How is delivery paced?

Your order is spread over 3 to 30 days instead of landing all at once. Every package also includes forks and watchers (about 10% and 4% of the star count). That way the counters grow together.

Do I need to share a GitHub token or grant OAuth access?

No. We only need the public repository URL.

Settle via multi-chain crypto checkout (21 coins via NOWPayments) or direct on-chain USDC/USDT on Base, Arbitrum, Ethereum, BSC, Polygon, or Solana. Once payment clears you receive a private Observer tracking portal that monitors progress from your starting baseline.

What if the numbers drop after delivery?

We top them up for free if they drop within 30 days of completion.

Python Ecosystem Telemetry Index

Analyze Python inference engines, PyTorch/uv tooling, and autonomous agent repos: daily trending thresholds (70-125 stars/day) and StarScout ratio audits.

All Repos MCP Servers AI Agents DevTools Infra & SRE CLI Tools TypeScript Python Rust Go

Indexed Open-Source Repositories (14)

langchain-ai/langchain Python ai-agent 1K+ BENCHMARK

Context-aware reasoning framework for building composable LLM applications and autonomous agents.

108,500 17,800 (16.4%) 1,950

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open-webui/open-webui Python ai-agent 1K+ BENCHMARK

Self-hosted extensible AI interface supporting Ollama, OpenAI-compatible APIs, and local RAG.

86,200 10,500 (12.2%) 920

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fastapi/fastapi Python devtools 1K+ BENCHMARK

Modern, high-performance Python web framework for building APIs with standard Python type hints.

83,400 7,250 (8.7%) 1,120

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All-Hands-AI/OpenHands Python ai-agent 1K+ BENCHMARK

Autonomous AI software engineering agents capable of executing terminal commands, editing code, and browsing.

52,400 5,850 (11.2%) 670

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vllm-project/vllm Python ai-agent 1K+ BENCHMARK

High-throughput and memory-efficient inference and serving engine for Large Language Models.

46,500 7,200 (15.5%) 640

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microsoft/autogen Python ai-agent 1K+ BENCHMARK

Programming framework for agentic AI and multi-agent conversational systems.

44,800 6,750 (15.1%) 780

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crewAIInc/crewAI Python ai-agent 1K+ BENCHMARK

Framework for orchestrating role-playing, autonomous AI agents in collaborative workflows.

31,200 4,250 (13.6%) 490

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kovidgoyal/kitty Python cli 1K+ BENCHMARK

Cross-platform, fast, feature-rich, GPU-based terminal emulator with remote IPC control.

26,800 1,080 (4.0%) 290

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pydantic/pydantic Python devtools 1K+ BENCHMARK

Data validation and settings management using Python type annotations with a Rust validation core.

23,600 2,080 (8.8%) 290

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langchain-ai/langgraph Python ai-agent 1K+ BENCHMARK

Resilient, stateful multi-actor agent orchestration library built on graph state machines.

14,600 2,350 (16.1%) 320

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jlowin/fastmcp Python mcp-server 1K+ BENCHMARK

Fast, ergonomic Python framework for building Model Context Protocol (MCP) servers and tools.

11,400 890 (7.8%) 190

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pydantic/pydantic-ai Python ai-agent 1K+ BENCHMARK

Type-safe Python agent framework designed for production generative AI workflows by the Pydantic team.

9,800 840 (8.6%) 195

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modelcontextprotocol/python-sdk Python mcp-server 1K+ BENCHMARK

Official Python SDK for building Model Context Protocol (MCP) servers and host integrations.

9,200 1,040 (11.3%) 210

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qdrant/mcp-server-qdrant Python mcp-server 1K+ BENCHMARK

Official Qdrant vector search Model Context Protocol server for semantic memory retrieval.

1,850 195 (10.5%) 55

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