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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 (566)
fuxicodex/Fuxi Python ai-agent 1K+ BENCHMARK

FuXi is a fast, self-contained AI coding agent that lives in your terminal — edit code, run commands, and drive tools, with cost-aware routing across LLM providers.

3,341 | 268 (8.0%) | 134
EMI-Group/evox Python devtools 1K+ BENCHMARK

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

2,653 | 357 (13.5%) | 158
Zafer-Liu/Data-Analysis-Agent Python ai-agent 1K+ BENCHMARK

LLM-powered conversational data analysis agent that generates interactive visualizations and business insights without SQL.

2,611 | 228 (8.7%) | 105
ChenlizheMe/Infernux Python infra 1K+ BENCHMARK

Building a Neural Network-Native Engine (3N). Python authoring, C++ runtime, Vulkan/WebGPU. Windows, Linux, Android and Web.

1,953 | 157 (8.0%) | 79
ray-r-ren/agent-apprenticeship Python ai-agent 1K+ BENCHMARK

The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.

1,617 | 130 (8.0%) | 65
axoviq-ai/synthadoc Python ai-agent 1K+ BENCHMARK

Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-managed and self-improved without the use of any tools.

1,592 | 159 (10.0%) | 1592
RLinf/RPent Python ai-agent 1K+ BENCHMARK

RPent: Agentic Infrastructure for the Physical World

1,568 | 139 (8.9%) | 63
aaawangyh/dqn-adaptive-cpu-scheduler Python devtools 1K+ BENCHMARK

Adaptive task scheduling for multi-core CPUs using DQN with DVFS & thermal-aware reward; includes simulator, baselines, training, evaluation, and plotting.

1,501 | 121 (8.1%) | 61
Paritok-official/paritok-4b-v1 Python ai-agent 1K+ BENCHMARK

Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.

1,460 | 140 (9.6%) | 132
Intuition-Lab/personal-model Python devtools 1K+ BENCHMARK

Build your HUMAN.md.

1,337 | 107 (8.0%) | 54
sipyourdrink-ltd/bernstein Python ai-agent 1K+ BENCHMARK

The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run

1,314 | 184 (14.0%) | 1314
weiruihhh/cs336_note_and_hw Python devtools 1K+ BENCHMARK

High-performance Python developer tooling and engineering library for cs336 note and hw.

1,265 | 102 (8.1%) | 51
heymrun/heym Python ai-agent 1K+ BENCHMARK

Build agentic systems. Run them with confidence. Orchestrate agents, automate business processes, inspect every execution, and keep humans in control. Deploy Heym on your own infrastructure.

1,228 | 99 (8.1%) | 1228
Morgensonne/EditDeck Python ai-agent 1K+ BENCHMARK

Automated video and media editing deck powered by multimodal LLM scene analysis.

1,201 | 97 (8.1%) | 49
LycheeMem/LycheeMem Python ai-agent 1K+ BENCHMARK

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

1,096 | 88 (8.0%) | 44
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
trace-cortex/cortex-app Python devtools VIABLE (250+)

Cortex local-first personal memory app

890 | 72 (8.1%) | 40
YMuskrat/arcticdb_mcp Python mcp-server VIABLE (250+)

MCP server for ArcticDB

773 | 66 (8.5%) | 773
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
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
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
Prysai/Prysai-LLM-Playbook Python ai-agent VIABLE (250+)

An evidence-led, six-language LLM playbook: the transferable core, the Codex flagship track, and adapters for ChatGPT, Claude Code, Gemini, DeepSeek, and Grok.

439 | 36 (8.2%) | 21
ltjed/multiagent-coaching Python devtools VIABLE (250+)

Finetune any multiagent system on any task w/ MAPPA

438 | 36 (8.2%) | 18
skylerhes/sms-bridge Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for sms bridge.

429 | 35 (8.2%) | 18
shuyicc/MathLens Python ai-agent VIABLE (250+)

MathLens Agent Skill Manim 1-10 0.2-1

360 | 29 (8.1%) | 19
MearaY/StegaPy Python devtools VIABLE (250+)

Python version of OpenStego steganography tool with data hiding and digital watermarking capabilities

358 | 29 (8.1%) | 18
pengwh96/bkk Python devtools VIABLE (250+)

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

358 | 29 (8.1%) | 15
feichai0017/orbitkv Python ai-agent VIABLE (250+)

High Performance KV Cache for LLM Inference

337 | 27 (8.0%) | 337
Rose-ZG/SCIG_V2.0 Python devtools VIABLE (250+)

High-performance Python developer tooling and engineering library for SCIG V2.0.

336 | 27 (8.0%) | 336

Cloud-native infrastructure and observability control plane for proxy multi protocol checker.

324 | 26 (8.0%) | 324
aaron-for-value/VeriRun Python infra VIABLE (250+)

Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.

322 | 30 (9.3%) | 26
Indolent-Kawhi/GRRM Python devtools VIABLE (250+)

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

294 | 24 (8.2%) | 294
brekkylab/backlot Python devtools VIABLE (250+)

A local emulator for enterprise SaaS APIs — Slack, Gmail, Google Drive, GitHub, Jira, Notion, S3 and more — with the real response shapes, pagination, auth and per-document ACLs, over a corpus you supply.

290 | 62 (21.4%) | 290
OndCo/Ond-ESG-Intelligence-Platform Python infra VIABLE (250+)

Ond ESG Intelligence Platform is a cloud-native solution that ingests ESG data, processes it with Azure Data Factory & Databricks, and applies AI/ML models on Azure ML for predictive insights. Power BI dashboards visualize current and forecasted ESG metrics, while GitHub Actions CI/CD ensures an automated, scalable pipeline.

276 | 54 (19.6%) | 276
balaboom123/awesome-italian-brainrot Python devtools VIABLE (250+)

This is a collection to restore all the Italian brainrot.

266 | 22 (8.3%) | 11
FreeAccHub/qaa-airtype Python ai-agent VIABLE (250+)

Autonomous Python AI agent and orchestration framework for qaa airtype workflows.

254 | 21 (8.3%) | 11
franzvill/lad Python ai-agent VIABLE (250+)

An open protocol for discovering A2A-capable AI agents on local networks — the discovery & trust bootstrap layer beneath A2A (mDNS/DNS-SD, well-known endpoints, signed AgentCards).

250 | 31 (12.4%) | 35
netboxlabs/netbox-mcp-server Python mcp-server -6 TO 250 FLOOR

Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs

244 | 105 (43.0%) | 12
AIFrontierLab/AgentArk Python ai-agent -6 TO 250 FLOOR

[NeurIPS'26] Official Implementation for AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent(https://arxiv.org/abs/2602.03955)

244 | 30 (12.3%) | 20
surendranb/google-analytics-mcp Python mcp-server -7 TO 250 FLOOR

Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side aggregation, and safe defaults that reduce data wrangling.

243 | 55 (22.6%) | 12
TuojingAI/SoftVTBench Python devtools -10 TO 250 FLOOR

visuotactile benchmark for the deformable object manipulation

240 | 20 (8.3%) | 10
portainer/portainer-mcp Python mcp-server -11 TO 250 FLOOR

Official Portainer MCP server

239 | 52 (21.8%) | 12
Qpu523/VLM-VPI Python devtools -14 TO 250 FLOOR

High-performance Python developer tooling and engineering library for VLM VPI.

236 | 19 (8.1%) | 10
zhangrldndx/offerclaw Python devtools -23 TO 250 FLOOR

Automated technical recruiting aggregator and resume-to-role matching assistant.

227 | 19 (8.4%) | 10
zpaoye/linuxdo-checkin Python devtools -24 TO 250 FLOOR

High-performance Python developer tooling and engineering library for linuxdo checkin.

226 | 19 (8.4%) | 226
Francis206/wazuh-ai-soc-azure Python ai-agent -24 TO 250 FLOOR

wazuh azure security-operations siem mistral llm hipaa terraform aks mlops soc open-source azure-api-management lora fine-tuning

226 | 20 (8.8%) | 10
moskoo/xxg-portrait-rebuild-light Python ai-agent -32 TO 250 FLOOR

`xxg-portrait-rebuild-light` is an image-edit skill for existing portrait photos. It reconstructs the key light, fill, shadows, and background atmosphere with a director-led lighting workflow while restoring clean, healthy, low-contrast photographic skin microtexture.

218 | 24 (11.0%) | 14
nullwiz/audiopipe Python devtools -41 TO 250 FLOOR

Pipeline for removing background noise, diarization, and transcription with insanely-fast-whisper

209 | 17 (8.1%) | 9
Prescott-Data/jarviscore-framework Python ai-agent -49 TO 250 FLOOR

JarvisCore is a runtime where AI agents operate as a fleet of equal peers. Agents discover one another by capability, execute tasks from a shared ledger, and authenticate to every external service through a zero-trust broker, never with their own keys.

201 | 17 (8.5%) | 201
jiwidi/jiwo Python devtools -56 TO 250 FLOOR

Small decision models (jev style) for latency critical scenarios

194 | 16 (8.2%) | 194
Rubric4Setwise/Rubric4Setwise Python ai-agent -60 TO 250 FLOOR

Rubric-oriented document set evaluation and selection for RAG.

190 | 16 (8.4%) | 190

(VillagerAgent ACL 2024) A Graph based Minecraft multi agents framework

186 | 18 (9.7%) | 8
sivakumar-mahalingam/fastmrz Python devtools -65 TO 250 FLOOR

⚡Extracting the Machine Readable Zone (MRZ) from passport or any document images

185 | 42 (22.7%) | 23
biao994/DocPaws Python ai-agent -65 TO 250 FLOOR

RAG PDF Agent scope FastAPI + Vue3

185 | 15 (8.1%) | 8
NK-JittorCV/ViTP Python devtools -65 TO 250 FLOOR

Offical implementation of "Visual Instruction Pretraining for Domain-Specific Foundation Models"

185 | 15 (8.1%) | 8
AetherLabsAI/Video2World Python ai-agent -66 TO 250 FLOOR

Benchmarking Coding Agents for Interactive World Modeling from Embodied Videos - Rethinking Embodied Real2Sim from a Software Engineering Perspective

184 | 15 (8.2%) | 184
agentsea/nautilo Python ai-agent -67 TO 250 FLOOR

Containerized desktop environment and virtual GUI runtime for autonomous computer-use AI agents.

183 | 15 (8.2%) | 8
Open-Bee/DataStudio Python devtools -69 TO 250 FLOOR

[ICLR 2026] Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs

181 | 15 (8.3%) | 20
tetrionlabs/mathema Python devtools -71 TO 250 FLOOR

Claim-Driven Development: turn software intent into verifiable evidence.

179 | 15 (8.4%) | 8
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