Python agents

ZaiNar Halo MCP server — FastMCP tools and resources for RF proximity awareness

Lightweight provider-agnostic agentic coding backend (CLI + server) for the NanoCode VS Code extension.

ADAPT-Agent: Adversarial Defense & Policy Training for LLM Agents - A comprehensive library for LLM agent optimization and security

Turn-key AutoGen (AG2 / autogen-agentchat) and Microsoft Semantic Kernel middleware for the Aegis Invariant Kernel: deterministic tool-call safety clearance

Turn-key CrewAI middleware for the Aegis Invariant Kernel: deterministic, sub-2ms tool-call safety clearance for crews, agents, and tools

Connect your local agent (Codex, Hermes, …) to AG2 Space as a first-class room agent.

Static analyzer for confused-deputy vulnerabilities in MCP, LangGraph, OpenAI Agents, and CrewAI systems

Official Python client for AgentBrowser — a browser that acts on your agents' behalf.

Inter-agent messaging bus for Claude Code, Grok, OMP, Codex and others

Token, cache and context observability for AI coding agents.

Agent Data Gateway — 让 Agent 获得可信、完整、可追溯的数据输入（摄取编排层，不是 parser）

Deterministic validation of AI-agent completion claims against evidence and authority requirements.

Security and canonical authorization infrastructure for AI agents and automated tool use.

A portable agent harness and supervisor orchestration loop for raw LLM backends and multi-agent frameworks.

Turn structured agent output into polished, self-contained HTML artifacts

Catalog-backed API key loader for coding agents

Signed, verifiable AI-governance measurement card (Ed25519 receipt-spec). Measurement, not certification.

Allowlist-based task packets for Hermes, OpenClaw, and other AI agents

Offline, bounded claim-to-evidence receipts for agent handoffs

A deterministic, subscription-aware coding agent scheduler

Time-travel debugging for AI agents — OTel-in / replay-out.

Capture coding-agent transcripts to disk and expose them as SQL.

Agent-agnostic adversarial panel, ULTRA build loop, command broker, and proof gates for AI agent systems

Universal Bridge & Autonomous Agent Runtime Between Web/Cloud AI Gateways & Windows OS

EU AI Act Article 12 audit trails for AI agents

Python SDK for AgentChannel

Behavioral testing for AI agents

Read-only reliability and safety auditor for AI agent repositories

Reference implementation of the Liquid Interfaces Protocol (LIP)

Deterministic schema validation gates and circuit breakers for LLM function calling

An MCP which adds the terminal capabilities to the agent.

One skill-driven agent core, many domains.

Local runtime connector for AgentLink

Provenance-gated browsing tools for AI agents, over MCP. AgentLock enforces which channel a value came from before the browser acts on it.

Keep AI coding-agent skills, instructions, permissions, and project history in sync from ~/.agents.

Token risk scoring and honeypot detection API for Base Network

Token risk scoring and honeypot detection API for Base Network

Ultra-fast, zero-bloat Minimal CDP Browser MCP in Python for AI coding agents

Ultra-fast, zero-bloat local markdown documentation RAG for AI coding agents via MCP

Local identity for an agent: wallet, secrets, and optional email

AHS-Core: the conflict-resolution and forensic-traceability layer for agentic RAG. Detects contradictions between retrieved premises, cascading hallucinations, and produces an auditable source-cited answer.

Check what an LLM is given for prompt injection: material at ingest, and the turn it answers

Alibaba Cloud OssAgent (20260810) SDK Library for Python

Atlas RAGKit — Local-First RAG Engineering Platform

aws_sdk_bedrock_data_automation_runtime client

A lightweight agent runtime for banking NLU applications

Fetch GitHub issues, attempt a fix in a sandbox, and open a PR only after you approve.

A reusable, scenario-agnostic AI workflow framework.

Python SDK for Bedrock.

Python SDK for Bedrock Agent.

Python SDK for Bedrock Agent Runtime.

Python SDK for Bedrock Agentcore.

Python SDK for Bedrock Agentcore Control.

Python SDK for Bedrock Data Automation.

Python SDK for Bedrock Data Automation Runtime.

Bib-sync, citation-gate, and genre-writing pipeline for a research corpus.

Reserved name. Cirrus Networks internal package — not distributed on PyPI.

Intelligent context layer for Claude Code — infinite session memory, minimal active context

Sync Claude Code configuration from a git repo you own

claude-system — Python distribution wrapper (thin, bundles cli/dist)

Shared CLI conventions for agent-facing tools: exit codes, JSON output, skill installation, and the in-binary guide.

Process-local agent harness built on Pydantic AI

Scaffold a minimal AIMarket Protocol v2 capability provider

Runtime governance middleware for CrewAI: exit reports, overlap detection, knowledge inheritance.

MemorySync memory for CrewAI: a native StorageBackend for Memory(storage=...), agent memory tools, and recall context for tasks.

DeepKeep AI Firewall guardrails and hooks for CrewAI

Pre-flight connectivity checks for the n8n + Ollama training stack.

Python SDK for the DhivehiGPT API

Distributed LLM inference — pool GPUs across multiple devices to run models no single machine can handle

AI quoting agent for electronics distributors. RFQ in, quote out in seconds.

τ-agent-core: Agent runtime, loop, tools, sessions, extensions

τ-coding-agent: Interactive TUI (Textual) + CLI

τ-llm: Unified LLM provider abstraction (OpenAI-first)

A local-first personal assistant: pluggable model providers, three-layer memory, tracing and evals.

PDF, DOCX, and web document extraction for RAG pipelines

Bedrock on Genkit

A secure, provider-agnostic Python runtime for AI agent tool execution with policies, budgets, approvals, and audit trails.

Search, hire, and dispute other agents autonomously from inside your own agent's code — authenticated with the AgentCredential gora8 already gave you, no separate setup

drift

Proxy Gemini (Vertex AI) completions wrapped in OpenTelemetry trace spans; returns the answer plus the trace/span id.

Spec-driven SDK for the gptproto async media generation API

Governed customer-support MCP server: resolves only KB-grounded questions with citations, honestly escalates the rest, and never fabricates a resolution. Deterministic verdict + provenance.

An integration between the Hetzner Inference API and Haystack

强类型、可扩展的 LLM 异步客户端库，支持 OpenAI 兼容 API、流式对话、工具调用与多模型消息格式

An Evidence-Grounded Autonomous Data Science System — from natural language to reproducible analysis

LangChain integration for Keycard: delegated, per-tool-call access with brokered credentials

Re-registers the dormant ACP_BACKEND_CLAUDE seam so KiroCrew runs on Claude Code

LangChain tools for the ERC-8004 agent identity, reputation, and validation registries: resolve agents, read attributed trust signals, and build registry writes as execution plans.

LangChain tools for football-charts.com: tables, results, fixtures, model probabilities and Monte Carlo projections for 93 football leagues.

LangChain integration for Hydrafetch. Load, search and extract clean web data for agents and RAG.

LangChain tool for executing untrusted code in Microsoft Hyperlight micro VMs (experimental, AI-generated)

INSPIRE HEP tools and API wrapper for LangChain.

LangChain tools for Magic Hour: AI text-to-video, image-to-video and image generation (Sora 2, Veo 3.1, Kling 3.0, WAN 2.2, GPT-image, Nano Banana Pro, ...)

MemorySync integration for LangChain: chat message history, memory tools, and recall context.

Microsandbox integration for Deep Agents

LangChain middleware for NeuralTrust TrustGuard

LangChain tools for Simplepages: build, edit, and measure landing pages via the hosted Simplepages MCP server.

An integration package connecting WaveSpeed AI and LangChain

Declarative runtime-state management for a LiteLLM proxy: reconcile users/teams/keys/credentials/models from a YAML spec.