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MCP servers tagged structured-output
34 live MCP servers tagged "structured-output", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with structured-output.
Nika
A Network Arena for Benchmarking AI Agents on Network Troubleshooting
Agent2
Turn domain experts into production AI agents.
Jev Judge MCP
Typed judgment tools for MCP agents. TypeSafe's Jev model as verify, screen, find, classify, rerank, decide, compare, extract, review, gate, and score: the model judges, policy de…
JOpenAgent
A Java library to create reliable agents
Bonnard
Open-source agentic schema for reliable data outputs. Query data through MCP and via our SDK. Create apps, embed data or just simply explore through your preferred agent.
Godot Agent
Godot AI agent CLI, Skill, and MCP server with structured JSON/schema output — headless scene/script/export automation plus live runtime control.
Langchain Masterclass
A hands-on LangChain course with 100+ runnable labs — RAG, tools, agents, MCP, structured outputs, and multi-provider LLM support.
Agent CLI Framework
Build Rust CLIs that AI agents can discover, call, and learn from. No MCP server needed.
Contract Question Agent
Contract clause verification-question generator using CUAD and typed LLM workflows.
Open Bdsg
Hệ điều hành phát triển kinh doanh trong kỷ nguyên AI — mã nguồn mở. bdsg.vn chạy chính mã này, không phải bản đặc biệt. Doanh nghiệp bật lĩnh vực cần dùng; nhân giữ danh tính, qu…
Dlx Public Kit
# DLX Public Kit DLX Phase 1 is a public evaluator kit for a thin MCP-native trust proxy. The public face is intentionally narrow: evaluators call `extract`, then `get_execution`…
Llmprism
A unified, fluent Rust SDK for 13 LLM providers -- text, tools, streaming, structured output, MCP, and a CLI, all through one API.
Omnia MCP
JEV and local LAYA for MCP. Typed decisions, bounded inference and durable decision records.
AQVEN
Python framework + local Studio for reliable LLM workflows: typed files in your repo, pre-run checks, experiments and evals, MCP server for coding agents
Openjev MCP
MCP server exposing TypeSafe's Jev through the public OpenJEV API. Send one shared context and several independent questions; get typed judgments and probabilities back — choice,…
Picoth Wire
🐈⬛ Zero pip install clutter: single-file engine turning local LLMs into Python dataclasses. Under 9MB RAM with built-in consensus voting against hallucinations.
Bonnard SDK
Archived. Earlier Bonnard product. Current: bonnard.dev / @bonnard/mcp-charts
AI SDK Dart
Dart/Flutter port of Vercel AI SDK v6 — provider-agnostic text generation, streaming, structured output, tools, embeddings, image gen, speech, MCP, and Flutter UI controllers
QZX Quick Zap Exchange
QZX by Alejandro Sánchez: cross-platform commands and structured JSON for AI agents; reference implementation of QZX Result Contract v1 with MCP 2025-06-18 to 2026-07-28 interoper…
Be My Geminis
Routes every image Claude Code touches through Gemini Vision into typed JSON. Video, MCP, structured visual diff, and a quiet Opus fallback when Gemini's down.
Normandy
Build production-ready AI agents in Elixir — structured schemas, tool calling, multi-agent coordination, streaming, and distributed sessions, with first-class Anthropic Claude sup…
Swift Agent SDK
Typed, model-agnostic LLM agents in Swift — a pydantic-ai port built on Apple FoundationModels. Anthropic Claude, OpenAI, Google Gemini, and on-device, with tools, structured outp…
Rfc Agent Validator
RFC analysis agent with empirical validation. Compares custom API tools vs WebSearch-only. Real-world testing proved custom tools produce superior structured output. Model-agnosti…
Spring AI Integration
A curated collection of Spring Boot projects demonstrating AI and LLM integrations, including examples of AI-powered applications, multi-provider LLM setups, and best practices fo…
Visual Scene Ontology
An image is not a sentence: a VLM's description of one is unvalidated prose. VSON makes every claim about an image — object, property, spatial relation, action — a graph assertion…
Ks Cookbook
Developer acceleration layer for enterprise RAG + agent pipelines. 32 production-style flagships on LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai. Permiss…
Agentcast
Structured output for any LLM call — validate, retry with feedback, return typed data or throw. Zero deps. Sibling to agentsnap + agentguard.
MDLang
Define LLM-powered functions as Markdown. Generate typed TypeScript clients. Run them anywhere — LangChain agents with MCP tools.
Xerify
Verify before you trust. Cross-provider verification with LLMs and Jev. CLI, library & MCP.
Harness Fleet
Typed bulk evidence processing with SQLite checkpoints, exact source offsets, CLI, MCP, and Agent Skills.
Claude Certified Architect Foundations Study Notes
Claude Certified Architect Foundations study notes covering Claude Code, MCP, prompt engineering, structured output, and context management across Domains 1-5.
Agentcast Py
Python port of @mukundakatta/agentcast: structured output enforcer for LLM calls
Financial MCP Poc
Business evaluation workflow PoC using MCP and local LLMs
LLM Capability Framework LCF
Precision-Matched Intelligence. The LLM Capability Framework (LCF) is a structural standard for mapping specific task requirements to the most effective model architecture, token…