# presidio - Doramagic AI Context Pack > Purpose: pre-work context for the user's host AI. This pack does not prove that the project has been installed, run, or validated. ## Project - canonical_name: `microsoft/presidio` - capability: An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines. - expected_user_outcome: An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines. ## Operating Boundaries - Do not claim that the project has been installed, run, called through an API, or used on local files unless separate evidence proves it. - Project facts must come from repo evidence, Claim Graph, or explicit source references. - When a capability is not verified, mark it as unverified instead of completing it as fact. - publish_status: `publishable` - blocking_gaps: none --- ## Doramagic Context Augmentation The following sections strengthen the repository context for a host AI. Human Manual data is a reading route, and pitfall notes become operating constraints. ## Human Manual Outline Usage rule: this is only a reading route and salience signal, not factual authority. Concrete claims must still return to repo evidence or Claim Graph. Host AI hard rules: - Do not treat page titles, section order, summaries, or importance values as factual project evidence. - When explaining the Human Manual outline, state that it is only a reading route or salience signal. - Capability, installation, compatibility, runtime state, and risk claims must cite repo evidence, source paths, or Claim Graph. - **Presidio Overview & System Architecture**: importance `high` - source_paths: README.MD, docs/index.md, docs/design.md, docs/text_anonymization.md, docs/learn_presidio/concepts.md - **Analyzer: PII Detection, NLP Engines & Recognizers**: importance `high` - source_paths: presidio-analyzer/presidio_analyzer/analyzer_engine.py, presidio-analyzer/presidio_analyzer/analyzer_engine_provider.py, presidio-analyzer/presidio_analyzer/recognizer_registry/recognizer_registry.py, presidio-analyzer/presidio_analyzer/recognizer_registry/recognizer_registry_provider.py, presidio-analyzer/presidio_analyzer/recognizer_registry/recognizers_loader_utils.py - **Anonymization, Image Redaction & DICOM Processing**: importance `high` - source_paths: presidio-anonymizer/presidio_anonymizer/anonymizer_engine.py, presidio-anonymizer/presidio_anonymizer/deanonymize_engine.py, presidio-anonymizer/presidio_anonymizer/batch_anonymizer_engine.py, presidio-anonymizer/presidio_anonymizer/entities/conflict_resolution_strategy.py, presidio-anonymizer/presidio_anonymizer/operators/__init__.py - **Structured Data, CLI, Deployment & Extensibility**: importance `medium` - source_paths: presidio-structured/presidio_structured/structured_engine.py, presidio-structured/presidio_structured/analysis_builder.py, presidio-structured/presidio_structured/config/structured_analysis.py, presidio-structured/presidio_structured/data/data_processors.py, presidio-structured/presidio_structured/data/data_reader.py ## Repo Inspection Evidence - repo_clone_verified: true - repo_inspection_verified: true - repo_commit: `2901c7fcb316d8f8b78d0632e415d8eb49145f74` - inspected_files: `README.MD`, `docker-compose.yml`, `pyproject.toml`, `docs/ahds_integration.md`, `docs/analyzer/adding_recognizers.md`, `docs/analyzer/analyzer_engine_provider.md`, `docs/analyzer/customizing_nlp_models.md`, `docs/analyzer/decision_process.md`, `docs/analyzer/developing_recognizers.md`, `docs/analyzer/filtering_by_country.md`, `docs/analyzer/index.md`, `docs/analyzer/languages-config.yml`, `docs/analyzer/languages.md`, `docs/analyzer/nlp_engines/gpu_usage.md`, `docs/analyzer/nlp_engines/spacy_stanza.md`, `docs/analyzer/nlp_engines/transformers.md`, `docs/analyzer/recognizer_registry_provider.md`, `docs/anonymizer/adding_operators.md`, `docs/anonymizer/index.md`, `docs/api/analyzer_python.md` Host AI hard rules: - Without repo_clone_verified=true, do not claim that the source code has been read. - Without repo_inspection_verified=true, do not write README, docs, or package-file conclusions as facts. - Without quick_start_verified=true, do not claim that the Quick Start path has run successfully. ## Doramagic Pitfall Constraints These rules come from Doramagic discovery, validation, or compilation findings. The host AI must treat them as operating constraints, not background notes. ### Constraint 1: Runtime risk requires verification - Trigger: Project evidence flags a runtime risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/microsoft/presidio/issues/1251 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 2: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/microsoft/presidio/issues/2080 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 3: Capability evidence risk requires verification - Trigger: README/documentation is current enough for a first validation pass. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: capability.assumptions | https://github.com/microsoft/presidio - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 4: Runtime risk requires verification - Trigger: Project evidence flags a runtime risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/microsoft/presidio/issues/2083 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 5: Maintenance risk requires verification - Trigger: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/microsoft/presidio - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 6: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: downstream_validation.risk_items | https://github.com/microsoft/presidio - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 7: Security or permission risk requires verification - Trigger: no_demo - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: risks.scoring_risks | https://github.com/microsoft/presidio - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 8: Security or permission risk requires verification - Trigger: Project evidence flags a security or permission risk. Review the linked source before relying on this workflow. - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: community_evidence:github | https://github.com/microsoft/presidio/issues/1882 - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 9: Maintenance risk requires verification - Trigger: issue_or_pr_quality=unknown。 - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/microsoft/presidio - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it. ### Constraint 10: Maintenance risk requires verification - Trigger: release_recency=unknown。 - Host AI rule: Reproduce the official install and quickstart path in an isolated environment. - Why it matters: May increase setup, validation, or first-run risk for the user. - Evidence: evidence.maintainer_signals | https://github.com/microsoft/presidio - Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.