# Gideon Intelligence Report — 2026-03-30 21:30

**Agent:** Gideon (Git intelligence analyst)  
**Team:** Team 7 — Systems Intelligence  
**Run ID:** `gideon_20260330_live`  
**Queries run:** 9  
**Repos evaluated:** 15  
**Top recommendations:** 15  

---

## Summary

Gideon searched 9 GitHub queries and evaluated 15 unique Python repositories for relevance to the Puffer-Properties-R platform. Scoring weighs domain relevance (60%) and maintenance activity (40%). Only repos with open-source licences compatible with commercial use are recommended without caveats.

## ⚠️ Alerts

- GitHub API egress blocked from VM — data gathered via WebFetch/WebSearch (2026-03-30). Run `python -m src.agents.gideon` from a non-restricted network to refresh with live API data.

## Already in Stack

These repos were found in search results but are already in `requirements.txt`:

- `langchain-ai/langchain`
- `langchain-ai/langgraph`

## Top Recommendations

*Ranked by combined relevance + activity score (max 10.0)*

### 1. [abracadabra50/uk-property-cli](https://github.com/abracadabra50/uk-property-cli)

**Score:** 7.7/10 (relevance 10.0 · activity 4.2)  
**Stars:** ⭐ 5  
**Last push:** ~4 months ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `rightmove`, `zoopla`, `espc`, `cli`, `python`, `ai-agents`, `real-estate`, `uk-property`  

> UK property search CLI for Rightmove, Zoopla, and ESPC. Normalized JSON output. Built for AI agents.

**Integration idea:** Direct candidate to replace/augment Sherlock's scraping layer; Zoopla data source — complement to Rightmove scraper  
**Found by:** `rightmove scraper python`, `uk-property topic`  

---

### 2. [NirDiamant/GenAI_Agents](https://github.com/NirDiamant/GenAI_Agents)

**Score:** 7.5/10 (relevance 5.8 · activity 10.0)  
**Stars:** ⭐ 20,900  
**Last push:** ~1 month ago  
**Licence:** ✅ MIT License  
**Language:** Jupyter Notebook  
**Topics:** `genai`, `agents`, `tutorials`, `langchain`, `langgraph`, `ai`, `machine-learning`  

> Comprehensive tutorials and implementations for Generative AI Agent techniques — foundational to advanced, including multi-agent systems

**Integration idea:** Could extend or inform pipeline agent patterns; Multi-agent architecture patterns — inform pipeline design  
**Found by:** `langgraph topic`  

---

### 3. [FareedKhan-dev/all-agentic-architectures](https://github.com/FareedKhan-dev/all-agentic-architectures)

**Score:** 7.3/10 (relevance 5.8 · activity 9.5)  
**Stars:** ⭐ 3,000  
**Last push:** ~4 months ago  
**Licence:** ✅ MIT License  
**Language:** Jupyter Notebook  
**Topics:** `agents`, `multi-agent`, `langgraph`, `langchain`, `agentic`, `llm`  

> Implementation of 17+ agentic architectures — supervisor, planner, reflection, critic, multi-agent patterns

**Integration idea:** Could extend or inform pipeline agent patterns; Multi-agent architecture patterns — inform pipeline design  
**Found by:** `langgraph topic`  

---

### 4. [ZacharyHampton/HomeHarvest](https://github.com/ZacharyHampton/HomeHarvest)

**Score:** 6.7/10 (relevance 4.5 · activity 10.0)  
**Stars:** ⭐ 658  
**Last push:** < 1 month ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `real-estate`, `scraping`, `python`, `property-data`  

> Python package for scraping real estate property data — flexible filtering, Pydantic output, CSV/Excel export. Updated today.

**Integration idea:** Review for domain knowledge or reusable utilities  
**Found by:** `proptech topic`, `real estate scraping python`  

---

### 5. [von-development/awesome-LangGraph](https://github.com/von-development/awesome-LangGraph)

**Score:** 6.7/10 (relevance 5.8 · activity 8.0)  
**Stars:** ⭐ 1,700  
**Last push:** ~1.2 years ago  
**Licence:** ❓ No licence declared  
**Language:** Unknown  
**Topics:** `langgraph`, `langchain`, `ai-agents`, `multi-agent`, `agentic-applications`, `awesome-list`  

> Definitive index of frameworks, templates, and real-world projects for building stateful, tool-using AI agents with LangGraph

**Integration idea:** Could extend or inform pipeline agent patterns; Multi-agent architecture patterns — inform pipeline design  
**Found by:** `langgraph topic`  

---

### 6. [JoshuaC215/agent-service-toolkit](https://github.com/JoshuaC215/agent-service-toolkit)

**Score:** 5.8/10 (relevance 4.3 · activity 8.0)  
**Stars:** ⭐ 4,200  
**Last push:** ~1.2 years ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `agents`, `streamlit`, `langgraph`, `fastapi`, `python`  

> Full toolkit for running AI agent services with LangGraph, FastAPI and Streamlit — streaming, multi-agent support, RAG

**Integration idea:** Could extend or inform pipeline agent patterns; Multi-agent architecture patterns — inform pipeline design  
**Found by:** `langgraph topic`  

---

### 7. [langchain-ai/langchain-mcp-adapters](https://github.com/langchain-ai/langchain-mcp-adapters)

**Score:** 5.5/10 (relevance 2.5 · activity 10.0)  
**Stars:** ⭐ 3,500  
**Last push:** < 1 month ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `langchain`, `mcp`, `model-context-protocol`, `tools`, `python`  

> Official LangChain MCP (Model Context Protocol) integration — connect any MCP server as a LangChain tool

**Integration idea:** Could extend or inform pipeline agent patterns  
**Found by:** `langgraph topic`  

---

### 8. [wassim249/fastapi-langgraph-agent-production-ready-template](https://github.com/wassim249/fastapi-langgraph-agent-production-ready-template)

**Score:** 5.3/10 (relevance 2.5 · activity 9.5)  
**Stars:** ⭐ 2,100  
**Last push:** ~5 months ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `fastapi`, `langgraph`, `python`, `agents`, `template`, `production`  

> Production-ready FastAPI + LangGraph agent template — structured for deployment with async support

**Integration idea:** Could extend or inform pipeline agent patterns  
**Found by:** `langgraph topic`  

---

### 9. [dalepotter/uk_property_price_data](https://github.com/dalepotter/uk_property_price_data)

**Score:** 5.3/10 (relevance 6.8 · activity 2.9)  
**Stars:** ⭐ 15  
**Last push:** ~3.8 years ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `land-registry`, `uk`, `property`, `price-paid`, `mysql`, `python`  

> Commands and guidance for working with HM Land Registry Price Paid data — MySQL loading, query patterns, Python analysis

**Integration idea:** Could replace/augment Quinn's price comparison data  
**Found by:** `UK land registry python`  

---

### 10. [Krsmanovic-S/property-scraper](https://github.com/Krsmanovic-S/property-scraper)

**Score:** 5.0/10 (relevance 5.8 · activity 3.7)  
**Stars:** ⭐ 12  
**Last push:** ~1.6 years ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `rightmove`, `python`, `scraper`, `property`, `sqlite`, `csv`  

> Modular Python scraper for Rightmove property listings — extracts price, address, bedrooms, type; saves to CSV, JSON, SQLite

**Integration idea:** Direct candidate to replace/augment Sherlock's scraping layer  
**Found by:** `rightmove scraper python`  

---

### 11. [AleksNeStu/ai-real-estate-assistant](https://github.com/AleksNeStu/ai-real-estate-assistant)

**Score:** 4.9/10 (relevance 3.3 · activity 7.3)  
**Stars:** ⭐ 134  
**Last push:** ~7 months ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `ai`, `real-estate`, `rag`, `llm`, `python`, `fastapi`  

> AI Real Estate Assistant using RAG, LLMs, Python — semantic property search, hybrid agent routing, multi-LLM provider support

**Integration idea:** Review for domain knowledge or reusable utilities  
**Found by:** `proptech topic`, `real estate LLM`  

---

### 12. [samuelcolvin/land-registry-price-paid-data](https://github.com/samuelcolvin/land-registry-price-paid-data)

**Score:** 4.9/10 (relevance 6.6 · activity 2.3)  
**Stars:** ⭐ 8  
**Last push:** ~5.1 years ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `land-registry`, `uk`, `property`, `pandas`, `python`, `price-paid`  

> UK Land Registry house price data converted to Python Pandas DataFrame — bulk processing of Price Paid dataset

**Integration idea:** Could replace/augment Quinn's price comparison data  
**Found by:** `UK land registry python`  

---

### 13. [toby-p/rightmove_webscraper.py](https://github.com/toby-p/rightmove_webscraper.py)

**Score:** 4.5/10 (relevance 3.5 · activity 6.1)  
**Stars:** ⭐ 275  
**Last push:** ~4.0 years ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `rightmove`, `pandas`, `webscraper`, `python3`, `data-science`, `data-mining`  

> Python class to scrape data from rightmove.co.uk and return listings in a pandas DataFrame

**Integration idea:** Direct candidate to replace/augment Sherlock's scraping layer  
**Found by:** `rightmove scraper python`  

---

### 14. [ahacker-1/cre-acquisition-orchestrator](https://github.com/ahacker-1/cre-acquisition-orchestrator)

**Score:** 4.4/10 (relevance 3.3 · activity 6.1)  
**Stars:** ⭐ 27  
**Last push:** ~3 months ago  
**Licence:** ✅ MIT License  
**Language:** TypeScript  
**Topics:** `multi-agent`, `real-estate`, `acquisition`, `ai-agents`, `commercial-real-estate`  

> Multi-agent AI system for commercial real estate acquisitions — 31 specialised agents, deal scoring, real-time dashboard

**Integration idea:** Multi-agent architecture patterns — inform pipeline design  
**Found by:** `proptech topic`  

---

### 15. [fcaponetto/RightMoveScraper](https://github.com/fcaponetto/RightMoveScraper)

**Score:** 3.1/10 (relevance 3.5 · activity 2.5)  
**Stars:** ⭐ 6  
**Last push:** ~2.7 years ago  
**Licence:** ✅ MIT License  
**Language:** Python  
**Topics:** `rightmove`, `python`, `scraper`, `telegram`  

> Python Scraper for the UK RightMove website — live notifications through Telegram when new ads are posted

**Integration idea:** Direct candidate to replace/augment Sherlock's scraping layer  
**Found by:** `rightmove scraper python`  

---

## Queries Used

- `rightmove scraper python`
- `uk-property topic`
- `proptech topic`
- `langgraph topic`
- `UK land registry python`
- `real estate LLM agent`
- `buy-to-let calculator python`
- `EPC certificate API python`
- `UK housing market data python`

---

*Report generated by Gideon · 2026-03-30 21:30*  
*Re-run: `python -m src.agents.gideon`*  
*Decision #12 added to Decisions Backlog*