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MCP servers tagged structured-outputs

17 live MCP servers tagged "structured-outputs", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with structured-outputs.

17
live servers
35
avg trust
25
most stars
1

Mcp.do

Model Context Protocol for standardized AI model interactions

42
2

TrueNorth

amareshhebbar

Declare the outcome, skip the logic. The developer-first infrastructure engine for structured, multi-turn AI conversations with built-in safety, async follow-ups, and native compl…

★ 25updated 2 months ago
39
3

TrueNorth

Declare the outcome, skip the logic. The developer-first infrastructure engine for structured, multi-turn AI conversations with built-in safety, async follow-ups, and native compl…

★ 24
39
4

Schemafit

OrionArchitekton

Provider-aware structured-output / JSON-Schema CI linter: fail CI before your schema 400s on OpenAI, Anthropic, or Gemini.

★ 1updated 3 months ago
34
5

Codex Toolloop

BjornMelin

Build agentic coding workflows with OpenAI Codex ToolLoop: Based on the Codex app-server and Vercel AI SDK v6, codex exec automation, JSONL events, structured outputs, dynamic too…

★ 1
34
6

Schema Census

Point mcp-schema-check at your MCP server and see which provider strict modes reject your tool schemas, and why. Backed by 617 servers / 14,804 real schemas.

34
7

Forge AI

🚀 Production-ready AI Workspace for Document RAG, Autonomous Agents, Dynamic Tool Calling, Structured Data Extraction, and MCP protocol. Built with Next.js 16, Express 5, PostgreS…

34
8

Typecast

Make LLM output a compile-time concern: schema derivation, repair, and constraint-aware retry for Scala 3 & Java on the JVM.

34
9

LLM Abi

One schema. Every model. A schema compatibility compiler for LLM providers.

34
10

LLM Portability Demo

Zero-dependency provider-portability packages for OpenAI-compatible agents working together end to end. Runs offline.

34
11

AI Financial Scenario Analyst

Decision-support demo that separates language interpretation from deterministic financial calculations, with typed tools, audit traces, and regression tests.

34
12

Tool Schema

Convert any JSON Schema into a valid tool / function calling schema for OpenAI, Anthropic, Gemini and MCP. Zero dependencies.

34
13

Apilot

ahmeddyounis

Agentic accounts-payable automation using FastAPI: a vision LLM extracts invoice data, deterministic code makes every payment decision. LangGraph 3-way matching, duplicate & fraud…

34
14

Pipelain

n1k1t

Powerful utility to build and execute type-safe AI pipelines with structured outputs and tool integration

34
15

Xerify

Verhex

Verify before you trust. Cross-provider verification with LLMs and Jev. CLI, library & MCP.

updated a month ago
34
16

Dspack Gen

aestheticfunction

Generation and governance pipeline for dspack contracts: prompt compiler, model adapters, S1/S2/S3 governance gates, bounded repair loop, audit reports, and the evaluation harness…

34
17

Gpt Control

wolfiesch

A trustworthy cross-model review broker for coding agents: real runs, structured findings, attachment receipts, and Chrome Bridge, Codex, or Responses transports

34
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