community_9_core

core

Community 9 | 22 files | cohesion 0.43

Definition

This community groups 22 file(s) rooted at core with dominant language py (cohesion 0.43). Central symbols: AiCommandSet, AuthError, BudgetConfig, BudgetExceeded, BudgetGuard, BudgetLedger, BudgetedBackend, Config. Core file: core/llm_budget.py (45 symbols). Documented purpose: Artificial Intelligence command set. Covers the do_ask, do_groq, do_ai_playbook and do_ai_toggle commands. ask answers through the configur.

Files

core (7 files)

File	Language	Layer	Symbols	Doc
core/__init__.py	py	utility	0	yes
core/dependencies.py	py	utility	23	yes
core/errors.py	py	utility	23	yes
core/http.py	py	presentation	10	yes
core/llm_budget.py	py	utility	45	yes
core/network.py	py	utility	8	yes

tests (6 files)

File	Language	Layer	Symbols	Doc
tests/test_ai_commands_llm.py	py	testing	18	yes
tests/test_dependencies.py	py	testing	35	yes
tests/test_llm_adapter_parity.py	py	testing	41	yes
tests/test_llm_budget.py	py	testing	27	yes
tests/test_llm_prompts.py	py	testing	27	yes

. (4 files)

File	Language	Layer	Symbols	Doc
discord_c2.py	py	utility	21	no
slack_c2_bot.py	py	utility	16	yes
telegram_c2.py	py	utility	18	no
telegram_hermes.py	py	utility	29	yes

modules (3 files)

File	Language	Layer	Symbols	Doc
modules/llm_adapter.py	py	infrastructure	15	yes
modules/llm_prompts.py	py	utility	28	yes
modules/sidequestion.py	py	utility	9	yes

cli/commands (1 files)

File	Language	Layer	Symbols	Doc
cli/commands/ai.py	py	utility	8	yes

contrib/legacy (1 files)

File	Language	Layer	Symbols	Doc
contrib/legacy/lazyphishingai.py	py	presentation	12	yes

... and 2 more files in this community.

Key Symbols

• AiCommandSet (class, cli/commands/ai.py:71) class AiCommandSet(LazyOwnCommandSet) - Pending phase module for the Artificial Intelligence commands.
• do_ask (method, cli/commands/ai.py:78) def do_ask(self, line) - Ask the AI a question with current session context pre-loaded.
• do_groq (method, cli/commands/ai.py:166) def do_groq(self, line) - Generate a single-line command through the Groq backend.
• do_poolcheck (method, cli/commands/ai.py:197) def do_poolcheck(self, line) - Prove the LLM failover pool order with one live prompt.
• _serve (function, cli/commands/ai.py:220) def _serve(member_id, backend_name, text)
• do_ai_playbook (method, cli/commands/ai.py:254) def do_ai_playbook(self, line) - Generate an offensive playbook from Nmap CSV + KB + Ollama.
• do_ai_toggle (method, cli/commands/ai.py:361) def do_ai_toggle(self, _arg) - Toggle the in-process AI assistant on or off.
• do_llm_budget (method, cli/commands/ai.py:378) def do_llm_budget(self, line) - Show the LLM daily cost budget, per call token cap, and current spend.
• clean_think (function, contrib/legacy/lazyphishingai.py:28) def clean_think(texto)
• clean_yaml (function, contrib/legacy/lazyphishingai.py:31) def clean_yaml(texto)
• truncate_message (function, contrib/legacy/lazyphishingai.py:37) def truncate_message(message, max_chars)
• configure_logging (function, contrib/legacy/lazyphishingai.py:42) def configure_logging(debug)
• create_complex_prompt (function, contrib/legacy/lazyphishingai.py:46) def create_complex_prompt(base_prompt, history, knowledge_base)
• load_knowledge_base (function, contrib/legacy/lazyphishingai.py:101) def load_knowledge_base(file_path)
• save_knowledge_base (function, contrib/legacy/lazyphishingai.py:110) def save_knowledge_base(knowledge_base, file_path)
• add_to_knowledge_base (function, contrib/legacy/lazyphishingai.py:117) def add_to_knowledge_base(prompt, command, file_path)
• get_relevant_knowledge (function, contrib/legacy/lazyphishingai.py:122) def get_relevant_knowledge(prompt)
• process_prompt_local_yaml (function, contrib/legacy/lazyphishingai.py:132) def process_prompt_local_yaml(prompt, debug, mode, output_file)
• generate (function, contrib/legacy/lazyphishingai.py:155) def generate()
• parse_args (function, contrib/legacy/lazyphishingai.py:192) def parse_args()
• MissingDependencyError (class, core/dependencies.py:37) class MissingDependencyError(ImportError) - Raised when an optional dependency is used but is not installed.
• __init__ (method, core/dependencies.py:45) def __init__(self, import_name, pip_package, feature) - Build a remediation-oriented error message.
• DependencySpec (class, core/dependencies.py:66) class DependencySpec - Declarative metadata for a single optional Python dependency.
• _DeferredImport (class, core/dependencies.py:101) class _DeferredImport - Stand-in for a missing optional dependency.
• __init__ (method, core/dependencies.py:115) def __init__(self, spec) - Store the dependency spec used to build remediation errors.
• _raise (method, core/dependencies.py:123) def _raise(self) - Raise a :class:MissingDependencyError for the proxied dependency.
• __getattr__ (method, core/dependencies.py:132) def __getattr__(self, _name) - Reject attribute access on a missing dependency.
• __call__ (method, core/dependencies.py:136) def __call__(self) - Reject calling a missing dependency.
• __getitem__ (method, core/dependencies.py:140) def __getitem__(self, _key) - Reject subscription of a missing dependency.
• __iter__ (method, core/dependencies.py:144) def __iter__(self) - Reject iteration over a missing dependency.

Internal vs External Edges

• Internal resolved imports (EXTRACTED): 47
• Cross-boundary resolved imports (EXTRACTED): 41

Connections

• [EXTRACTED] depends_on community 1 <-> 9 (strength 0.9): Extracted import edge crosses communities: cli/banner_config.py imports core/parsers.py.
• [EXTRACTED] depends_on community 9 <-> 0 (strength 0.9): Extracted import edge crosses communities: cli/commands/ai.py imports modules/llm_factory.py.
• [EXTRACTED] depends_on community 9 <-> 12 (strength 0.9): Extracted import edge crosses communities: cli/commands/ai.py imports modules/killchain.py.

Risks

• [taint high] cli/banner_config.py -> core/parsers.py via subprocess (1 hops)
• [taint high] cli/banner_config.py -> core/llm_budget.py via subprocess (5 hops)

Open Questions

• Why do 2 file(s) lack file-level docs (e.g. discord_c2.py)? What purpose do they serve?
• What would break if the most connected file in core changed?
• Should core be split, given cohesion 0.43?

Sources

• cli/commands/ai.py
• contrib/legacy/lazyphishingai.py
• core/__init__.py
• core/dependencies.py
• core/errors.py
• core/http.py
• core/llm_budget.py
• core/network.py
• core/parsers.py
• discord_c2.py
• modules/llm_adapter.py
• modules/llm_prompts.py
• modules/sidequestion.py
• slack_c2_bot.py
• telegram_c2.py
• telegram_hermes.py
• tests/test_ai_commands_llm.py
• tests/test_dependencies.py
• tests/test_llm_adapter_parity.py
• tests/test_llm_budget.py
• ... and 2 more