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Python Ecosystem Telemetry Index

Empirical GitHub telemetry across Python AI/ML and developer repositories: daily trending velocity floors (70-125 stars/day), fork ratios, and StarScout checks.

All ReposMCP ServersAI AgentsDevToolsInfra & SRECLI ToolsTypeScriptPythonRustGo
Indexed Open-Source Repositories (575)
neural-maze/realtime-phone-agents-course Python ai-agent 1K+ BENCHMARK

Build realtime AI voice agents using FastRTC for low-latency streaming, Superlinked for vector search, Twilio for live phone calls, and Runpod for scalable GPU deployment.

1,111 | 254 (22.9%) | 45
LycheeMem/LycheeMem Python ai-agent 1K+ BENCHMARK

Lightweight hierarchical long-term memory engine for LLM conversational agents.

1,096 | 88 (8.0%) | 44
TIGER-AI-Lab/ClawBench Python ai-agent 1K+ BENCHMARK

Open-source benchmark for browser AI agents on daily tasks.

1,089 | 88 (8.1%) | 44
fuyuxiang/echo-agent Python ai-agent 1K+ BENCHMARK

Autonomous Python AI agent and orchestration framework for echo agent workflows.

1,058 | 85 (8.0%) | 43
dtsola/xiaoyaosearch Python devtools 1K+ BENCHMARK

AI XiaoyaoSearch Understands your words, reads your images, finds any local file with AI. Making search as easy as chatting.

1,034 | 83 (8.0%) | 1034
ruc-datalab/EvoOntology Python ai-agent 1K+ BENCHMARK

EvoOntology A Self-Evolving Ontology Layer for Data Agents ⚙️ EvoOntology Claude Code/Codex &

1,002 | 86 (8.6%) | 41
jc2744-fintech/taxguard-xai Python devtools VIABLE (250+)

Interpretable AI framework for compliance risk screening on IRS Form 990 filings — transformers, GNNs, and temporal models with built-in explainability.

990 | 80 (8.1%) | 42
huohua325/Memslides Python ai-agent VIABLE (250+)

A hierarchical memory framework for personalized presentation agents. Try it at memslides.com.

937 | 75 (8.0%) | 38
AMOS144/MoonlightBox Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for MoonlightBox.

900 | 72 (8.0%) | 49
trace-cortex/cortex-app Python devtools VIABLE (250+)

Cortex local-first personal memory app

890 | 72 (8.1%) | 40
orca-wm/Orca Python devtools VIABLE (250+)

Orca: The World is in Your Mind

889 | 72 (8.1%) | 36
liyedanpdx/reddit-ai-trends Python ai-agent VIABLE (250+)

Stay ahead of AI trends with automated Reddit insights! 🚀 This tool scans AI-related Reddit communities in English & Chinese, using Reddit Official API, DeepSeek V4.1 by OpenRouter to analyze posts, summarize key discussions, and track trends. Daily rankings hot topics—catch emerging trends before they go mainstream! (Updated every 6 AM CDT)

871 | 86 (9.9%) | 35
caiyuanhao1998/Open-DiffusionGS Python devtools VIABLE (250+)

Baking Gaussian Splatting into Diffusion Denoiser for Fast and Scalable Single-stage Image-to-3D Generation and Reconstruction (ICCV 2025)

870 | 70 (8.0%) | 35
Fediory/HVI-CIDNet Python devtools VIABLE (250+)

[CVPR2025 && NTIRE2025] HVI: A New Color Space for Low-light Image Enhancement (Official Implementation)

857 | 89 (10.4%) | 35
Adamdad/kat Python devtools VIABLE (250+)

[ICLR2025] Kolmogorov-Arnold Transformer

849 | 68 (8.0%) | 34
magicyuan876/mineru-tianshu Python mcp-server VIABLE (250+)

- AI PDF/Office Markdown MCP AI Vue3+FastAPI

847 | 133 (15.7%) | 34
Ahren09/UniSD Python devtools VIABLE (250+)

Official implementation for "Towards a Unified Self-Distillation Framework for Large Language Models" (https://arxiv.org/abs/2605.06597).

845 | 68 (8.0%) | 39
superwesleyhys-ux/factcircuit Python devtools VIABLE (250+)

FactCircuit: an auditable claim-and-evidence verification loop with immutable provenance, staged checks, bounded retrieval, and reproducible evaluation.

810 | 65 (8.0%) | 48
hashgraph-online/awesome-ai-plugins Python ai-agent VIABLE (250+)

A curated list of the best awesome AI plugins for AI assistants including Claude Code, OpenAI Codex / ChatGPT, Gemini, Antigravity, Pi / Oh My Pi, Grok, OpenCodek DSH, Kimi and More. https://hol.org/plugins

808 | 763 (94.4%) | 33

This repository explores explainable deep learning models for financial fraud detection and anomaly analysis. It integrates Graph Neural Networks (GNNs), Autoencoders, and SHAP-based explainability to identify and interpret fraudulent behaviors in transactional data.

788 | 64 (8.1%) | 35
YMuskrat/arcticdb_mcp Python mcp-server VIABLE (250+)

MCP server for ArcticDB

773 | 66 (8.5%) | 773
myccarl/ai-shortVideo-pipeline Python ai-agent VIABLE (250+)

End-to-end AI short-video production pipeline. FastAPI orchestration + Spring Boot gateway with multi-model failover, circuit breaker, metering, and full-stack observability. AI quality gating: prompt anchoring, CLIP consistency, AV sync auto-rescue.

761 | 184 (24.2%) | 91
dsta022/Loop-Engineering-for-VLA Python devtools VIABLE (250+)

Toolkit for collecting, merging, auditing, visualizing, and publishing RGB/RGB-D LeRobot VLA datasets.

736 | 59 (8.0%) | 30
cndaqiang/autowzry Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for autowzry.

733 | 83 (11.3%) | 30
cheney369/Devora Python ai-agent VIABLE (250+)

AI agent for end-to-end software development, from requirements to operations.

731 | 59 (8.1%) | 731
flymin/MagicDrive-V2 Python ai-agent VIABLE (250+)

[ICCV 2025] Official implementation of the paper “MagicDrive-V2: High-Resolution Long Video Generation for Autonomous Driving with Adaptive Control”

724 | 58 (8.0%) | 29
henghuiding/ReLA Python devtools VIABLE (250+)

[CVPR 2023 Highlight & IJCV 2026] GRES: Generalized Referring Expression Segmentation

686 | 55 (8.0%) | 28
ChenHongruixuan/ChangeMamba Python devtools VIABLE (250+)

[IEEE TGRS 2024] ChangeMamba: Remote Sensing Change Detection Based on Spatio-Temporal State Space Model

656 | 53 (8.1%) | 27
DevnorsAI/devnors-data-python Python mcp-server VIABLE (250+)

Devnors Data - Python SDK , API, ,Legal Case, , ,Law Article, ,Company Registry, ,Annual Report, ,Tax Invoice, ,Dishonest Judgment Debtor, ,Enforcement Debtor, ,Keyword Index, ,WeChat Index, ,Hot Rank, , , ,Express Tracking, , ,/v1/data/query,API Key,MCP,AI Agent

654 | 53 (8.1%) | 27
RISE-X-Lab/OpenCollab Python ai-agent VIABLE (250+)

A research-friendly, high-performance multi-agent collaboration coding framework.

646 | 96 (14.9%) | 76
gqylpy/systempath Python devtools VIABLE (250+)

The `systempath` is a library designed for Python developers, providing intuitive and powerful APIs that simplify file and directory management tasks, allowing developers to focus more on core business logic.

637 | 67 (10.5%) | 34
KimGLee/Cambium Python ai-agent VIABLE (250+)

Governance standard and reference toolset for LLM-maintained knowledge corpora

624 | 50 (8.0%) | 25
FishCodeTech/muteki Python devtools VIABLE (250+)

Project Muteki ( ) Open-source AI-powered offensive security harness for automated penetration testing.

610 | 76 (12.5%) | 25
xiaoxiaolulu/EasyPost Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for EasyPost.

610 | 57 (9.3%) | 25
MIV-XJTU/JanusVLN Python devtools VIABLE (250+)

[ICLR2026] Official implementation for "JanusVLN: Decoupling Semantics and Spatiality with Dual Implicit Memory for Vision-Language Navigation"

602 | 49 (8.1%) | 25
cubeplexai/cubeplex Python mcp-server VIABLE (250+)

CubePlex is a cloud-native platform for managed agents in team workspaces — skills, shared memory, MCP tools, persistent sandboxes, governed access, and self-hosted deploy on Docker Compose or Kubernetes.

572 | 54 (9.4%) | 23
isekOS/ISEK Python ai-agent VIABLE (250+)

A decentralized agent network for building collaborative, LLM-powered agent-to-agent (A2A) systems.

569 | 46 (8.1%) | 23
weiwang3056/baota_release Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for baota release.

566 | 109 (19.3%) | 24
jagmarques/asqav-sdk Python mcp-server VIABLE (250+)

Python and TypeScript SDKs for verifiable evidence of AI agent actions. Signed receipts, policy enforcement, audit trails. Works with LangChain, CrewAI, MCP.

561 | 45 (8.0%) | 23
DemonDamon/AgenticX Python mcp-server VIABLE (250+)

AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical memory, avatar & group chat, skill ecosystem, safety sandbox, and IM gateway (Feishu/WeChat).

560 | 61 (10.9%) | 23
lcy362/agnes-video-generator Python web VIABLE (250+)

Open-source, self-hosted AI video generator — completely free. Text to multi-scene video with narration, subtitles, and digital anchor via Web UI, powered by Agnes AI.

553 | 189 (34.2%) | 23
Qi-Zhangyang/GPT4Scene-and-VLN-R1 Python devtools VIABLE (250+)

GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models

544 | 44 (8.1%) | 22
calderbuild/MeetSpot Python devtools VIABLE (250+)

End the "Where should we meet?" debate by instantly finding a spot that’s fair, convenient, and loved by everyone. An intelligent meeting point recommendation system.

539 | 59 (10.9%) | 22
Yzw202011/OmniSpace Python devtools VIABLE (250+)

AI AI AI vLLM / llama.cpp / Transformers

534 | 43 (8.1%) | 534
JiayuXu0/FastAPI-Template Python devtools VIABLE (250+)

A production-ready FastAPI backend template with clean architecture. FastAPI

529 | 78 (14.7%) | 22
PKU-PCNI/LLM4WM Python devtools VIABLE (250+)

LLM4WM developer tool

522 | 55 (10.5%) | 21
byRen2002/Re-Centris Python devtools VIABLE (250+)

Performance optimization for Centris software

514 | 63 (12.3%) | 35
caura-ai/caura Python mcp-server VIABLE (250+)

Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.

501 | 98 (19.6%) | 21
stepll2026/OntiCards Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for OntiCards.

501 | 41 (8.2%) | 21
Tswoen/Paper-Agent Python ai-agent VIABLE (250+)

Paper-Agent LangGraph NLP Paper-Agent

497 | 48 (9.7%) | 20
PinelliaChill/Operant Python ai-agent VIABLE (250+)

Autonomous Python AI agent and orchestration framework for Operant workflows.

493 | 40 (8.1%) | 493
Fzkuji/OpenProgram Python devtools VIABLE (250+)

Self-hosted automated programming pipeline and agent evaluation harness.

493 | 57 (11.6%) | 20
YichengYang-Ethan/oracle3-prediction-market-agent Python mcp-server VIABLE (250+)

Oracle3: open-source trading engine and MCP server for prediction markets. Finds fee-adjusted no-arbitrage violations across related event contracts and trades them live on Kalshi, Polymarket and Solana, or on paper, under pre-trade risk limits. 13 MCP tools, JSON CLI, agent skills, 600+ tests.

486 | 57 (11.7%) | 20
Iwtbs27/collab-agent Python ai-agent VIABLE (250+)

A lightweight multi-agent system

479 | 39 (8.1%) | 479
zcablii/SM3Det Python devtools VIABLE (250+)

[AAAI26 Oral] "SM3Det: A Unified Model for Multi-Modal Remote Sensing Object Detection" and [ICML 26] "Unifying Heterogeneous Multi-Modal Remote Sensing Detection Via Language-Pivoted Pretraining"

476 | 39 (8.2%) | 23
TheAlgorithm-SimpleChinese/Python Python devtools VIABLE (250+)

Python developer tool

470 | 38 (8.1%) | 19
QuZhan51496/paper2anything Python ai-agent VIABLE (250+)

An agent skills pack that turns an academic paper PDF into slides, a poster, a webpage, a Xiaohongshu post, or a WeChat article (paper2slides/poster/html/xhs/wechat)

469 | 38 (8.1%) | 469
wheelry/deep-skill-finder Python devtools VIABLE (250+)

Deep Skill Finder – Real Tests Real Reviews find skills that Real Work

461 | 37 (8.0%) | 19
holmescao/TOPICTrack Python devtools VIABLE (250+)

[IEEE TIP] TOPIC: A Parallel Association Paradigm for Multi-Object Tracking under Complex Motions and Diverse Scenes

456 | 48 (10.5%) | 27
joybio/multiPrime Python web VIABLE (250+)

multiPrime is a mismatch-tolerant minimal primer set design tool for large and diverse sequences (e.g. Virus). Here is a web-based version (test: http://multiPrime.cn)

452 | 38 (8.4%) | 26
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