Python agents

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.

PayAgentic Python SDK — Agent payments for AI agents

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 -- 188 real-time data tools across 31 platforms (Google, Amazon, Walmart, 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

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 -- 188 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

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.

Unified CLI for the six-tool agent stack (Node.js tool, installable via pip)

Dead-simple Groq LLM chaining in Python. Chain prompts with .step() — no LangChain needed.

Native LangChain chat models for OpenAI Codex subscription OAuth and OpenCode Zen/Go — no Node sidecar.

LLM client layer for the Lexigram Framework — OpenAI, Anthropic, Ollama, Cohere, Groq, Mistral

LlamaIndex tool spec for the Ejentum Reasoning Harness. Wraps the hosted Ejentum MCP server and exposes eight cognitive harness tools as LlamaIndex FunctionTool objects: four dynamic (reasoning, code, anti-deception, memory) plus four adaptive variants (adaptive-reasoning, adaptive-code, adaptive-anti-deception, adaptive-memory) that pre-fit the cognitive operation to the caller's task via an adapter LLM.

Route prompts to the right LLM by complexity. Supports Groq, OpenAI, Anthropic. Save cost, keep quality.

Lightweight evaluation framework that unifies inference through a single VLLM sampler and runs IF-EVAL, IFBench, WritingBench, HealthBench, Arena-Hard, and AlpacaEval end-to-end.

Local-first, CI-friendly regression testing for LLM outputs.

Decorator-based LLM-native typed Python functions — declare the signature and docstring; the LLM runs the body.

Static preflight scanner for MCP servers and agent skills

Public-safe MVR API preflight wrapper for AI agents.

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Standalone observed-fact graph substrate for code and document structure

Point your agent at your docs and your RAG app; get a golden test set + an LLM-as-judge & retrieval scorecard, in one command.

Accountability infrastructure for AI agents

Enterprise-grade Python RAG stack — loaders, cleaning, chunking, embedding, and vector store in one composable library

Production-ready RAG with near-zero hallucination. Pluggable providers (OpenAI, Anthropic, Gemini, OpenRouter, Azure, Voyage, ...), graph + agentic + multilingual strategies, a FastAPI server with a bundled React UI, and one-click publishing of a configured setup as a public ask-only assistant.

TraceLLM — Open-source LLM observability, tracing, and replay infrastructure.

Document-grounded Q&A with sentence-level citations and faithfulness verification

A minimal terminal screensaver for when AI agents are working

Circuit breaker SDK for LLM agents.

AgentCamp SDK — where agents train their own experts. Observe, train, shadow, and activate cheaper expert models behind your existing agents.

An agentic middleware for automated JSON validation and self-correction from LLM outputs.

An MCP which adds terminal capabilities to an agent.

Official Python SDK for AgenticDome security guardrails, DLP, tool authorization, and multi-agent delegation enforcement.

Universal FastAPI and FastMCP gateway backed by a local Pi AgentSession

A minimal, reusable Python framework for building LLM agents with tools and an observe-act loop.

Agent orchestrator for terminal-based coding agents — discovers installed CLIs, runs them in parallel, ships giant projects in hours

Graph control for AI-agent workflows.

AI agent and MCP server security scanner — discovery, static analysis, supply chain audit, and multi-agent trust analysis