainer model, and the architectural drift gate). Local.

An autonomous application-security engineer that inspects, tests, investigates, verifies, explains, fixes, and retests software.

NorthCinder is a buyer-run MCP shopping agent that compares evidence, explains tradeoffs, and asks before purchase

MCP for MCPs — score artifacts against rubrics, explain failures and iterate until a defined quality threshold.

Test, explain & benchmark regexes + a library of security patterns

Explain cron schedules (Unix, Quartz, AWS) and list their next runs in any time zone, DST-correct

Sql Builder Ai automation via MCP. Includes build select, build insert, explain query. By MEOK AI Labs.

Transform any topic into an explainer video with AI narration and 3Blue1Brown-style animations

MCP server for SQLite — query databases, inspect schemas, explain queries

Your homelab, explained, read only infrastructure intelligence for Proxmox, Docker, storage, and networking

Public metadata for the klaro.legal MCP server: contracts and official letters explained in plain language

Landlaw Ai tools for AI agents. Capabilities: search land registry, check planning permission, explain covenant. Built by MEOK AI Labs.

What peeragogy can't explain. Dual-column reading: theory vs reality. AI-native knowledge base with MCP server.

MCP server for analogical reasoning: structured pattern mapping, domain-to-domain structure alignment, and explainable inference

AI-powered legal document ai MCP server for agents. Supports generate nda, explain clause, define legal term. By MEOK AI Labs.

Turn telecom signalling captures into explained call-flow ladders — 5G core, 4G EPC, IMS

MCP server for PostgreSQL — query databases, inspect schemas, explain queries from your IDE

Real-time security monitoring and fraud detection, with explainable risk scores and a voice-queryable MCP interface.

Stop re-explaining yourself to Agents. Give it the right context, right when it needs it.

MCP server for Kaspa (Toccata) script tooling: disassemble scripts, estimate compute cost, and explain txscript errors. Pure TS, generated from rusty-kaspa v2.1.0.

MCP tools and agent workflows for explainable dependency upgrades and verification.

Free read-only MCP server: audit API-key privileges, check idempotency patterns, explain AI-agent guard patterns.

🧭 MCP server for SonarQube: explain a red quality gate, search issues, read measures

Six free offline MCP tools that explain, configure and check a Quiet File Team (bots sharing files).

MCP server for SQLite — query databases, inspect schemas, explain queries, and export data from your IDE

Explainable shopping assistant for Kazakhstan: ranks Kaspi, Ozon and OLX offers for your budget, city and must-haves

Explains what state your Git repository is in and how to fix it, in plain English. A read-only CLI and MCP server.

Explainable Sentinel-2 change detection with an MCP server: what changed here, in hectares, with warnings. No account, no API key.

Open-source agentic framework for revenue intelligence. 6 AI agents that extract, resolve, compute, detect, and explain your business data.

Drop links into any chat; get them sorted, explained and searchable, for you and your agents. Any model, or none.

Local-first MCP server for process-aware network visibility, PCAP analysis, and explainable behavioral threat detection in Go.