MCP servers

Israeli tax research: source-grounded answers with official citations, in Hebrew.

Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client

Open eval leaderboard + CI gate for autonomous coding agents (solve, score, trace).

Offload cheap work from your AI agent to a local Ollama model, at zero cloud cost.

Query a folder of CSV / Parquet / JSON files with SQL — one queryable source, read-only.

31 MCP tools for ESG data extraction, PDF processing, vector search, and EU regulation analysis.

MCP server for SAP ABAP ADT: repository analysis and CRUD for RAP and classic ABAP

Query Mina Protocol: accounts, blocks, transactions, zkApp events/actions, archive SQL, Rosetta.

Search, install, publish & review security-scanned AI capabilities from ai-supply.store.

MCP Server for Pixel Squads — observe your AI agents as pixel-art characters in a live office

Architecture-aware MCP context with boundaries, seams, impact scope, and BGI-TWIN guidance.

The markdown workspace your AI can read, search, and suggest edits in — every change signed.

Substack MCP server: posts are draft-only by design; short-form Notes publish immediately.

Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.

Query Yandex Webmaster indexing, queries, diagnostics and backlinks, and recrawl, via an AI agent.

Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari via AppleScript or iCloud

Debug any supported language with breakpoints, variable/state inspection, and stepping.

Judge hardware timing/serial against a contract: pass/marginal/fail (WS2812, DShot, logs)

Stateless advisor + validator for Conducted Development: kickoff, artifact validation, rule checks.

Exposes a CognOS agent system as a machine-readable graph. Full system snapshot with one tool call.

Linux MCP server for real-time system monitoring - CPU, memory, disk, network, processes, Docker.

AI-powered WhatsApp chatbot platform with 196 tools for bots, campaigns, and contacts.

Code context for AI dev tools: pack-scoped, cited code retrieval over MCP.

NASA-validated computed planetary positions for your AI: 19 astrology tools, never hallucinated.

MCP relay so Claude Code agents on different machines can exchange messages via named channels.

Persistent memory for AI agents. Infinite context with sub-millisecond recall.

Structured-output enforcer: extract and validate JSON from messy LLM text.

Solana token safety for AI agents — rug-pull, honeypot & Token-2022 trap detection before you buy.

One safe tool for your AI agent to publish to every social network via the Social Fanout API.

Validate tool-call args before execution. Returns LLM-friendly retry hints.

Parse partial / truncated / messy JSON for LLM tool calls and structured outputs.

An MCP server that provides text preprocessing, NLP components, and document analysis

Safe Kubernetes access for AI agents via MCP. Read-only by default, with explicit permission modes.

stdio MCP proxy for MorningForm — bridges Claude Code to MorningForm HTTPS MCP server.

MCP server for Sonenta translation management: keys, translations, a11y, and source-health tools.

User story map + kanban with a live browser UI; AI agents and humans plan the same backlog via MCP.

Store, query, and create YAML workflow playbooks for LLM agents.

Analyze any company's identity. Get a Soul Score, dimension scores, a soul.md, and recommendations.

Institutional 13F intelligence: 8,600+ managers, holdings, peer search, sector flows.

MCP server bridging Claude.ai/Desktop with self-hosted OpenClaw via OAuth 2.1.

Free Vedic astrology MCP: birth-chart, panchang & nakshatra tools. Public API, no key required.

Read-only tools over the Psychopathia Machinalis nosology: 79 conditions, 11 tools.

Resolve prediction market events. Price checks, claim verification, outcome confidence.

MCP server giving AI agents eyes and hands inside Android devices via ADB

Read-only tools over the Safer Agentic AI framework: 238 patterns + 14 heuristics.

Spring Boot example that exposes SpringDoc OpenAPI operations as safe MCP tools.

Search 367k+ verified businesses; earn cashback when an agent routes a real purchase.

Your team's knowledge, always in context. SOPs, coding standards, and workflows for Claude.

Snapshot tests for AI tool-call traces: diff, validate, and catch silent regressions.

Utility data for AI agents: IBAN, EU holidays, VAT rates, time zones, ECB FX. Pay per call.