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MCP servers tagged deterministic
83 live MCP servers tagged "deterministic", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with deterministic.
Datamimic
Model-driven synthetic test data for CI/CD and analytics - deterministic, privacy-preserving, and domain-aware. Includes Python APIs, XML pipelines, and MCP/IDE integration to orc…
Sponsio
Deterministic safety solutions for probabilistic AI agents
Pineforge Engine
Open-source PineScript v6 backtest engine that reproduces TradingView trade-for-trade: 4,189/4,190 probes excellent-or-strong (312 open corpus + 413 community scripts on 15 market…
Bgts Context Engine
Deterministic code-graph context engine for AI coding agents - PostgreSQL + Apache AGE + pgvector, MCP & REST, no LLM in the loop.
Labwired Core
Deterministic firmware simulator for ARM Cortex-M and RISC-V — with hardware-validated parity
Kenjaku
Kenjaku is a Karpathy-style LLM wiki, reinforced where it counts with battle-tested software (including a local RAG).
Etchplan
Compile an AI agent's repeated workflows into deterministic, auditable routines that replay for free, with a fallback to the agent.
Chanlun Engine Skill
让 AI 帮你做缠论分析：自动画笔、线段、中枢，标出三类买卖点与背驰，每个信号都带失效价位。脚本负责计算，AI 负责讲人话；可复核、不荐股。适配 WorkBuddy / Claude Code / Codex / OpenClaw。Chan Theory (缠中说禅) engine for AI agents.
Finance Skills
AI agent financial skill — real fundamentals, deterministic math, fail-closed. Stop agents inventing stock numbers.
TyKolt/kremis
first via redb (ACID). **Alpha**.
Bar Observatory
Deterministic, local-only audit reports for Claude Code AI agent sessions. Rust + SQLite. Zero network calls. MCP server for agents.
Dwarf Fortress MCP
A semantic, transactional, replayable MCP control plane that lets autonomous AI agents operate Dwarf Fortress as a long-lived civilization. Safe-Rust phase-0B scaffold: MVCC world…
Sandy
Deterministic MCP scenario replay for AI agents — create once, replay without LLM inference
Vigia Intent Analysis
DFIR intentionality engine for SIFT. Verdicts sealed before any LLM sees the evidence. Detects fabricated artifacts and false flags — not just what happened, but who benefits f…
Emboss
Emboss — precision PDF generation for Python. Declarative specs, Knuth-Plass typography, PDF/UA tagging, deterministic output.
Speckle Claude Skill Package
25 deterministic Claude AI skills for Speckle Data Platform. Object model, GraphQL API, Python/C# SDKs, connectors (Revit, Rhino, Blender, AutoCAD, Tekla), viewer, Automate
Backtest
Local MCP server: PineScript v6 → C++ + Docker backtest runner with parameter sweeps + Binance OHLCV exporter. Fully local (transpiler bundled in the engine image), no API key.
Aethis
MCP server for the Aethis developer API — eligibility checks via Claude, Cursor, Windsurf
Execution State Preflight
Move both the checklist and the verdict outside the model. Slot-based preconditions for irreversible tool calls — execution reads a verdict record, never a conditional.
Specdrift
Deterministic spec lint for manifest-driven golden paths — validates invariants, detects drift, speaks MCP. Never calls an LLM; LLMs call it.
Omnex
Universal retrieval. Structure-aware. Token-efficient.
Faith
Agent-first Bible CLI. Multi-locale, deterministic, offline. Returns canonical JSON, supports batch and multi-translation parallel lookups.
Renderoni
Three.js renders. Rapier simulates. Renderoni makes it a game: an open-source 3D web game engine for TypeScript with headless testing and AI-agent tooling.
Nqlite
A context-first, deterministic, single-file database for AI agents — SQLite for AI memory. Records, typed graph relations, BYO embeddings, and time under one ACID transaction. No-…
treasury
Cost governance for Massive Intelligence (IM) agent orchestration: hard per-request, per-task, and per-day USD budgets with depletion events, pre-flight cost forecasting, prefix-c…
Agent Action Gate
Deterministic policy gates for AI agent tool calls: allow, deny, or require human approval.
Rag Runtime Kernel
Persistent memory and deterministic state control for any LLM, in two tiers. Tier 1: a single markdown spec you paste into any chat - no install. Tier 2: a formally-verified Pytho…
Claude Robinhood Deterministic Trading
The reference architecture for deterministic AI trading with Claude Code + Robinhood's agentic MCP: the agent operates the system but never originates a trading decision. Determin…
Brok
An MCP that reviews your architecture, estimates real capacity from cited numbers, surfaces the trade-offs you are making, and roasts bad design in a dry voice. Deterministic engi…
Repo Interrogator
A local tool that helps AI understand large code projects.
Novahiz
Agent governance toolkit for AI coding agents. Classifies prompts, requires the right skills before file edits, and blocks unsafe changes. Runs fully local with no model calls. Sh…
Shpbl Drift Sentinel
Agent Behaviour Drift Sentinel: detects silent behavioural drift in agent execution traces against a signed baseline. Reference implementation of the public SHPBL behaviour specif…
Map1
Deterministic identity for structured data
Zero Vector MCP
MCP server for deterministic procedural generation — seed-based world building, terrain & content systems
LeonTing1010/tap
in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.
BluesPrince/thiri-mcp
mcp`
Ocarina
Automation framework for MCP servers. Write a YAML playbook, replay it deterministically against real servers, no LLM in the loop.
Neuroverseos Governance
Deterministic governance engine for AI agents. Enforce rules defined in .md governance files across AI systems.
Assemblash
Local-first visual document engine with a web editor, CLI, API, and MCP server - built for humans and AI agents.
AI MemoryHub
零依赖确定性 Agent 长期记忆系统 — Markdown 权威源 + 薄索引，拒答/澄清替代向量硬猜，玻璃盒可审计。 | Zero-dependency deterministic agent memory system — Markdown authoritative store + thin index, refuse/clarify instea…
Frap
Deterministic UI engine for tests and agents — stable locators and self-healing without ML in core; optional LLM enhancements and MCP tools when you need them.
Vitric
The glass-box game engine for AI agents — every state visible, operable, and verifiable. AI builds, tests, and iterates games autonomously.
Cognitive Bullwhip Diagnostics
Deterministic MCP middleware for detecting cognitive amplification failures in LLM agent systems. Maps the supply chain Bullwhip Effect onto multi-layer AI decision pipelines. 6 t…
MTA Plugin
Give any AI assistant a private, token-free memory of your files — Claude, Gemini, Cursor, VS Code, Windsurf, Codex & Grok. Converts attachments (PDF/Office/EPUB/archives) to Mark…
Meme Maker
Deterministic meme generation for AI agents. 609 templates, JSON spec in, pixels out. CLI/MCP/HTTP/UI. MIT.
Lingnao
灵脑 LingNao — 可审计·确定性·不幻觉的推理引擎（非概率生成式 LLM）。本地 A* 可审计推理 + 世界图 + 七段审计 + do 演算因果；免费 LLM 仅做感知/解释，不进入证明链。46 个 MCP 工具。授权：商业授权 / 非商业免费（非商用免费，商用须书面授权）。
Fitorder Swiggy MCP
A deterministic SwiftUI performance-nutrition concierge orchestrating Swiggy Food and Instamart through a local MCP demo.
Ainumbers
Deterministic fintech compliance tools + the OpenChainGraph verifiable-artifact standard
Deterministic Workflow Builder
Deterministic, auditable workflow execution for Codex and Claude — typed manifests, approval gates, audit trails, and live HTML visualization.
Biz Guard
Deterministic business-change safety gate for coding agents — evidence-backed BLOCK/ALLOW decisions