Python Ecosystem Telemetry Index

Not only memory but a full story

🔥 The Python library & CLI for PDF forms.

Govern, Observe, Direct - a real-time control room for agent societies

An extensible framework for custom, self-evolving AI agents, with configurable agent packages, tools, skills, and multi-round recursive self-improvement (RSI).

E-commerce skills for AI agents — product research, marketing automation, supply chain optimization, and business analytics for online sellers across Amazon, Shopify, Etsy, TikTok Shop, and all platforms.

This is a fastapi scaff. (fastapi api )

Trace-native CI/CD for AI agents: grade production traces, cluster failures, freeze them into replayable regression tests, and block PRs that regress. Self-hostable.

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Open-source autoresearch powered by autonomous coding agents. Run Claude Code, OpenCode, and Codex with grading, shared knowledge, and multi-agent evolution. Accepted at COLM 2026.

Red-teaming and evaluation framework for AI agents, built around an OWASP-inspired ASI01–ASI10 taxonomy

Trainable fast and memory-efficient sparse attention

High-performance Python developer tooling and engineering library for ABot Manipulation.

An AI Powered README and Interactive Wiki Generator for Any Projects. AI README Wiki DeepWiki

CookHero LLM + RAG + Agent + AI Web ReAct Agent / Subagent “ ”

🤖🧠👾 Graph VLA with Control Barrier Function in Dual-Arm Robotics Manipulation

From thought to skill. From signal to structure.

AI agent skills for TensorsLab image and video generation, resumable tasks, content-bound approval, and QA-gated ecommerce workflows.

Resource collection of medical agent for clinical dialogue and health

LightRFT: Light, Efficient, Omni-modal & Reward-model Driven Reinforcement Fine-Tuning Framework

Ultra-low bitrate speech codec (0.27-1 kbps) with cross-modal alignment and real-time capabilities

High-performance Python developer tooling and engineering library for drone fire platform.

Document Parser AI-Agent Using OpenAI ChatGPT 4-o Model

[TPAMI2026] MuSc-V2: Zero-Shot Multimodal Industrial Anomaly Classification and Segmentation with Mutual Scoring of Unlabeled Samples. Paper is avaliable at https://ieeexplore.ieee.org/document/11498451 and https://arxiv.org/abs/2511.10047

AI DataFlow-EDU &Benchmark WebUI TUI www.dataflow-edu.site.

lair developer tool

Broccoli turns Linear tickets into shipped PRs — powered by Claude and Codex, running on your own Google Cloud or Blaxel containers.

Magic Mirror A mirror of pixels, a face reborn in light.

Coordinate Claude, Codex and Cursor windows with shared tasks, acknowledgements, prechecks, parallel tests, source-bound proofs and independent review. Built-in skills recall lessons, simplify code and forecast work. Track progress, decisions and evidence in a bilingual local dashboard, with MCP plugins. Browse skills and verified security audits.

Controllable, Reproducible, Evaluable Agent Platform

AI Agent Identity and Access Management and Inference Firewall

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

Local LAN file transfer desktop app with user/group permissions and audit logs.

The project page for "ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming"

Persistent memory for AI coding agents

Model Context Protocol (MCP) server for Opik, the open-source LLM observability and evaluation platform, built by Comet. Read traces, log scores, and manage prompts from Claude Code, Cursor, or VS Code.

An MCP server that lets LLM agents play Civilization VI.

Open-source (AGPL-3.0), self-hostable lights-out software factory for the agent era: label a GitHub Issue, get an independently reviewed, merged PR and a tagged release.

AI pixel art agent that paints like a real artist. Not diffusion — actual tool-based painting with shapes, noise, and per-pixel control.

[ICLR 2026] "Does FLUX Already Know How to Perform Physically Plausible Image Composition?" (Official Implementation)

Open source version of Claude Managed Agents. Fastest way to build and deploy reliable AI agents, MCP tools and agent-to-agent.

Governance framework for AI coding agents. It runs them through a five-step workflow (plan, build, review, test, ship) where no step counts as done without evidence. Drop-in rules and guardrails for Claude Code, Codex, Cursor, Copilot, and Antigravity, via AGENTS.md.

M-Cube (M³) — Multi-thinking, Multimodal, Multi-verification Patent Drafting Assistant

Guardrailed video editing MCP server for AI agents. FFmpeg, Hyperframes, repurposing tools, Python client, and CLI. Local, fast, free.

The most comprehensive MCP toolkit for TouchDesigner

Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses). Diffs are the gradients; the aggregator is the optimizer.

Distribb CLI, Claude, Codex, Hermes, OpenClaw skill for AI-powered SEO. Write content with your own AI, publish through Distribb's backlink network.

The Station is an open-world multi-agent environment where AI agents pursue autonomous scientific discovery and build a shared literature.

SQL for Android apk and dex files

Runtime defense against memory poisoning in AI agents (OWASP ASI06). Drop-in for LangChain, OpenAI Agents, AutoGen, CrewAI and mem0.

The World's Most Comprehensive, Authoritative, and Structured Open Source Data Source Knowledge Base

Adaptive Prototypical Contrastive Learning for Time Series Clustering (KDD 2026)

A transparent, OpenAI-compatible agent runtime built from first principles.

SerpApi MCP Server for Google and other search engine results

An open-source AI companion that actually remembers you — runs entirely on your own Mac or server. Desktop pet · long-term memory · proactive companionship · multi-device sync.

Next-gen AI media server. One container replaces Sonarr, Radarr, Prowlarr, Bazarr, Jellyseerr and Jellyfin, with a web app, a native iPhone app, and an AI agent that gets things done. Free for personal use.

ACL 2026 🔥Temporal Awareness Evaluation, Comprehensive Benchmarking, and Multi-Dimensional Analysis!

Autonomous Python AI agent and orchestration framework for PaperPilot workflows.

Self-hosted framework for orchestrating fleets of specialist AI agents — ensemble reasoning and a full agentic coding pipeline, model-agnostic and local-friendly.

Python toolkit for Chinese LLMs, with flexible batch capacity, structured real-time visulization and automated accumulation for streaming, and explicit feedback on vendor-native parameter validation.

Context Engineering: Build Consistent, Accurate, Predictable AI Systems