Uncensored Wan 3.0 API wrapper (Python): relaxed-moderation Alibaba video generator via MuAPI with synchronized audio and high motion.

Before you move to Python 3.15 (or 3.15t), find every dependency with no wheel for it on your platforms — and the bump that fixes it. CLI, GitHub Action, MCP server.

Python based MCP Server for Alfresco using python-alfresco-api and FastMCP 3.x

Color Computer 3 (TRS-80 Tandy) MCP Server written in Python

Python 3.12+ MCP server for validating Python workspace changes in temporary shadow copies.

MCP server exposing the full 2Captcha API to Claude Code: 43 tools (31 captcha solvers + 5 management + 3 pingback CRUD + 3 webhook event-store + 1 composite solve-and-wait), built on the official 2captcha-python AsyncTwoCaptcha SDK. >=92% branch coverage, mypy --strict clean.

Python MCP server for Perplexity Sonar web search — 3 tools: web_search, web_ask, deep_research

A Python-based system that connects a local LLM (Llama 3.2) to Google Calendar and Gmail through a simple web interface.

MCP server that scans a Python 2 / Django codebase and turns it into a prioritized, phased Python 3 migration plan. 52 rules, read-only static analysis.

Wan 3.0 Prime API Python SDK and MCP server for higher-fidelity AI video generation: text-to-video, image-to-video, multimodal references, uploads, and async job polling.

High-performance Pure Python MCP Server & Dual-Mode CLI connecting Claude Code, Cursor, and Codex to Google Antigravity (Gemini 3.8 Flash / Pro)

Open-source local MCP server for validated clinical calculations and unit conversions. Python 3.11+. No calculation network calls.

High-fidelity 3-DoF computational aerospace flight dynamics, atmospheric physics, and telemetry simulation engine in Python.

Hybrid neurosymbolic AI using blackboard architecture. Domain-agnostic anomaly detection + cross-domain correlation + local LLM advice + session-based self-improvement. Python 3.12.

Serveur MCP + CLI pour lire ses comptes bancaires en Open Banking (DSP2/AIS, lecture seule) et prévenir AVANT le prélèvement. Zéro dépendance, Python 3.11+.

Unofficial Python SDK, CLI, Agent Skill, and dual-mode MCP server (stdio + remote HTTP OAuth 2.1) for Google Flow (Veo 3.1, Omni 1.2 Flash, Nano Banana, Scene Builder)

Project-based auto-research AI agent framework. Problem × Evidence Matrix, evidence grading, MCP Server. Python 3.10+. | 项目制自动研究 Agent 框架：问题 × 证据矩阵、证据分级。

Minimal MCP server to learn Model Context Protocol in 10 minutes. 3 tools, one Python file, no paid APIs. Runs locally (stdio) and in production (SSE + Railway). Plug into Claude Desktop or Cline instantly.

Read-only MCP server for the Microsoft Graph Service Communications API (M365 service health + Message Center). Delegated auth, Python 3.11+, install via uvx.

A local MCP server for Nacos 3.0.x — exposes namespace listing, config reading, and full-text config search as tools for AI agents (Kiro, Claude Desktop, Cursor). Built with Python + FastMCP.

Portfolio of 3 MCP servers built with Python — GitHub API integration, safe database querying, and a CRM with controlled reads/writes. No API keys or Docker required.

AI-native, agent-first photo editor for Linux & Windows: MCP server, CLI, Python SDK and a Material 3 desktop GUI. 600+ non-destructive operations incl. all 520 ImageToolbox filters.

High-performance, pure Rust multi-format eBook engine (EPUB2/3, MOBI, AZW3, KFX, FB2, LIT,MD,TXT,PDF, CBZ) with native Model Context Protocol (MCP) server, Okapi BM25 AI/RAG chunking, Readium CFI locators, zero-copy search, Python wheels & WASM.

BEA Bipolar Emotion Aesthetics MCP Server - 3 tools (analyze/compare/dimensions). Pure Python stdlib, zero dependencies.

Static decompiler, deobfuscator, and unpacker for reverse engineering and malware analysis: Python decompiler (3.8-3.15), PyInstaller extractor, PyArmor unpacker, JavaScript deobfuscator (obfuscator.io, JS-Confuser, webpack), Android APK and Java decompiler, .NET deobfuscator, UPX unpacker, Lua, PHP, WASM, PowerShell. MCP server.

A modular CMS for editing and publishing TEI corpora — Python/FastAPI + Vue 3 + eXist-db

Sovereign Zero-Cloud Node & Human-AI governance engine for Google Antigravity 2.0 & Ubuntu 26.04 LTS: zero-dependency Python 3.14 ASGI web/plugin runtime, 16-pack stack matrix (4 bases + 3 stacks), federated multi-layer mesh, epistemic knowledge corpora & Contextual MCP Server (rcap1 & Docker).

用友 U8+ ERP 的非官方 REST API（OpenAPI 3.1）：单据、凭证、档案、报表的读写与审核，附 Python SDK/CLI 与面向 AI 代理的 MCP 服务。Unofficial REST API for Yonyou U8+ ERP — documents, GL vouchers, master data and reports, with a Python SDK/CLI and an MCP server for AI agents.

让 DSH 真正看视频的本地 MCP：VideoChat3/Qwen3-VL 视觉描述 + Whisper 语音转写 + 时间戳关键帧，三路独立证据交给决策模型核实。Windows, Python 3.13

Ghost Audit: deterministic, evidence-backed audit of 'completed' data-deletion requests. Read-only MCP server + CLI (bundled Python, needs python3 >= 3.9).

一个MCP服务器，解决AI编码助手在Windows中文环境下读写GBK/GB18030文件时乱码的问题。读取时自动检测编码并转为UTF-8返回给AI，写入时自动转回原始编码，文件编码保持不变。还保证编辑写回时缩进风格与换行符（CRLF/LF）与原文件一致。支持UTF-8（含BOM）、GBK、GB2312、GB18030等编码。提供read、write、edit、查询编码记录等6个工具，通过PreToolUse Hook或系统提示词引导AI按需使用。适用于Claude Code、Cursor等支持MCP的客户端。Python 3.10+，pyright strict零错误，175个测试全部通过。

zeroH™ Deterministic Code, Math, Claim & JSON Guardrail for AI Agents — Standalone SKILL.md on Agensi.io + MCP Server (Python 3 Stdlib)

MCP server and CLI for Turkish vehicle insurance values from TSB, with vehicle-code lookup and monthly archives. Python 3.11+, MIT licensed.

Keep project decisions, evidence, outcomes and reviewed lessons in local SQLite. Retrieve bounded context through three MCP tools and inspect history in an offline HTML viewer. Codex hooks capture execution mechanically; interpretation and lesson acceptance remain explicit. Requires local Python 3.11+.

The Unified 3-Pillar Audit Engine for Technical SEO, JSON-LD Entity AEO, and Generative Engine Optimization (GEO). CLI, Python library & FastMCP server.

Jev-powered stealth browser agent. TypeSafe Jev decides each step in ~0.3 s, CloakBrowser carries it out like a human. MCP server, CLI and Python API.

Semantic code search MCP server: Tree-sitter AST chunking + voyage-code-3 embeddings + hybrid retrieval (sqlite-vec + FTS5 + RRF) + Voyage rerank-2.5 + call graph expansion. Thin npx wrapper that launches the Python package via uvx.

Let any LLM agent actually watch videos. The watch_video tool takes a URL or local file and returns scene-aware keyframes fused with a timestamped transcript, processed 100% locally (ffmpeg + Whisper), cached per source. Requires Python 3.10+ and ffmpeg; runs via uvx from PyPI (claude-real-video).

Clone your own voice once, then create dialogue in it with Gemini 3.8 Live and Flash TTS, from Claude (MCP), Python/CLI, ADK/Genkit agents, realtime web/phone apps, or a remote OAuth 2.1 server. Consent-based, with per-user isolation.

Visual and code-based DAG builder for Apache Airflow 3: design on a canvas, generate readable Python, validate with DagBag, deploy to a folder, object storage or git. Runs as an Airflow plugin, standalone server or MCP server.

The base recipes of production Python 3.15: 26 typed, tested patterns, from dataclasses and pydantic to generics, generators and context managers, for you and your AI agent. A CLI, a man page, an MCP server and a skill.

MCP API Translator turns OpenAPI (3.0/3.1, Swagger 2.0) specs and Postman collections into MCP servers that let AI assistants call your APIs. Preview: see exactly which tools a spec will produce, then filter by tag, HTTP method or path. Generate: get a complete project you can run and own, in TypeScript or Python (low-level SDK or FastMCP), over stdio or HTTP. Extend: add operations from more specs to an existing project without duplicating tools. Serve: skip code generation and mount one or more specs as live tools, each API with its own base URL and credentials.

Gives your AI assistant your career history: it saves and scores job postings, tailors a resume to each one from things you actually did, renders the PDF, and tracks your applications. Needs Maestro Career Studio running on your computer: uv tool install --python 3.12 maestro-career-studio, then maestro start. 88 tools; your data stays on your machine.

End-to-end ML toolkit automating the complete workflow — data profiling, preprocessing, feature engineering, model selection, training, validation, explainability, drift monitoring, fairness checks, and interactive HTML reporting. Includes a full CLI for zero-code ML pipelines. Python 3.10+.

CONTINUUM: Verifiable semantic recovery for long-running AI agents. Semantic checkpoints (not conversation dumps), an idempotent action ledger that refuses duplicate side effects, and a hash-chained tamper-evident event log, all exposed as a deny-by-default MCP server. Framework-agnostic, Python 3.11+

Zero-dependency MCP server giving AI agents ten file-editing tools. Address an edit by text anchor or by line number — both self-validating — and every edit returns a unified diff. Stateless, atomic writes, never half-applied. Python 3.9+, stdlib only, Windows and Linux.

Gmail for AI agents: OAuth login, search, read threads, draft, send with attachments, labels. Five Agent Skills + a verb CLI + a FastMCP stdio server over the Gmail API. Needs your own free Google Cloud project. Untrusted-mail fencing, dry-run sends, contract-isolated Python 3.11+ layers.

GraphRAG, RAG, LlamaIndex, LangChain, 15 Prop Graph, 4 RDF, 10 Vector, 3 Search DBs. 14 data srcs, auto sync, Alfresco, Nuxeo, SharePoint, Box, CMIS, S3,GCS,Azure, web. KG auto-bld, Ontologies, 13 LLM providers, Docling, LlamaParse, LiteParse, Hybrid Search, AI Chat. TypeScript React, Vue, Angular, Python, REST, MCP, OpenArch, Langflow, CocoIndex.

Project rules for AI coding agents. An MCP server gives Claude Code, Codex CLI and Antigravity the rules for the files they are about to edit; AST checks run in a git pre-commit hook and in CI (aegis check). Zero dependencies, Python 3.9+, Apache-2.0.

Local stdio tools for phone numbering-plan metadata and email syntax/DNS. check_phone and check_email preserve null, unknown and error states. Not live carrier, HLR, reachability, ownership, mailbox or delivery verification. Python 3.8+, no third-party runtime dependencies. Invitation-only free beta, 100 checks per key; API key required, billing disabled. Host may sleep. No remote HTTP MCP or OAuth. Install docs and checksums: https://files.instinct.com/tyvaeeu6fnab-surecheck-mcp-install

Agent-ready Amazon Scraper API: real-time product details (batch ASIN), offers & stock, reviews, search, best sellers, deals and seller data across 20 marketplaces. One pasted line for Claude Code / Codex / Cursor, an MCP server, or plain HTTP with 3 free calls a day and no key. Python examples inside.

Deterministic, verifiable orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, Aider, Cursor and 40+ more), exposed over MCP. Bernstein runs orchestration tasks in isolated git worktrees, records a lineage and replay journal for every run, and can anchor task claims, progress updates and posted artifacts in an opt-in HMAC-chained audit log. Tools: 14 are advertised at the default `standard` tool tier. Set BERNSTEIN_MCP_TOOL_TIER to change the tier: `core` advertises 5, `standard` advertises 14 (default), `all` advertises 18. Transports: stdio (default), Server-Sent Events, and streamable HTTP. Install and run: uvx --from bernstein bernstein mcp or pip install bernstein && bernstein mcp HTTP transport: bernstein mcp --transport http Authentication: the stdio transport needs none. The HTTP transport accepts a static bearer token via BERNSTEIN_MCP_TOKEN or BERNSTEIN_AUTH_TOKEN, and binds to loopback only when neither is set. Documentation: https://bernstein.readthedocs.io Requires Python 3.12 or newer. Package `bernstein` on PyPI, version 3.9.0.

FastMCP 3 server for Alfresco Content Services integration

MCP Server for tesseract

Model Context Protocol server for Finnhub financial market data API

Model Context Protocol server implementation for GIMP 3.

Trading simulator with agentic ai

Model Context Protocol (MCP) is an open standard that lets AI models connect to Confluent Cloud resources—data, APIs, and operational tools—through a single, unified interface, enabling agents to access real-time streams and perform complex tasks without custom integrations.

Asterisk Model Context Protocol (MCP) server.

When a B2B company signs an enterprise customer, go-live stalls for weeks on integration work. FirstSync gives the work to Claude.