MCP Observatory
8m ago Tracked 26,727 Last 8m ago 24h 1,587
github Python analyzed e64da5b

carco5/ludo-engsoft

github

Coursework for 'Transformers, LLMs, RAG and Agents: From Theory to Production' (BSC x UPC): RAG applications, hand-built agent loops, and token-cost experiments measured on a local stack

maintainer
carco5
license
NOASSERTION
first seen
2026-08-01
last seen
2026-08-01
releases · 30d
0
short id

Drift inferred · capture-to-capture

No drift recorded — single capability capture; advisories appear once its surface changes.

capabilities 10 tools
transport http counts 10 tools · 0 res · 0 prompts permission surface via code analysis

tools

  • browser_click
  • browser_navigate
  • browser_snapshot
  • browser_type
  • check_battery_health
  • get_robot_spec
  • get_warehouse_map
  • list_firmware_versions
  • open_support_ticket
  • schedule_maintenance
skills & danger signals github-tarball
prompt-surface shipped agent-instruction files + hidden-content / dangerous-code findings — quoted from the analyzed source

analyzed commit e64da5b · analyzer v28 · 1d ago

skills & prompt files 4

code evidence vHEAD · github-tarball
evidence-backed findings quoted directly from the published source artifact — not inferred

code files: 47

filesystem 12

  • fs carco5-ludo-engsoft-e64da5b/week-01/demos/01-the-api-call/multimodal/send_image.py :50 with open(image, "rb") as f:
  • fs carco5-ludo-engsoft-e64da5b/week-01/ex-05-easy-chatgpt/app/main.py :9 from pathlib import Path
  • fs carco5-ludo-engsoft-e64da5b/week-02/demos/01-single-file-rag/single_file_rag.py :27 context = open(os.path.join(os.path.dirname(__file__), "knowledge.txt")).read()
  • fs carco5-ludo-engsoft-e64da5b/week-02/demos/02-context-explorer-rag/context_explorer_rag.py :144 No chunking, no embeddings, no vector store. The "retrieval" step is `open().read()`.
  • fs carco5-ludo-engsoft-e64da5b/week-02/demos/05-embeddings-rag-explorer/embeddings_rag_explorer.py :174 text = open(os.path.join(os.path.dirname(__file__), "knowledge.txt")).read()
  • fs carco5-ludo-engsoft-e64da5b/week-02/easy-rag/app/main.py :32 from pathlib import Path
  • fs carco5-ludo-engsoft-e64da5b/week-02/ex-01-easy-assistant/app/main.py :17 from pathlib import Path
  • fs carco5-ludo-engsoft-e64da5b/week-02/simple-dynamic-rag/ingest.py :29 import shutil
  • fs carco5-ludo-engsoft-e64da5b/week-03/demos/04-minimal-cli-agent/minimal_cli_agent.py :28 from pathlib import Path
  • fs carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/forum/app.py :22 from pathlib import Path
  • fs carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-cli/minimal_cli_agent.py :28 from pathlib import Path
  • fs carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/tally.py :17 from pathlib import Path

shell / exec 4

  • shell carco5-ludo-engsoft-e64da5b/week-03/demos/02-give-the-llm-hands/give_the_llm_hands.py :33 import subprocess
  • shell carco5-ludo-engsoft-e64da5b/week-03/demos/04-minimal-cli-agent/minimal_cli_agent.py :26 import subprocess
  • shell carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/give_the_llm_hands.py :33 import subprocess
  • shell carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-cli/minimal_cli_agent.py :26 import subprocess

network 2

  • net carco5-ludo-engsoft-e64da5b/week-03/demos/02-give-the-llm-hands/give_the_llm_hands.py :35 import urllib.request
  • net carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/give_the_llm_hands.py :35 import urllib.request

secrets 26

  • secrets carco5-ludo-engsoft-e64da5b/week-01/demos/01-the-api-call/chat-completions/call.py :18 api_key=os.environ.get("OPENAI_API_KEY"),
  • secrets carco5-ludo-engsoft-e64da5b/week-01/demos/01-the-api-call/multimodal/send_image.py :36 api_key=os.environ.get("OPENAI_API_KEY"),
  • secrets carco5-ludo-engsoft-e64da5b/week-01/demos/01-the-api-call/streaming/stream.py :29 api_key=os.environ.get("OPENAI_API_KEY"),
  • secrets carco5-ludo-engsoft-e64da5b/week-01/demos/02-context-explorer/context_explorer.py :197 api_key = os.getenv("OPENAI_API_KEY")
  • secrets carco5-ludo-engsoft-e64da5b/week-01/ex-04-call-the-llm/call.py :23 api_key=os.environ.get("OPENAI_API_KEY", "ollama"), # Ollama ignores the value
  • secrets carco5-ludo-engsoft-e64da5b/week-01/ex-05-easy-chatgpt/app/main.py :17 API_KEY = os.environ.get("OPENAI_API_KEY", "ollama")
  • secrets carco5-ludo-engsoft-e64da5b/week-02/collections-manager/collections_manager/__init__.py :47 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-02/demos/01-single-file-rag/single_file_rag.py :22 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-02/demos/02-context-explorer-rag/context_explorer_rag.py :565 api_key = os.getenv("OPENAI_API_KEY")
  • secrets carco5-ludo-engsoft-e64da5b/week-02/demos/03-embeddings-explorer/embeddings_explorer.py :58 OPENAI_API_KEY = os.getenv("OPENAI_API_KEY", "ollama")
  • secrets carco5-ludo-engsoft-e64da5b/week-02/demos/05-embeddings-rag-explorer/embeddings_rag_explorer.py :71 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-02/demos/rag-graph-expansion/rag_graph_expansion.py :29 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-02/easy-rag/app/main.py :43 API_KEY = os.environ.get("OPENAI_API_KEY", "ollama")
  • secrets carco5-ludo-engsoft-e64da5b/week-02/ex-01-easy-assistant/app/main.py :25 API_KEY = os.environ.get("OPENAI_API_KEY", "ollama")
  • secrets carco5-ludo-engsoft-e64da5b/week-02/simple-dynamic-rag/simple_dynamic_rag.py :30 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-03/demos/01-function-calling/three_pigs_function_calling.py :460 api_key = os.getenv("OPENAI_API_KEY")
  • secrets carco5-ludo-engsoft-e64da5b/week-03/demos/02-give-the-llm-hands/give_the_llm_hands.py :44 API_KEY = os.getenv("OPENAI_API_KEY", "ollama") # any non-empty string for Ollama
  • secrets carco5-ludo-engsoft-e64da5b/week-03/demos/03-mcp-server-minimal/agent_with_mcp.py :34 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-03/demos/04-minimal-cli-agent/minimal_cli_agent.py :35 api_key=os.getenv("OPENAI_API_KEY", "ollama"))
  • secrets carco5-ludo-engsoft-e64da5b/week-03/straw-house/three_pigs_function_calling.py :492 api_key = os.getenv("OPENAI_API_KEY")
  • secrets carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/agent_with_mcp.py :34 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/control_no_tools.py :20 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/give_the_llm_hands.py :44 API_KEY = os.getenv("OPENAI_API_KEY", "ollama") # any non-empty string for Ollama
  • secrets carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-browser/browser_agent.py :31 api_key=os.environ.get("OPENAI_API_KEY", "ollama"),
  • secrets carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-browser/registry_cost.py :24 api_key=os.environ.get("OPENAI_API_KEY", "sk-anything"), timeout=1800)
  • secrets carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-cli/minimal_cli_agent.py :35 api_key=os.getenv("OPENAI_API_KEY", "ollama"),

database 2

  • db carco5-ludo-engsoft-e64da5b/week-03/demos/02-give-the-llm-hands/give_the_llm_hands.py :32 import sqlite3
  • db carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/give_the_llm_hands.py :32 import sqlite3

tool registrations 12

  • get_robot_spec carco5-ludo-engsoft-e64da5b/week-03/demos/03-mcp-server-minimal/server.py :38
  • get_robot_spec carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/server.py :38
  • get_robot_spec carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/server_6tools.py :30
  • get_warehouse_map carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/server_6tools.py :40
  • open_support_ticket carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/server_6tools.py :50
  • check_battery_health carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/server_6tools.py :59
  • schedule_maintenance carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/server_6tools.py :68
  • list_firmware_versions carco5-ludo-engsoft-e64da5b/week-03/token-bill/part1-registry-tax/server_6tools.py :77
  • browser_navigate carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-browser/playwright_mcp_server.py :91
  • browser_snapshot carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-browser/playwright_mcp_server.py :100
  • browser_type carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-browser/playwright_mcp_server.py :129
  • browser_click carco5-ludo-engsoft-e64da5b/week-03/token-bill/part2-two-roads/road-browser/playwright_mcp_server.py :139

declared dependencies 2

  • transformers@>=4.48.0
  • tokenizers@>=0.20.0