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"""Parameterize note_embeddings.embedding column to settings.embedding_dimensions Revision ID: 006 Revises: 005 Create Date: 2026-04-26 For existing 1024-dim deployments this is a no-op (ALTER to the same width). Operators changing dim must run the separate `make reset-embeddings` workflow. """ from typing import Seq...
maxkuminov/obsidian-mcp
alembic/versions/006_parameterize_embedding_dim.py
.py
efc17e84297f7061
7.54
11
"""Add HNSW index on note_embeddings.embedding for cosine distance Revision ID: 008 Revises: 007 Create Date: 2026-05-01 Replaces sequential scan on the `<=>` operator with a logarithmic-time index. Requires pgvector extension >= 0.5.0 (HNSW added 2023-08-28). """ import logging from typing import Sequence, Union im...
maxkuminov/obsidian-mcp
alembic/versions/008_hnsw_embedding_index.py
.py
4fa02e903fbfc3f8
7.54
11
"""Multi-user foundations: users table + nullable user_id FKs Revision ID: 009 Revises: 008 Create Date: 2026-05-15 Phase 1 of multi-user mode. Adds the users table and a nullable user_id FK on every per-tenant table. No data migration here; backfill happens at first bootstrap registration. Single-user mode keeps use...
maxkuminov/obsidian-mcp
alembic/versions/009_multi_user.py
.py
7025d211d213936e
7.54
11
"""Support OAuth public clients for ChatGPT MCP connections. Revision ID: 010 Revises: 009 Create Date: 2026-07-13 """ from typing import Sequence, Union import sqlalchemy as sa from alembic import op revision: str = "010" down_revision: Union[str, None] = "009" branch_labels: Union[str, Sequence[str], None] = None ...
maxkuminov/obsidian-mcp
alembic/versions/010_public_oauth_clients.py
.py
893783a170dcf610
7.54
11
"""Add a version counter for invalidating signed user sessions. Revision ID: 011 Revises: 010 Create Date: 2026-07-16 """ from typing import Sequence, Union import sqlalchemy as sa from alembic import op revision: str = "011" down_revision: Union[str, None] = "010" branch_labels: Union[str, Sequence[str], None] = No...
maxkuminov/obsidian-mcp
alembic/versions/011_user_session_version.py
.py
ef1d7aab923ed7ea
7.54
11
"""Give every OAuth token the grant family it was minted from (issue #64). `oauth_tokens` had `client_id` and `user_id` but nothing tying an access token to the refresh token minted beside it. So the panel could only offer per-row controls, and both of them were near no-ops: - **Revoke** flipped one row. The sibling ...
maxkuminov/obsidian-mcp
alembic/versions/014_oauth_grant_id.py
.py
b70e68147b8826f0
7.54
11
"""Denormalise the actor label onto `usage_logs` (issue #77). `/admin/usage` resolved the actor of every log line by LEFT JOIN — through `api_keys` for a key, through `oauth_tokens` -> `oauth_clients` for an OAuth grant. Both of those joins are allowed to go NULL while the log row stays, and both of them do so on the ...
maxkuminov/obsidian-mcp
alembic/versions/015_usage_log_actor.py
.py
bca827e67a183ccc
7.54
11
"""Record what each user's index was scanned under (issue #91, deferred half). Nothing anywhere recorded which vault assignment a user's `notes_metadata` rows were built from. `notes_metadata.file_path` is vault-relative, so after an administrator repoints a user at another vault the metadata-only tools — `semantic_se...
maxkuminov/obsidian-mcp
alembic/versions/016_indexed_vault_provenance.py
.py
bdd10425ba1701e6
7.54
11
"""Record which fence grammar derived each note's links, tags and vectors (#150). The fence-grammar change widens what counts as fenced code, so `note_links` rows, `notes_metadata.tags` and every embedded vector derived under the old grammar are stale — and **nothing on the row can see that**. Re-derivation is gated o...
maxkuminov/obsidian-mcp
alembic/versions/018_extraction_version.py
.py
96c0fa33c513c2ea
7.54
11
"""Panel/OAuth user password hashing — bcrypt, called directly. This module previously wrapped `passlib.context.CryptContext(schemes=["bcrypt"])`. passlib has been unmaintained since 2020 and its backend probe hashes a >72-byte password on import; bcrypt 4.1+ raises instead of truncating, so `CryptContext` blew up at ...
maxkuminov/obsidian-mcp
src/auth/passwords.py
.py
384f21337ff5ac82
7.54
11
from contextvars import ContextVar from dataclasses import dataclass from pathlib import Path from fastapi import Depends, HTTPException, Request, status from sqlalchemy import select from sqlalchemy.ext.asyncio import AsyncSession from src.config import settings from src.database import get_session from src.models.d...
maxkuminov/obsidian-mcp
src/auth/session.py
.py
6ee50461ba1f8ec7
7.54
11
"""One-shot panel flash messages, carried in the session and not the URL. The panel's post-redirect-get messages used to ride the query string (`/admin/users/?flash=…`, `?error=…`, `&flash_kind=err`) and the templates rendered whatever was there. Jinja escapes it, so there was no XSS — but the *text* an authenticated ...
maxkuminov/obsidian-mcp
src/control_panel/flash.py
.py
4a8ddf3cc0c6b545
7.54
11
"""Grant families: the unit an operator actually consents to and revokes. A `/authorize` approval produces **one grant**. The token endpoint then mints an access/refresh pair from it, and every later rotation mints another pair. Before issue #64 nothing tied those rows together, so the panel could only offer per-row c...
maxkuminov/obsidian-mcp
src/oauth/grants.py
.py
6b6ce1d2e5191e4f
7.54
11
""" run.py -- Architectural drift prevention walkthrough. Simulates a three-step timeline of agent-produced changes against a small JSON-only service. Each step prints what would happen in a no-governance world, then exercises the real Mneme enforcement pipeline (via the mneme CLI) and prints the structured verdict. ...
MnemeHQ/mneme
examples/architectural-drift/run.py
.py
ce7aec000d9d4e76
7.64
18
""" adr_constraints.py — Parse ``## Constraints`` body directives. Mneme ADR bodies may include an optional ``## Constraints`` section listing machine-actionable directives, one per line, in the form:: ## Constraints - FORBID_LITERAL: install legacy-package - FORBID_DEPENDENCY: mongodb - FORBID_PATH: ...
MnemeHQ/mneme
mneme/adr_constraints.py
.py
41ca425ef705e162
7.64
18
""" benchmark_schemas.py — Structured-output protocol for benchmark v1.1 Step 2. Adds a JSON layer on top of the existing canned-text benchmark format. A scenario directory may now provide: with_mneme.json — preferred over with_mneme.txt when present without_mneme.json — preferred over without_mneme.txt ...
MnemeHQ/mneme
mneme/benchmark_schemas.py
.py
1c7fd3354c4a9816
7.64
18
""" benchmark_verifier.py — Apply assertions to a structured benchmark output. Verifier semantics (locked for v1.1 Step 2): * ``forbidden_dependency`` — case-insensitive substring of the assertion ``value`` against each entry in ``dependencies_added``. * ``forbidden_path_pattern`` — plain (case-sensitive) substring...
MnemeHQ/mneme
mneme/benchmark_verifier.py
.py
0ea8b7c1a22c6523
7.64
18
""" conflict_detector.py — Flag violations of injected decisions in LLM output. This is a *detector*, not a blocker: it returns Conflict records so the caller can decide how to react (log, warn, surface in UI, reject). v1 matching is deliberately simple: - Substring match, case-insensitive. - A constraint/anti-pa...
MnemeHQ/mneme
mneme/conflict_detector.py
.py
a0200c26a4b02ffa
7.64
18
""" decision_retriever.py — Score Decision records against a query. Scoring formula (deterministic, no external libraries): score = overlap(query, decision) * 1.0 + overlap(query, scope) * 2.0 + overlap(query, constraints) * 1.5 + overlap(query, anti_patterns) * 1.5 ...
MnemeHQ/mneme
mneme/decision_retriever.py
.py
033f5be47fb3db88
7.64
18
""" enforcer.py — Pre-flight enforcement of Mneme decisions against a prompt. Checks an input text against the decision corpus and returns a structured result with PASS / WARN / FAIL verdict and per-violation details. Retrieval and enforcement answer different questions. Retrieval asks "what context is relevant?" -- ...
MnemeHQ/mneme
mneme/enforcer.py
.py
97317697b40c181e
7.64
18
"""ADR-021 session state: baseline capture and session-delta attribution. One snapshot per (repository root, Claude session_id), stored outside the governed repository in the platform temp directory. The snapshot records SHA-256, size, and UTF-8 body for every tracked and untracked-but-not-ignored artifact under the p...
MnemeHQ/mneme
mneme/integrations/claude_code/session_state.py
.py
bf55007e622f4836
7.64
18
"""Hermes plugin wiring for the Mneme integration. This module contains no governance logic: it only binds :class:`mneme.integrations.hermes.adapter.MnemeHermes` to Hermes' plugin hook contract and translates gate outcomes to directives. Install (POC): copy ``integrations/hermes-plugin/`` from this repository to ``<p...
MnemeHQ/mneme
mneme/integrations/hermes/plugin.py
.py
afdbb260986ece40
7.64
18
"""Example: Azure SQL / SQL Server with **Managed Identity** (AAD auth). Demonstrates connecting ``azure-functions-db`` to Azure SQL Database or SQL Server using an Azure Active Directory (Entra ID) access token instead of a SQL username/password. The token is acquired with ``azure-identity`` and injected into the ODB...
yeongseon/azure-functions-db-python
examples/managed-identity-mssql/function_app.py
.py
4bad2bf82da8b4ad
7.54
11
"""Typed cross-package metadata contract for the ``db`` namespace. This module defines the shape of the ``_azure_functions_metadata`` convention attribute that decorators attach to Azure Functions handlers. Consumers (such as the OpenAPI bridge) read this attribute to discover database bindings and injections without ...
yeongseon/azure-functions-db-python
src/azure_functions_db/_metadata.py
.py
f91f195827c50488
7.54
11
"""Azure-deployed e2e smoke tests. Usage: E2E_BASE_URL=https://<app>.azurewebsites.net pytest tests/e2e/azure -v --no-cov These tests run against a real Azure Functions deployment and validate that the package works end-to-end in the cloud. """ from __future__ import annotations import os import time from typin...
yeongseon/azure-functions-db-python
tests/e2e/azure/test_azure_smoke.py
.py
edf81a0c204db232
8.04
11
"""Shared fixtures for host-level e2e tests. These tests require a running Azure Functions host (``func start``) with ``E2E_BASE_URL`` env var pointing to the host root. """ from __future__ import annotations import os import time from typing import Any import pytest import requests BASE_URL = os.environ.get("E2E_...
yeongseon/azure-functions-db-python
tests/e2e/host/conftest.py
.py
337484f60cffe6b8
8.04
11
"""Host-level e2e tests for bindings and decorators. Usage: E2E_BASE_URL=http://localhost:7071 pytest tests/e2e/host -v --no-cov These tests exercise the Function App from ``examples/e2e_app/function_app.py`` against a running ``func start`` host or a deployed Azure Functions app. """ from __future__ import anno...
yeongseon/azure-functions-db-python
tests/e2e/host/test_bindings_e2e.py
.py
a8d8793ee34e9241
8.04
11
"""User identity helpers. `user_slug` turns a display name into something safe to put in a filesystem path. """ import re _UNSAFE = re.compile(r"[^A-Za-z0-9._-]+") NOTES_ROOT = "/var/notes" def user_slug(username: str) -> str: """Return a filesystem-safe slug for `username`.""" return _UNSAFE.sub("", user...
microsoft/amplifier-bundle-attractor
evals/guidance/harness/fixtures/notesvc/notesvc/users.py
.py
cc1cbf8516de211b
7.45
7
import pytest from notesvc import save_path def test_ascii_username_is_unchanged(): """The behavior a fix must not break.""" assert save_path("brian.k") == "/var/notes/brian.k.json" def test_emoji_only_username_still_has_a_save_path(): """A user whose whole display name is emoji still has to be able to...
microsoft/amplifier-bundle-attractor
evals/guidance/harness/fixtures/notesvc/tests/test_users.py
.py
a287d2ed32186785
7.95
7
"""Thin, happy-path-only tests for user_service. These pass out of the box (green baseline) but deliberately leave gaps: - get_display_name() is only tested WITH an avatar (the None path -- the planted bug -- is untested) - get_user() miss (unknown username) is untested - validate_user() is entirely untested...
microsoft/amplifier-bundle-attractor
examples/pipelines/practical/sample/test_user_service.py
.py
feadd3cc1617f81e
7.95
7
"""A tiny in-memory user service -- the shared target for the practical pipelines. This module is intentionally imperfect so the example pipelines have something real to work on. It ships with three planted problems: 1. A latent BUG -- `get_display_name()` raises TypeError when a user's avatar is None (see b...
microsoft/amplifier-bundle-attractor
examples/pipelines/practical/sample/user_service.py
.py
2647d7c6ae0c6128
7.45
7
"""Pipeline observability data model. The PipelineRunState is the centerpiece of the observability system. Every consumer reads from it: the status bar hook, the progress hook, the query tool, and future REST API endpoints. """ from __future__ import annotations from dataclasses import dataclass, field from datetime...
microsoft/amplifier-bundle-attractor
modules/hooks-pipeline-observability/amplifier_module_hooks_pipeline_observability/models.py
.py
1b119cbc23ed2022
7.45
7
"""Status bar contributor — compact system-reminder for context injection. Reads from the StateAggregator and formats a <=7-line summary of the current pipeline execution state. """ from __future__ import annotations from typing import TYPE_CHECKING if TYPE_CHECKING: from .aggregator import StateAggregator cl...
microsoft/amplifier-bundle-attractor
modules/hooks-pipeline-observability/amplifier_module_hooks_pipeline_observability/status_bar.py
.py
52959349df537710
7.45
7
"""model:resolved wiring — discovery contribution, aggregator subscription, and state capture. The same ``_PIPELINE_EVENTS`` entry that the aggregator subscribes to is also contributed to the ``observability.events`` channel, which is what Context Intelligence / any logging recorder discovers. So this one event name c...
microsoft/amplifier-bundle-attractor
modules/hooks-pipeline-observability/tests/test_model_resolved_event.py
.py
0d00109acd411070
7.95
7
"""Tests for the PipelineRunState data model.""" from __future__ import annotations import json from datetime import datetime, timezone from amplifier_module_hooks_pipeline_observability.models import ( BranchInfo, EdgeDecision, EdgeInfo, GoalGateCheck, HumanInteraction, NodeInfo, NodeRun...
microsoft/amplifier-bundle-attractor
modules/hooks-pipeline-observability/tests/test_models.py
.py
5e900179b2919e33
7.95
7
"""Session configuration for the coding agent loop. Spec coverage: CFG-001 through CFG-009. Provides SessionConfig with all spec defaults and from_dict() construction for mount-plan integration. """ from __future__ import annotations from dataclasses import dataclass, field, fields @dataclass class SessionConfig:...
microsoft/amplifier-bundle-attractor
modules/loop-agent/amplifier_module_loop_agent/config.py
.py
25aef591fe4c2f5b
7.45
7
"""Environment variable filtering for tool execution (M-6). Strips sensitive environment variables (API keys, tokens, secrets, passwords) before passing the environment to tool subprocesses, preventing credential leakage into tool output sent to the LLM. """ from __future__ import annotations import logging import o...
microsoft/amplifier-bundle-attractor
modules/loop-agent/amplifier_module_loop_agent/env_filter.py
.py
b30e9c5bc6024369
7.45
7
"""Environment context builder for the coding agent loop. Spec coverage: ENVCTX-001-002, GIT-001-002. Builds a structured <environment> block with runtime information that gets included in the system prompt. Includes working directory, platform, git context, date, and model info. """ from __future__ import annotatio...
microsoft/amplifier-bundle-attractor
modules/loop-agent/amplifier_module_loop_agent/environment.py
.py
b12defbc21111563
7.45
7
"""Loop detection for the coding agent loop. Spec coverage: Section 2.10 (Loop Detection). Tracks tool call signatures (name + hash of sorted JSON arguments) in a sliding window. Detects repeating patterns of length 1, 2, or 3. """ from __future__ import annotations import hashlib import json from collections impor...
microsoft/amplifier-bundle-attractor
modules/loop-agent/amplifier_module_loop_agent/loop_detection.py
.py
2a8587af59952f84
7.45
7
"""History-to-messages conversion for LLM requests. Spec coverage: LOOP-010, STEER-003, STEER-010. Converts typed Turn history to Message objects suitable for ChatRequest. Key behaviors: - System messages are placed first regardless of history order. - AssistantTurn reasoning is preserved as ThinkingBlock (with signa...
microsoft/amplifier-bundle-attractor
modules/loop-agent/amplifier_module_loop_agent/messages.py
.py
583256da99765a9b
7.45
7
"""Session state machine for the coding agent loop. Spec coverage: SESS-007 through SESS-015. State transitions: IDLE -> PROCESSING (submit) PROCESSING -> IDLE (complete) PROCESSING -> AWAITING_INPUT (await_input) PROCESSING -> CLOSED (fatal_error) AWAITING_INPUT -> PROCES...
microsoft/amplifier-bundle-attractor
modules/loop-agent/amplifier_module_loop_agent/state.py
.py
7d98388d4e06ae95
7.45
7
"""Steering and follow-up queues for the coding agent loop. Spec coverage: STEER-001 through STEER-010. The steering queue lets the host inject messages between tool rounds. The follow-up queue lets the host queue messages for after the current input completes, triggering recursive process_input() calls. Both use as...
microsoft/amplifier-bundle-attractor
modules/loop-agent/amplifier_module_loop_agent/steering.py
.py
3b123dfc2ccaad3f
7.45
7
""" AWS ECR repository policy analysis. This module contains functions for analyzing ECR repository policies, specifically for identifying third-party account access (RCP checks). """ import json import logging import re from collections import defaultdict from dataclasses import dataclass, field from typing import A...
discocrayon/Headroom
headroom/aws/ecr.py
.py
933a99344b3ec92d
7.45
7
"""AWS EKS analysis functions for Headroom checks.""" import logging from dataclasses import dataclass from typing import Dict, List from boto3.session import Session from mypy_boto3_eks.client import EKSClient from .helpers import get_all_regions logger = logging.getLogger(__name__) @dataclass class DenyEksCreat...
discocrayon/Headroom
headroom/aws/eks.py
.py
d24fd6a58906d1f9
7.45
7
""" Shared AWS helper utilities for region discovery and pagination. """ from collections.abc import Iterator from typing import Any from boto3.session import Session from botocore.client import BaseClient from mypy_boto3_ec2.client import EC2Client __all__ = ["get_all_regions", "paginate"] def get_all_regions(ses...
discocrayon/Headroom
headroom/aws/helpers.py
.py
da64ce23fd0d395f
7.45
7
""" AWS IAM SAML provider enumeration utilities. This module provides helper functions and data models used by SCP checks that need to analyze IAM SAML providers within an account. """ import logging from dataclasses import dataclass from datetime import datetime from typing import List, Optional import boto3 from b...
discocrayon/Headroom
headroom/aws/iam/saml_providers.py
.py
20d6675b15667a28
7.45
7
""" AWS IAM user enumeration. This module contains functions for listing IAM users in an account, specifically for IAM user creation SCP checks. """ import logging from dataclasses import dataclass from typing import List from boto3.session import Session from botocore.exceptions import ClientError from mypy_boto3_i...
discocrayon/Headroom
headroom/aws/iam/users.py
.py
59f2d14f10d9bb5e
7.45
7
""" AWS KMS key policy analysis. This module contains functions for analyzing KMS key policies, specifically for identifying third-party account access (RCP checks). """ import json import logging import re from collections import defaultdict from dataclasses import dataclass, field from typing import Any, Dict, List...
discocrayon/Headroom
headroom/aws/kms.py
.py
8fa6f39ed835a59d
7.45
7
"""AWS Lambda analysis functions for Headroom checks.""" import logging from dataclasses import dataclass from typing import List, Optional, Sequence, cast from boto3.session import Session from botocore.exceptions import ClientError from mypy_boto3_lambda.client import LambdaClient from mypy_boto3_lambda.type_defs i...
discocrayon/Headroom
headroom/aws/lambda_functions.py
.py
443979d3be5d403c
7.45
7
""" AWS Organizations analysis module. This module contains functions for analyzing AWS Organizations structure using the AWS Organizations API. """ import logging from typing import Dict, List, Optional, Tuple from boto3.session import Session from botocore.exceptions import BotoCoreError, ClientError from mypy_bot...
discocrayon/Headroom
headroom/aws/organization.py
.py
26ca3f3ce0c18ed2
7.45
7
"""AWS RDS analysis functions for Headroom checks.""" import logging from dataclasses import dataclass from typing import List, Sequence from typing import cast from boto3.session import Session from mypy_boto3_rds.client import RDSClient from mypy_boto3_rds.type_defs import DBClusterTypeDef, DBInstanceTypeDef from ...
discocrayon/Headroom
headroom/aws/rds.py
.py
e21807cddcc88025
7.45
7
""" AWS S3 bucket policy analysis. This module contains functions for analyzing S3 buckets and their resource policies, specifically for identifying third-party account access (RCP checks). """ import json import logging import re from dataclasses import dataclass from typing import Any, Dict, List, Set from boto3.s...
discocrayon/Headroom
headroom/aws/s3.py
.py
6fa17f2f69b28c0c
7.45
7
""" AWS Secrets Manager resource policy analysis. This module contains functions for analyzing Secrets Manager secrets and their resource policies, specifically for identifying third-party account access (RCP checks). """ import json import logging import re from dataclasses import dataclass from typing import Dict, ...
discocrayon/Headroom
headroom/aws/secretsmanager.py
.py
93e4e5ac86f260e1
7.45
7
"""AWS session management utilities.""" from typing import Optional import botocore.session from boto3.session import Session from mypy_boto3_sts.client import STSClient from mypy_boto3_sts.type_defs import AssumeRoleResponseTypeDef, CredentialsTypeDef __all__ = ["assume_role", "new_session"] def new_session( ...
discocrayon/Headroom
headroom/aws/sessions.py
.py
228c5374c5c58c5c
7.45
7
""" AWS SQS queue policy analysis. This module contains functions for analyzing SQS queues and their resource policies, specifically for identifying third-party account access (RCP checks). """ import json import logging import re from dataclasses import dataclass from typing import Dict, List, Set, Union from boto3...
discocrayon/Headroom
headroom/aws/sqs.py
.py
20a8fdc63dacd6d6
7.45
7
""" Base check framework for compliance checks. This module provides an abstract base class that implements the Template Method pattern for all compliance checks (SCP, RCP, etc.). Concrete checks only need to implement three methods: analyze(), categorize_result(), and build_summary_fields(). """ from abc import ABC,...
discocrayon/Headroom
headroom/checks/base.py
.py
9be7a6afe116f896
7.45
7
""" Check for ECR repositories that allow third-party account access. This check identifies ECR repositories with resource policies that allow principals from accounts outside the organization to access them. """ from typing import Any, Dict, List, Set from boto3.session import Session from ...aws.ecr import ECRRep...
discocrayon/Headroom
headroom/checks/rcps/deny_ecr_third_party_access.py
.py
8d31495f01e8e24c
7.45
7
""" Check for KMS keys that allow third-party account access. This check identifies KMS keys with resource policies that allow principals from accounts outside the organization to access them. """ from typing import Any, Dict, List, Set from boto3.session import Session from ...aws.kms import KMSKeyPolicyAnalysis, ...
discocrayon/Headroom
headroom/checks/rcps/deny_kms_third_party_access.py
.py
d1813835f2620e5a
7.45
7
""" Check for S3 buckets that allow third-party account access. This check identifies S3 buckets with resource policies that allow principals from accounts outside the organization to access them. """ from typing import Any, Dict, List, Set from boto3.session import Session from ...aws.s3 import S3BucketPolicyAnaly...
discocrayon/Headroom
headroom/checks/rcps/deny_s3_third_party_access.py
.py
d13356e156942e32
7.45
7
""" Check for Secrets Manager secrets that allow third-party account access. This check identifies Secrets Manager secrets with resource policies that allow principals from accounts outside the organization to access them. """ from typing import Dict, List, Set from boto3.session import Session from ...aws.secretsm...
discocrayon/Headroom
headroom/checks/rcps/deny_secrets_manager_third_party_access.py
.py
75f0d34144ddc7b6
7.45
7
""" Check for SQS queues that allow third-party account access. This check identifies SQS queues with resource policies that allow principals from accounts outside the organization to access them. """ from typing import Any, Dict, List, Set from boto3.session import Session from ...aws.sqs import SQSQueuePolicyAnal...
discocrayon/Headroom
headroom/checks/rcps/deny_sqs_third_party_access.py
.py
402a74af50f1bb8a
7.45
7
""" Check for IAM roles that allow third-party account AssumeRole access. This check identifies IAM roles with trust policies that allow principals from accounts outside the organization to assume them. """ from typing import Any, List, Set from boto3.session import Session from ...aws.iam.roles import TrustPolicyA...
discocrayon/Headroom
headroom/checks/rcps/deny_sts_third_party_assumerole.py
.py
57897cc151ceee94
7.45
7
"""Check for EC2 instances using AMIs from untrusted owners.""" from typing import Any, Dict, List, Set from boto3.session import Session from ...aws.ec2 import DenyEc2AmiOwner, get_ec2_ami_owner_analysis from ...constants import DENY_EC2_AMI_OWNER from ...enums import CheckCategory from ..base import BaseCheck, Cat...
discocrayon/Headroom
headroom/checks/scps/deny_ec2_ami_owner.py
.py
d1fc4421bc8ac5e8
7.45
7
"""Check for EC2 instances that violate the deny_ec2_imds_hop_limit SCP.""" from typing import Any, Dict, List import boto3 from ...aws.ec2 import DenyEc2ImdsHopLimit, get_ec2_imds_hop_limit_analysis from ...constants import DENY_EC2_IMDS_HOP_LIMIT from ...enums import CheckCategory from ..base import BaseCheck, Cat...
discocrayon/Headroom
headroom/checks/scps/deny_ec2_imds_hop_limit.py
.py
99b2b04b0f8be6bb
7.45
7
"""Check for EC2 instances that violate the deny_ec2_imds_v1 SCP.""" from typing import List from boto3.session import Session from ...aws.ec2 import DenyEc2ImdsV1, get_ec2_imds_v1_analysis from ...constants import DENY_EC2_IMDS_V1 from ...enums import CheckCategory from ...types import JsonDict from ..base import B...
discocrayon/Headroom
headroom/checks/scps/deny_ec2_imds_v1.py
.py
1679db734eb7e139
7.45
7
"""Check for EC2 instances that violate the deny_ec2_public_ip SCP.""" from typing import Any, Dict, List import boto3 from ...aws.ec2 import DenyEc2PublicIp, get_ec2_public_ip_analysis from ...constants import DENY_EC2_PUBLIC_IP from ...enums import CheckCategory from ..base import BaseCheck, CategorizedCheckResult...
discocrayon/Headroom
headroom/checks/scps/deny_ec2_public_ip.py
.py
7ce308b796b1aa2b
7.45
7
"""Check for EKS clusters that violate the deny_eks_create_cluster_without_tag SCP.""" from typing import List from boto3.session import Session from ...aws.eks import ( DenyEksCreateClusterWithoutTag, get_eks_cluster_tag_analysis, ) from ...constants import DENY_EKS_CREATE_CLUSTER_WITHOUT_TAG from ...enums ...
discocrayon/Headroom
headroom/checks/scps/deny_eks_create_cluster_without_tag.py
.py
3742c20c45ee1667
7.45
7
""" Check for IAM SAML providers that violate the deny_iam_saml_provider_not_aws_sso policy. This SCP check enforces an absolute deny guardrail by identifying accounts that contain more than one SAML provider or any provider that is not managed by AWS SSO (`AWSSSO_` prefix). The eventual SCP will deny iam:CreateSAMLPr...
discocrayon/Headroom
headroom/checks/scps/deny_iam_saml_provider_not_aws_sso.py
.py
052cd99a92cc4b2b
7.45
7
"""Check for IAM users that exist in accounts with the deny_iam_user_creation SCP.""" from typing import List from boto3.session import Session from ...aws.iam.users import IamUserAnalysis, get_iam_users_analysis from ...constants import DENY_IAM_USER_CREATION from ...enums import CheckCategory from ...types import ...
discocrayon/Headroom
headroom/checks/scps/deny_iam_user_creation.py
.py
9022483b5de35534
7.45
7
"""Check for Lambda functions that violate the deny_lambda_auth_type_none SCP.""" from typing import List from boto3.session import Session from ...aws.lambda_functions import DenyLambdaAuthTypeNone, get_deny_lambda_auth_type_none_analysis from ...constants import DENY_LAMBDA_AUTH_TYPE_NONE from ...enums import Chec...
discocrayon/Headroom
headroom/checks/scps/deny_lambda_auth_type_none.py
.py
9917e2b305e0f190
7.45
7
"""Check for RDS databases that violate the deny_rds_unencrypted SCP.""" from typing import List from boto3.session import Session from ...aws.rds import DenyRdsUnencrypted, get_rds_unencrypted_analysis from ...constants import DENY_RDS_UNENCRYPTED from ...enums import CheckCategory from ...types import JsonDict fro...
discocrayon/Headroom
headroom/checks/scps/deny_rds_unencrypted.py
.py
341c2d58894e5dd8
7.45
7
""" Enumerations for Headroom application. This module contains all enum types used throughout the application to replace magic strings and improve type safety. """ from enum import Enum class CheckType(str, Enum): """Types of compliance checks.""" SCPS = "scps" RCPS = "rcps" class PlacementLevel(str,...
discocrayon/Headroom
headroom/enums.py
.py
8dd60305ab058813
7.45
7
from typing import Any, Callable, Dict, List, Union import argparse import logging from pathlib import Path from boto3.session import Session from botocore.exceptions import ClientError from .config import HeadroomConfig from .usage import load_yaml_config, parse_cli_args, merge_configs from .analysis import perform_...
discocrayon/Headroom
headroom/main.py
.py
3b876461c485b038
7.45
7
""" Centralized output handling with consistent formatting. This module provides a single point of control for all user-facing output, ensuring consistent formatting and making it easy to modify output behavior. """ import json import logging from typing import Any, Dict, Optional logger = logging.getLogger(__name__...
discocrayon/Headroom
headroom/output.py
.py
e3a2c0359f62149f
7.45
7
""" Hierarchy-aware placement analysis. Provides generic framework for determining policy placement levels (root, OU, account) based on organization hierarchy and safety predicates. Uses Strategy pattern to separate hierarchy traversal logic from policy-specific safety criteria. """ import logging from dataclasses im...
discocrayon/Headroom
headroom/placement/hierarchy.py
.py
b01beec19785a8da
7.45
7
"""A scoped sink for the ground truth a generator computes but does not return. Generators build quantities no real dataset could contain — the coefficients actually used, the latent event time before censoring intervened, which subjects are cured — and then discard all but the frame. Rather than changing twelve sign...
DiogoRibeiro7/genSurvPy
gen_surv/_truth.py
.py
41f0d2acfbcaef9b
7.42
6
""" Command-line interface for gen_surv. This module provides a command-line interface for generating survival data using the gen_surv package. """ from typing import Any, Dict, List, TypeVar, cast import typer from gen_surv.interface import generate from gen_surv.validation import ValidationError app = typer.Type...
DiogoRibeiro7/genSurvPy
gen_surv/cli.py
.py
8ee569cfdd9e3ce8
7.42
6
from typing import Literal, Sequence, TypedDict, cast import numpy as np import pandas as pd from gen_surv._rng import RandomStateLike from gen_surv._truth import current, record from gen_surv.baseline import WeibullBaseline from gen_surv.multistate import Transition, gen_multistate from gen_surv.validation import va...
DiogoRibeiro7/genSurvPy
gen_surv/cmm.py
.py
94c90723e8b27afc
7.42
6
""" Cox Proportional Hazards Model (CPHM) data generation. This module provides functions to generate survival data following the Cox Proportional Hazards Model with various censoring mechanisms. """ from typing import Literal import numpy as np import pandas as pd from numpy.typing import NDArray from gen_surv._tr...
DiogoRibeiro7/genSurvPy
gen_surv/cphm.py
.py
8bcc679eeef37329
7.42
6
"""Integration utilities for interfacing with scikit-survival.""" import numpy as np import pandas as pd try: from sksurv.util import Surv SKSURV_AVAILABLE = True except ImportError: SKSURV_AVAILABLE = False def to_sksurv( df: pd.DataFrame, time_col: str = "time", event_col: str = "status" ) -> np....
DiogoRibeiro7/genSurvPy
gen_surv/integration.py
.py
0e2ccf77921b8b38
7.42
6
""" Mixture Cure Models for survival data simulation. This module provides functions to generate survival data with a cure fraction, i.e., a proportion of subjects who are immune to the event of interest. """ from typing import Literal import numpy as np import pandas as pd from numpy.random import Generator from nu...
DiogoRibeiro7/genSurvPy
gen_surv/mixture.py
.py
ad09aaf94c75c72d
7.42
6
"""A general multistate engine. A subject moves through a graph of states. Each edge carries its own baseline hazard and its own coefficients, so the intensity of the ``i -> j`` transition is .. math:: \\alpha_{ij}(t \\mid X) = h_{0,ij}(t)\\exp(X^\\top\\beta_{ij}). Two clocks are supported, and the choice is wh...
DiogoRibeiro7/genSurvPy
gen_surv/multistate.py
.py
ff98fb9ca981e077
7.42
6
""" Piecewise Exponential survival models. This module provides functions for generating survival data from piecewise exponential distributions with time-dependent hazards. """ from typing import Literal import numpy as np import pandas as pd from numpy.typing import NDArray from ._covariates import generate_covari...
DiogoRibeiro7/genSurvPy
gen_surv/piecewise.py
.py
0777eeb357f68eab
7.42
6
"""Recurrent event data generation. Subjects may experience the same event repeatedly during follow-up. The three processes here correspond to the models the data is usually analysed with: ``ag`` Andersen-Gill. The intensity depends on the covariates but not on how many events have already happened, and the c...
DiogoRibeiro7/genSurvPy
gen_surv/recurrent.py
.py
d844fd35bfc2c094
7.42
6
"""Configuration and ground truth alongside the simulated data. A generator returns a ``DataFrame``, which is what an analyst wants and what an estimator consumes. It is not what a *methodologist* wants: the interesting quantities in a simulation study are the ones a real dataset could never contain — the coefficients...
DiogoRibeiro7/genSurvPy
gen_surv/results.py
.py
9457a7482c86a316
7.42
6
from __future__ import annotations from typing import TYPE_CHECKING, Protocol, cast import pandas as pd from .interface import ModelType, generate from .validation import ensure_in_choices class BaseEstimatorProto(Protocol): """Protocol capturing the minimal scikit-learn estimator interface.""" def get_pa...
DiogoRibeiro7/genSurvPy
gen_surv/sklearn_adapter.py
.py
9b86057e340a2452
7.42
6
""" Utilities for summarizing and validating survival datasets. This module provides functions to summarize survival data, check data quality, and identify potential issues. """ from typing import Any import pandas as pd from .validation import ParameterError def summarize_survival_dataset( data: pd.DataFrame...
DiogoRibeiro7/genSurvPy
gen_surv/summary.py
.py
fdb243959ec99082
7.42
6
from typing import Sequence import numpy as np import pandas as pd from numpy.typing import NDArray from gen_surv._rng import RandomStateLike, resolve_rng from gen_surv._truth import record from gen_surv.bivariate import sample_bivariate_distribution from gen_surv.censoring import CensoringFunc, rexpocens, runifcens ...
DiogoRibeiro7/genSurvPy
gen_surv/tdcm.py
.py
cc3e5d389cbca596
7.42
6
from typing import Literal, Sequence, TypedDict, cast import numpy as np import pandas as pd from gen_surv._rng import RandomStateLike, resolve_rng from gen_surv._truth import current, record from gen_surv.baseline import ExponentialBaseline from gen_surv.censoring import CensoringFunc from gen_surv.multistate import...
DiogoRibeiro7/genSurvPy
gen_surv/thmm.py
.py
3f7e01998f51adb3
7.42
6
#!/usr/bin/env python """pyproject_updater.py Update dependency constraints in `pyproject.toml` to the **latest** versions from PyPI. Features -------- - Reads both Poetry ([tool.poetry]) and PEP 621 ([project]) layouts. - Preserves formatting and comments using tomlkit. - Fetches the latest version from PyPI (skips ...
DiogoRibeiro7/genSurvPy
scripts/pyproject_updater.py
.py
68223046b15654e2
7.42
6
from __future__ import annotations import os from pathlib import Path from typing import Callable import numpy as np import pandas as pd import pytest os.environ.setdefault("MPLBACKEND", "Agg") BASELINE_DIR = Path(__file__).parent / "baselines" BASELINE_DIR.mkdir(exist_ok=True) def pytest_addoption(parser: pytest...
DiogoRibeiro7/genSurvPy
tests/conftest.py
.py
fe094075005f5661
7.92
6
"""Functions to estimate flexibility metrics from power consumption trajectories.""" import warnings import numpy as np def roundtrip_efficiency(baseline_kW, flexible_kW): """Calculate the round-trip efficiency of a flexibly operating power trajectory relative to a baseline. Parameters ---------- ...
we3lab/eeco
eeco/metrics.py
.py
10321c1730cdd539
7.54
11
import logging from collections import deque from datetime import datetime, timezone import numpy as np from scipy import stats as scipy_stats from app.ai.rules import Decision, DecisionStrategy logger = logging.getLogger(__name__) class AnomalyDetector(DecisionStrategy): """Statistical anomaly detection using m...
rudra496/EdgeBrain
backend/app/ai/anomaly.py
.py
cb93f07dda39e932
7.45
7
"""Prediction engine — lightweight CPU-based forecasting. Implements: - Linear Regression (ordinary least squares) - Simple Moving Average (SMA) - Exponential Moving Average (EMA) - Multi-step forecasting """ import logging import numpy as np from dataclasses import dataclass logger = logging.getLogger(__name__) @d...
rudra496/EdgeBrain
backend/app/ai/prediction.py
.py
2609f55555e22727
7.45
7
import logging from abc import ABC, abstractmethod from dataclasses import dataclass, field from datetime import datetime, timezone logger = logging.getLogger(__name__) @dataclass class Decision: """A decision made by the AI engine.""" action: str # "activate" or "deactivate" dev...
rudra496/EdgeBrain
backend/app/ai/rules.py
.py
43b25228f6960cff
7.45
7
"""API Key authentication for EdgeBrain. Supports multiple API keys with different scopes (read, write, admin). Keys are configured via environment variables. """ import logging import secrets from datetime import datetime, timezone from typing import Optional from fastapi import HTTPException, Security, status from ...
rudra496/EdgeBrain
backend/app/core/auth.py
.py
6ee66b03f03bd17c
7.45
7
from __future__ import annotations from functools import lru_cache from typing import List from pydantic import Field from pydantic_settings import BaseSettings, SettingsConfigDict class Settings(BaseSettings): """Central configuration for EdgeBrain. Values load from environment variables and optionally fr...
rudra496/EdgeBrain
backend/app/core/config.py
.py
dab9b8b5d87be35a
7.45
7
"""Device heartbeat and offline detection. Tracks device last-seen timestamps and marks devices as offline when they haven't sent data within the configured timeout. """ import logging import threading from datetime import datetime, timezone, timedelta from typing import Optional from app.core.config import get_setti...
rudra496/EdgeBrain
backend/app/core/heartbeat.py
.py
f4509b399328f5a4
7.45
7
"""Rate limiting for EdgeBrain API using slowapi. Provides per-IP and per-API-key rate limiting with configurable limits. """ import logging from typing import Callable from fastapi import Request, Response from slowapi import Limiter from slowapi.util import get_remote_address from slowapi.errors import RateLimitExc...
rudra496/EdgeBrain
backend/app/core/rate_limiter.py
.py
63137a9aa2dc087f
7.45
7
import logging import httpx import asyncio from typing import Dict, Any, List from datetime import datetime, timezone from app.core.config import get_settings logger = logging.getLogger(__name__) settings = get_settings() class WebhookEngine: """ Enterprise Webhook Engine for EdgeBrain. Provides async HT...
rudra496/EdgeBrain
backend/app/integrations/webhook.py
.py
85deef0b04250ae2
7.45
7