Python agents

Microsoft Agent Framework integration for Zep

Pydantic AI integration for Zep

CrewAI logging helpers for ZizkaDB causal agent memory

LangChain callbacks for ZizkaDB — causal agent logging with parent_id lineage

Zleap Agent — agentic orchestration

Zolvix local file agent — connects your codebase to Zolvix AI

Pydantic contracts and JSON Schemas for portable agent evaluation records.

A light game-theory layer for multi-agent systems: agents publish action events, the library reduces them into outcomes.

Portable handoff bundles for coding agents.

AgentGuard — AI Code Security Scanner + Auto-Fixer

Lighthouse Agentic Browsing Audit CLI and local Web Dashboard

Reusable proof profile, report, graph, and witness-planning primitives.

Agentic Systems: a computational grammar for building, executing, observing, and evaluating intelligent systems.

An MCP which adds ternminal capablities to an agent

Python SDK for AgenticEmail — API-first email for AI agents.

Shared Pydantic v2 data models for the Agentii financial IDE — US stocks, options, biotech catalysts, portfolio, and provider abstraction.

A tiny async tool-calling agent framework

Core library for the AI Agent Builder ecosystem

Data models and validation for the AI Agent Builder ecosystem

通用自动化 Agent 框架（社区版）- 支持分层规划、符号推理、自我纠错、MCP 和多模型后端

Offline cross-machine sync for Claude Code sessions (JSONL) and memory (.md).

Lint your Claude Code skills: descriptions that never trigger, silent frontmatter typos, boot-token cost.

Control an existing interactive Claude Code session from Telegram.

An MCP server exposing a fit-first, honesty-enforced job-application pipeline as typed tools for LLM agents.

Perseus Vault long-term memory as CrewAI tools — local-first, encrypted, persistent memory the agent can explicitly call.

Factory to create Deep Agents (LangChain) specialized on different databases (MySQL, Postgres, MongoDB, Neo4j, SQLite, DuckDB).

Fast Ball Mapper construction with BallTree and optional FAISS backends

FurlPay tools for LangChain — stablecoin payments, investing, and x402 agentic payment rails

FurlPay tools for LlamaIndex — stablecoin payments, investing, and x402 agentic payment rails

Google-OAuth-gated LLM gateway: verify a Google ID token, then run a Gemini (Vertex AI) completion for the verified caller.

Makes a second request to the LLM, asking it if its original response was relevant to the prompt.

A read-only Kubernetes natural-language CLI agent using LangGraph

Perseus Vault persistent, local, encrypted memory for LangChain — tools and a retriever backed by the Perseus Vault MCP engine.

Grafomem (Fair Source) adapter for LangGraph Checkpointers

LeAgents — agentic orchestration for the LeRobot pipeline: collect -> train -> eval -> improve

Lightweight web admin panel for llama.cpp server management

The intelligent context management framework for LLM applications.

Production-grade RAG + multi-LLM framework — hybrid search, streaming, cross-encoder reranking, and a REST API

Publication-quality LLM architecture diagrams, fact sheets, and diffs from HuggingFace config.json — no weights needed

Run coding agents and only mark work done when independent checks pass.

Mathieu Group M23 Weight Initialization for PyTorch Transformers and LLMs

Document conversion agent that watches folders, converts files with marker-pdf, and routes Markdown outputs.

Framework-neutral Odoo connector tools for AI agent runtimes

Local-first DOCX formatter for academic papers with a content-fingerprint guard that proves the text was left untouched — only the formatting changed.

Local-first, encrypted persistent memory for Haystack 2.x pipelines — backed by Perseus Vault.

Perseus Vault persistent, local, encrypted memory for Pydantic AI agents — exposed as a Toolset.

An autonomous, multi-turn AI debugging agent built from scratch using AST surgery.

RAG observability: capture, evaluate, and explain pipeline runs (umbrella package + analyst CLI)

Pipeline instrumentation SDK for ragradar observability system

Shared schema, store, and target parsing for the ragradar observability system

Evaluation layer for ragradar observability system

A unified contract layer for LLM agents — declarative, parameterizable contract templates enforced by deterministic checks and LLM judgment.

Reeflex Claude Code adapter: deterministic PreToolUse governance hook (allow/deny/require_approval), fail-closed by construction.

Safely run AI agents in Docker to control scientific experiments via MCP

SightRAG: Image and Video RAG. See. Search. Retrieve.

LLM facade Django app for the Stapel framework

Agents that remember: memory-first agent & RAG framework with zero required dependencies.

Improving Zero-Shot Detection of LLM-Generated Content With Token Repetition

Local auth-code challenge plugin for uv-agent.

shared rbac evaluator + cache for the 3tears platform: groups, roles, role assignments, evaluation trails

unified audit envelope + fire-and-forget publish helper for the 3tears platform

Three-tier LangGraph checkpoint saver: L1 SQLite -> L2 NATS KV -> L3 PostgreSQL

Always-on containerized dev environment for AI coding agents, driven over SSH+tmux.

agent-hotwash — analyze coding-agent traces to surface improvement opportunities and bad patterns

An MCP which adds terminal capabilities to an agent

An MCP which adds terminal capabilities to an agent

Map every AI API call in a codebase — offline, no LLM, no keys. Opens a webpage of your providers, models, and agents.

Reusable AI Agent library with RAG, streaming, and long-term memory

Norm-Native Agent SDK — Situation + Runtime loop over EDA / Normbase / Schemo HTTP APIs

Aperio local agent backend, CLI, and web UI

Official package name for the BenchCAD benchmark suite (placeholder release; the evaluation engine lives on GitHub)

⚡ B-FAST Context Compression Layer for Large Language Models (LLMs)

RAG evaluation library for Indian languages (Hindi, Marathi, Tamil, Bengali, Telugu, Gujarati, Punjabi)

Login to ChatGPT with email:password, get access token + cookies

Manually switch between multiple Claude Code accounts by swapping local credentials.

Real-time LLM cost tracking and optimization — Rust core with Python API

Standalone Confluence RAG MCP retrieval server backed by SQLite/sqlite-vec.

The simplest way to use LLMs

AI-powered git diff analysis and code review with RAG context

Generated gRPC/protobuf stubs for ecom_agent.v1.AgentService

Inspects AI agent projects for ECZ-ID configuration and public evidence posture.

Magento 2 REST API SDK

JWT-gated LLM gateway: authenticate (bcrypt/JWT), then run a LangChain-on-Vertex Gemini completion. Unauthenticated calls are rejected.

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

Autonomous MCP agent for graduate school applications: prof discovery + verified cold emails + SOP drafting + application tracking.

GraphSearch: a GraphQL API server for Retrieval-Augmented Generation (RAG) over your documents

LangChain Tool integration for The Factory — x402 micropayment data API

CLI for OpenAI and Anthropic organization cost reports

Safe LLM prompt templating with validation guards

The Mandate Agent SDK — Trust Engine for the Agent Economy

Lightweight durable agent kernel for product integrations

An MCP which adds terminal capabilities to an agent.

htop for Ollama — curses-based TUI monitor for models, GPU, and Docker containers

A Django storage field that works everywhere. One import. Any backend. Zero plumbing.

Production-grade RAG for Python: ingest documents, hybrid search, streaming, multi-LLM, guardrails. CLI + Python API.

pytest for RAG systems - evaluate retrieval-augmented generation pipelines

Sign LangGraph tool calls and graph nodes with Vouch Credentials.

Azure OpenAI Target adapter for Waken — routes waken Events to an Azure-hosted OpenAI deployment.

AWS Bedrock Target adapter for Waken — routes waken Events to any Bedrock-hosted model via the Converse API.

Claude Target adapter for Waken — routes waken Events to the Claude Agent SDK.