Python agents

LangGraph adapter for NCP: invoke NCP graphs as LangGraph nodes via ncp-mcp-server subprocess.

Cryptographic peer-to-peer agent coordination (Python bindings for agent-mesh)

Agent-coordination layer for optio task types: the optio.log keyword protocol, its session driver, and the LLM-facing keyword documentation (SSOT).

Run Anthropic Claude Code as an optio task; local subprocess or remote via SSH; ttyd-served TUI iframe.

Multi-agent orchestration with a local LLM Leader directing cloud/local Workers.

Rule Coherence Graph — detect conflicts in AI agent rule corpora.

Placeholder — under active development.

Smart RAG — the retrieval layer for local AI agents. Replaces Tavily + Firecrawl + Perplexity with a single open-source package.

Framework Python para deployar agentes de IA no WhatsApp em menos de 24h

AST+vector context router for AI coding agents — cut token costs 5-15x

Agent Brain MCP - Model Context Protocol server exposing Agent Brain as MCP tools, resources, and prompts

Enterprise golden-path framework for scaffolding MCP-first agent servers in Python.

AI Agent Cost Governance — policy engine, budget enforcement, per-tool cost tracking, multi-tenant workspaces

CLI tools, SRE observability, and sandbox isolation for the Agent Governance Toolkit

Core runtime, kernel, and trust layer for the Agent Governance Toolkit

Offline personal assistant MCP server — memory, tasks, contacts, and conventions stored locally in your Obsidian vault. Works with Claude Code, OpenCode, and any MCP-compatible agent.

Turn Langfuse/LangSmith agent traces into human-readable Agent Activity Reports (Markdown + HTML).

Python SDK for Agent Identity, Agent Profile, Agent Delegation, Agent Discourse, Agent Knowledge, and Agent Mail protocols

LLM Prompt Injection Detection API — 5-layer detection (Vigil + DistilBERT + mDeBERTa + Rules + Groq)

Agent Strike — Offensive LLM Security Testing. Coming soon by Sandeep.

Authorization, delegation, provenance, and verifiable-audit engine for AI agents

ToolStore v2 — MCP Client + Skills Manager + MCP Server. The universal tool platform for AI agents.

Know what your agents cost. Cost intelligence for AI coding agents.

Turn your LangGraph agent into a small fine-tuned model that runs with no orchestrator - near-frontier quality at a fraction of the inference cost.

Audit & Compliance SDK for AI Agents

Library-first authentication and authorization SDK for AI agents

An MCP which adds terminal capabilities to an agent.

An MCP which adds terminal capabilities to an agent.

Langfuse evidence and trace export adapter package for AgentLedger

WebSocket + REST relay for Agentrix. Routes IDE <-> mobile <-> core.

MCP server for SUMO traffic simulation: orchestrate networks, trips, simulations, and analysis from LLM agents.

Source-available MCP route for approval and local evidence on routed MCP tool calls

An open specification for versioning agent runtimes and keeping datasets valid.

Planetary Agents MCP server — converse with historical-figure personas, council-feed threads, and culinary debates from alchm.kitchen.

Gemini API proxy for routing requests to Google or OpenAI-compatible backends

A simple, unified interface for RAG across multiple vector store backends (txtai, Chroma, Qdrant, LightRAG)

BrainPalace - Typed-memory & retrieval engine for AI agents (BM25 + vector + GraphRAG); code & docs today, more domains coming

Chaos engineering for AI agents — Chaos Monkey, but for your agents and tools.

Audit chain for Claude Code workflows — consensus verification, persistent memory, and XRPL provenance for every agent action.

Evaluation utilities for deepagents (placeholder release).

企业级全栈代码助手智能体 - 多智能体协作架构

LangChain Tools for ANP2 — where AI agents talk, share knowledge, build trust, and (when useful) trade (publish, query, post tasks, earn credit)

LangChain integration for Daftari — wrap a Daftari MCP vault as LangChain tools.

Multi-model orchestration for LangChain chat models: primary/secondary failover (resilience) and tier-split gather/compose (cost/latency), tool-calling preserved across both.

LangChain integration for Nomad headless browser engine — 700× cheaper than Chrome

LangChain tools for 2s.io — pay-per-call AI agent APIs on Base via x402.

LangChain embeddings for Forge, Voxell's hosted text-embedding API (turbo, pro, ultra tiers). Voxell's Ingot-8B-R3 ranks #1 for English on the public MTEB leaderboard.

Time-travel debugging for LangGraph agents — record, replay, fork, and catch regressions from a single SQLite file.

A terminal coding tutor that scaffolds a project and tests, then makes you write the core logic.

Agent system for Lexigram Framework - AI agents with tools, strategies, and execution

LlamaIndex embeddings for Forge — Voxell's text-embedding API (turbo/pro/ultra; ultra = Qwen3-Embedding-8B, ~75+ avg MTEB, #4 English).

LlamaIndex tools for 2s.io — pay-per-call AI agent APIs on Base via x402.

CLI tool that evaluates LLM outputs from production logs against a dual-dimension rubric.

Zero-config LLM API inspector — intercepts calls, shows token breakdown and cost estimates in a local dashboard

Official Python SDK for the llmrix AI Agent Platform API

Local-first general-purpose RAG with an MCP server, CLI, and web console

LangChain tool for generating My Magic Pencil live visual lessons

Cross-session persistent memory for AI Agents. 4500x faster retrieval, zero LLM dependency.

Portable, stdlib-only guardrail for autonomous coding agents — safe continuations instead of reckless actions.

Pay-per-use API access for AI agents: x402 payments, wallets and spend policies.

Self-hosted document ingestion and hybrid (vector + keyword) retrieval server backed by Postgres/pgvector and Google embeddings.

PHANTASM: Invert LLM hallucination, confabulation, and uncertainty into productive features.

Sync Pi coding agent models.json with models served by a vLLM/llama.cpp server

Visual Retrieval-Augmented Generation — render, embed, index, search

Durable execution of Pydantic AI agents on Postgres via Absurd.

Production-ready Telegram and Slack channels for Pydantic AI agents.

Add crawling capability to pydantic ai agent

A standalone RAG package for Pydantic AI with support for multiple vector stores.

Add tts and stt capability to pydantic ai agent

Agentic AI audits for tool-use, memory, permissions, and prompt injection

LLM and RAG audits including safety, security, hallucination, and citation checks

Drop-in observability and trust layer for AI pipelines and agents.

SIMTOOREAL — wrap any robot training command with full end-to-end analytics.

Runtime token proxy + optimization toolkit for LLM developers and enterprises. Intercepts API calls, strips waste in real-time, tracks costs, and serves a web dashboard.

AWS CDK construct for deploying production-ready Bedrock AI agents with Lambda, DynamoDB, and OpenSearch

Placeholder for the SwarmPilot distributed task scheduling system.

Drop-in, compliance-instrumented wrapper around the official Anthropic Python SDK.

Drop-in, compliance-instrumented wrapper around the official OpenAI Python SDK.

A btop-style terminal UI for monitoring a vLLM instance and its GPU in real time.

Name reservation placeholder.

Guard LLM tool calls with rules, scoring, and audit trails.

Agent MCP Router MCP — one router for the whole MEOK fleet. Holds 62 MEOK MCPs behind one namespaced endpoint. Install ONE thing, get all of them. By MEOK AI Labs.

Agent Replay Debugger MCP — record every agent step + replay deterministically. Step-debugger for agentic loops. Audit-evidence signed exports. By MEOK AI Labs.

Agent Token Budget MCP — per-session spend cap with signed budget-exhausted attestations. Twin of bft-progress-council-mcp (spend-axis vs stall-axis guardrail). By MEOK AI Labs.

Generador de proyectos Scratch 3.0 con IA — CLI y servidor MCP

Unit tests for agents. Define an agent with capa's capabilities.yaml, write scenarios and assertions, mock MCP servers, run in CI.

Approve or deny your AI coding agent's risky commands from your phone, with an audit trail. Works with Claude Code and OpenAI Codex.

Low-code framework for generating agentic AI systems from a prompt or spec

An AI-powered Python library for context-aware data cleaning using local LLMs

AutoGen integration for the Scavio API -- 193 real-time data tools across 33 platforms (Google, Amazon, Walmart, HEB, Kroger, eBay, Target, Home Depot, Zillow, Redfin, Booking, Airbnb, Tripadvisor, Yelp, Indeed, Glassdoor, G2, Capterra, App Store, Google Play, SEC EDGAR, Companies House, Google Ads, Meta Ad Library, YouTube, TikTok, TikTok Shop, Instagram, Threads, Kuaishou, X, LinkedIn, Reddit) plus extract, which reads any URL as clean Markdown, and opt-in website map, crawl and batch tools

Drop-in Anthropic & OpenAI Python SDK clients for BlockRun — genuine native passthrough (real signatures, system_fingerprint, native structure) with x402 USDC micropayments on Base or Solana. No model substitution, no response reshaping. Plus AI generation clients: image, search (Grok/Exa), audio (TTS/music), and AI voice calls.

PreCompact ledger and per-component context profiler for Claude Code

Detect and revive Claude Code remote-control connections

Session checkpoint and recovery layer for Claude Code — resume interrupted sessions, export shareable HTML traces.

Arc Gate runtime governance for CrewAI agents

CrewAI integration for Scavio Search API -- 201 real-time search tools for AI agents across Google, Amazon, Walmart, eBay, Target, Home Depot, YouTube, Reddit, TikTok, Instagram, X, LinkedIn, Threads, Kuaishou, Zillow, Redfin, Booking.com, Airbnb, Tripadvisor, Yelp, Indeed, Glassdoor, the App Store, Google Play, SEC EDGAR, Companies House, G2, Capterra, Google Ads and the Meta Ad Library, plus extract, website map, crawl and batch

An Entari Plugin for LLM Chat with Function Call

ERPNext and Frappe REST/RPC MCP Server for Agentic AI!

Um cliente, todos os LLMs. Roteamento por intencao, fallback automatico e tracking de custo.

Async No-KYC Fragment.com client. Buys Stars / Premium / Ads top-up via a remote backend without KYC.