MCP Servers

Stateless MCP server that proxies research queries to Gemini CLI, reducing agent context/model usage

Negotiation math engine. Pareto frontier, counteroffer generation, zero LLM tokens.

Turn rough requests into rigorously structured prompts, for any coding agent.

Red Hat Lightspeed MCP

Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, inventory, and more

Autonomous LLM build orchestrator that plans, edits, and verifies code across languages.

Grounds LLMs in real Latgalian: Wiktionary lemmas, inflections, romanization.

Apollo->Salesforce Lead mapper. No LLM. Strict-fail required fields. PASS/REPAIR/FAIL verdict.

prompts.chat MCP Server

Search and retrieve AI prompts from prompts.chat, the social platform for AI prompts.

MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.

11 open strategy frameworks as AI-guided prompts for any MCP client.

Compiles structured specs into SCORM 1.2/2004 e-learning packages. 30 tools, quality gate, no LLM.

Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters.

Pseudonymizes sensitive data before it reaches cloud LLMs and restores it on the way back.

Compare one prompt across a multi-model panel side by side, with public verification receipts.

MCP server that can perform basic arithmetic operations and parse/evaluate arithmetic expressions.

MCP server for quelllm.fr: 190+ open-weights LLM catalog - list, compare, VRAM and cost estimates

Code intelligence MCP server: call graphs, type inference, and symbol search for Python/Go.

Investigation Game App

Find out who killed Claude by interrogating the LLM driven suspects...

Deterministic prose linter for LLM text — flags AI slop, filler, buzzwords, hedges, clichés.

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

RunAPI MCP server for Gemini Omni: create tasks, poll status, check pricing.

Compression MCP server implementation using Model Context Protocol

OpenAI image generation MCP server for Model Context Protocol hosts

Three-model MCP server returning Grok, Gemini, and DeepSeek outputs for Claude.