Extract intent from log entry.

Extract intent from audio transcript.

Extract all regex patterns from an ATR detection block.

Extract return value specification from function. Args: func: The function to analyze Returns: ParameterSpec for return valu

Extract and validate score from API response. Returns None if the response is not a dict or score is not a valid number.

Recursively extract string values from nested dicts/lists.

Extract a best-effort textual payload for input scanners.

Extract tool calls from LangChain result. LangChain can return results in various formats depending on the agent typ

Download, verify, and unpack the plugin artifact archive. The archive is saved as ``dest/.artifact.zip`` after a successful integrity

Fetch manifest from agent (simulated).

Fetch a revocation list. Returns None on failure (fail closed). A 404 is treated as "no revocation list published yet" and yields an

Calculate nth Fibonacci number.

Return only the rules matching the configured vectors.

Find pending signals correlated with the given signal. Signals are correlated if they come from the same source and fall within the c

Return every distinct chain root directory that holds a governance file. A "chain root" is the directory containing the **most-specific** gov

Find the first matching rule for a source→target pair.

Find which section a position falls in.

Locate the AGT stock Rego library directory inside the repo.

Find compliance violations in events.

Find compliance warnings in events.

Flush buffer and close connections on exit.

Format list of dicts as ASCII table.

Format chart data as text representation.

Format review with full PHI for clinical staff.

Format de-identified review for non-clinical staff.

Render a dict as key-value pairs.

Format KB answer into customer-friendly response.

Format result as a Markdown report.

Format report as human-readable text.

Format a section for output. Args: section: Section to format document: Parent document for metadata

Render a list of dicts as an aligned text table.

Format result as plain text.

Format timedelta as human readable string.

Returns the approximate number of controls for a compliance framework.

Returns standard recommendations for a compliance framework.

Return a host-friendly ``public_message`` for a blocking verdict. The v5 ACS runtime surfaces terse wire reasons (``runtime_error:tool_unknown``,

Google Gemini GenerativeAI call, translating OpenAI-style messages.

Google Gemini GenerativeAI call, translating OpenAI-style messages.

Generate human-readable audit note.

Generate a self-signed CA certificate.

Generate simulated call trace

Generate a denial message for blocked requests. Args: manifest: The capability manifest context: Policy cont

Generate executive summary for compliance report.

Generate response when KB doesn't have good match.

Generate human-readable interpretation of drift.

Generate unique query ID.

Generate recommendations based on stats.

Generate recommendations based on violations

Generate actionable recommendations

Auto-generate a basic schema from function signature

Generate optimization suggestions based on corpus analysis.

Generate executive summary of review.

Generate a plain text fallback for any response. Args: data: The response data modality: The detecte

Generate a warning message for risky requests. Args: manifest: The capability manifest context: Policy conte

Extract the list of tool entries from a PydanticAI agent.

Get cached result if valid (key includes DID + public key for security).

Get cached verification result if still valid.

Get all immediate children of a directory.

Get context around a position.

Get the current emk version.

Lazy import httpx to keep it optional.

Acquire an IMDSv2 session token.

Get the installed version of a package, or None if not installed.

Simulate consensus scoring.

Traverse nested dict with a dotted key. Returns (found, value).

Resolve dot-notation path in a dictionary.

Get a nested value from a dictionary using dot notation. Args: data: The dictionary to search path: Dot-sepa

Get the next rollout phase.

Get next steps based on decision.

Get next task from store.