Context Portal MCP Release Notes
v0.3.7 (2025-10-30)
Critical Fix
- Resolved FastAPI/Starlette Dependency Conflict: Fixed a dependency conflict that was preventing uvx installation. The issue occurred because fastapi==0.116.2requiredstarlette<0.49.0, while we neededstarlette>=0.49.1for the CVE-2025-62727 security fix.
Changes
- Updated FastAPI: Upgraded from 0.116.2to>=0.119.1, which natively supports Starlette 0.49.1+
- Removed Explicit Starlette Dependency: No longer needed as FastAPI 0.119.1+ automatically includes the secure version of Starlette
- Maintained Security Posture: The update preserves all security fixes including CVE-2025-62727 (Starlette), CVE-2025-50181, and CVE-2025-50182 (urllib3)
Installation
uvx --from git+https://github.com/GreatScottyMac/context-portal.git conport-mcp --mode stdioOr via pip:
pip install context-portal-mcpv0.3.6 (2025-10-28)
Security
- Updated starlette to >=0.49.1to remediate CVE-2025-62727 (High severity - O(n^2) DoS vulnerability in Range header merging instarlette.responses.FileResponse).
- Updated urllib3 to >=2.5.0to remediate CVE-2025-50181 and CVE-2025-50182 (Moderate severity).
Packaging
- Updated project version to 0.3.6inpyproject.toml.
- Added explicit urllib3>=2.5.0dependency to bothrequirements.txtandpyproject.toml.
v0.3.5 (2025-10-22)
Security
- Bumped Authlib to ~=1.6.5to remediate CVE-2025-61920 (High) and GHSA-g7f3-828f-7h7m (Moderate).
- Regenerated uv.lockto pinauthlib==1.6.5and align with current dependencies.
- Verified via full test run: 15 passed, 0 failed.
Packaging
- Updated project version to 0.3.5inpyproject.toml.
- Ensured authlibis declared inpyproject.tomldependencies to keep locks and installs consistent across environments.
v0.3.4 (2025-09-18)
Critical Bug Fix
- String-to-Integer Coercion: Fixed a validation timing issue where field-level ge/leconstraints in FastMCP tool definitions were preventing string-to-integer coercion from working properly. String parameters like"5"forlimitwere being rejected before theIntCoercionMixincould convert them to integers. The fix removes field-level constraints from 13 affected tools and replaces them with@model_validator(mode='after')methods in Pydantic models, ensuring coercion happens before validation.
Technical Details
Security
- Dependency hardening: Pin Authlib to ~=1.6.5to address CVE-2025-61920 (High) and GHSA-g7f3-828f-7h7m (Moderate). Regenerateduv.lockto ensure 1.6.5 is locked. No runtime regressions observed (15/15 tests passing).
- Affected Tools: get_decisions,get_progress,get_system_patterns,get_custom_data,search_decisions_fts,search_custom_data_value_fts,search_project_glossary_fts,get_recent_activity_summary,semantic_search_conport,get_item_history,batch_log_items,delete_decision_by_id,delete_system_pattern_by_id
- Root Cause: FastMCP field-level ge=1andle=25constraints were applied before Pydantic model validation, preventing the customIntCoercionMixinfrom converting string inputs to integers
- Solution: Moved all integer validation logic to @model_validator(mode='after')methods that run after field coercion
v0.3.3 (2025-09-18)
Fixes & Improvements
- Pydantic Validation Fix: Corrected an issue where Pydantic's ge=1constraint was being applied before theIntCoercionMixincould convert string-based integers, causing validation errors. The fix ensures that string-to-integer coercion happens before validation, allowing for more flexible input.
- Timezone-aware datetimes: replaced naive UTC usage with aware UTC across models and DB code, and registered SQLite adapters/converters for reliable UTC round-tripping. Files: src/context_portal_mcp/db/models.py, src/context_portal_mcp/db/database.py.
- Integer-like string inputs: added lenient parsing that coerces digit-only strings to integers before validation in relevant argument models. Credit: @cipradu.
- Dependency security: addressed Starlette advisory GHSA-2c2j-9gv5-cj73 by upgrading FastAPI to 0.116.2 and constraining Starlette to >=0.47.2,<0.49.0; verified via pip-audit: "No known vulnerabilities found."
v0.3.0 (2025-09-08)
Features
- Universal Workspace Auto-Detection: Integrated multi-strategy workspace discovery (strong indicators, multiple indicators, existing context_portal/, environment variables, fallback). Eliminates need to hardcode--workspace_idin most MCP client configs. Includes new CLI flags:--auto-detect-workspace(default enabled),--no-auto-detect, and--workspace-search-start <path>.
- Diagnostic Tool: Added get_workspace_detection_infoMCP tool to expose detection details for debugging ambiguous setups.
- Graceful ${workspaceFolder}Handling: If an IDE passes the literal${workspaceFolder}, the server now warns and safely auto-detects instead of initializing incorrectly.
- Documentation: Added UNIVERSAL_WORKSPACE_DETECTION.mdplus README section “Automatic Workspace Detection” with usage guidance and examples.
Notes
This release supersedes the stalled external contribution (original PR #60). Attribution preserved in commit metadata. Users are encouraged to remove hardcoded absolute paths where safe.
Upgrade Guidance
No migration steps required. Existing workflows with explicit --workspace_id continue to function. To leverage auto-detection, you may remove the flag (or allow per-call workspace_id injection).
v0.2.23 (2025-08-30)
Features
- Compact ConPort Strategy for Windsurf: Added a compact ConPort memory strategy file under 12k characters for Windsurf IDE compatibility, preserving core functionality while reducing size. (Credit: @kundeng, PR #55)
- Mem4Sprint Strategy and FTS5 Updates: Introduced mem4sprint strategy with flat categories, FTS5-safe examples, handler-only query normalization, and updated README for better IDE configuration. (Credit: @kundeng, PR #56)
- CLI Base Path Argument: Added --base-pathCLI argument for custom storage locations, enhancing user flexibility. (Credit: @kundeng, PR #59)
Bug Fixes
- FTS5 Migration Guard: Wrapped FTS5 virtual table and trigger creation in try/except to gracefully degrade when unavailable, ensuring portable migrations. (Credit: @kundeng, PR #53)
- Deferred Workspace Resolution: Deferred workspace resolution when ${workspaceFolder}is literal to prevent mis-initialization for various MCP clients. (Credit: @kundeng, PR #54)
- Workspace ID Resolution Bugfix: Resolved workspace ID issue for better stability. (Credit: @yy1588133, PR #49)
v0.2.22 (2025-07-27)
Bug Fixes
- Startup Timeout: Resolved a client-side timeout issue by pre-warming the database connection on server startup. This ensures the server is fully initialized before accepting connections, preventing timeouts on the first tool call.
v0.2.21 (2025-07-24)
Features & Fixes
- Deferred Workspace Initialization: The server now initializes the workspace and database on the first tool call rather than on startup. This resolves a critical issue where an invalid or un-expanded ${workspaceFolder}variable from the client would prevent the server from starting. (Credit: @yy1588133)
- Full-Text Search (FTS): Introduced FTS5 virtual tables for decisionsandcustom_data. This significantly enhances search capabilities within ConPort. (Credit: @yy1588133)
- Comprehensive Test Suite: Added a new test script (test_conport_tools.py) to validate all ConPort MCP tools, improving stability and reliability. (Credit: @yy1588133)
v0.2.20 (2025-07-23)
Bug Fixes
Applied a fix to resolve the intermittent connection issue with the ConPort MCP server. A 500ms delay has been added to the startup sequence in src/context_portal_mcp/main.py to prevent a race condition.
v0.2.19 (2025-07-09)
Bug Fixes
- Pydantic Validation: Corrected a type coercion issue where Pydantic's gt=0constraint for integer fields would fail when receiving numbers from the JSON-based MCP protocol. The validation has been updated to the more robustge=1(greater than or equal to 1) to ensure compatibility. (Credit: @akeech-chatham)
Version 0.2.18 - Hotfix for Log File Path Resolution
This release provides a hotfix to ensure the log file path is correctly resolved relative to the context_portal directory within the workspace, even when overridden by client-provided relative paths.
Key Fix:
- Log Path Resolution: The logging setup logic in main.pyhas been improved to robustly join theworkspace_id, thecontext_portaldirectory, and any relative log file path. This corrects an issue where client-provided relative paths (e.g.,./logs/conport.log) were incorrectly resolved from the workspace root instead of from within thecontext_portaldirectory.
Impact:
This fix ensures that logs are always created in the intended context_portal/logs/ directory, improving consistency and organization.
Version 0.2.17 - Log File Path Standardization
This release changes the default location for the server's log file to a more standardized and predictable path within the workspace.
Key Change:
- Default Log Path: The --log-fileargument now defaults tocontext_portal/logs/conport.log. The server will automatically create this directory structure within the active workspace if it doesn't exist. This keeps project-related files, including logs, neatly organized inside thecontext_portaldirectory.
Impact:
This change improves project organization by preventing log files from cluttering the root of the workspace.
Version 0.2.16 - IDE Compatibility Fix
This hotfix release addresses a critical startup failure when using the ConPort server with the latest versions of client IDEs (e.g., Roo Code v3.20.0 and later).
Key Fix:
- Logging System Refactor: The server's logging system has been refactored to prevent premature interaction with stdiostreams. All logging is now configured after command-line arguments are parsed, resolving theOSError: [Errno 22] Invalid argumentandValueError: I/O operation on closed fileerrors that occurred during startup instdiomode.
Impact:
This is a critical update for all users to ensure compatibility with the latest development tools. The server should now start and run reliably when launched from any IDE.
Version 0.2.14 - Database Stability and Bug Fixes
This release addresses a series of critical bugs related to database initialization and Alembic migrations, significantly improving the stability and reliability of the ConPort server.
Key Fixes:
- Database Initialization: Resolved a critical failure where new workspaces would fail to initialize the database due to a no such column: timestamperror. The root cause was a complex series of issues with Alembic migrations, which have now been fully repaired.
- Alembic Migration History: Repaired a corrupted Alembic migration history that was causing "Multiple head revisions are present" errors and preventing all database operations. The migration history is now clean and linear.
- get_system_patternsTool: Fixed a bug where using the- limitparameter would cause a Pydantic validation error. The tool now correctly handles the- limitparameter.
Impact:
This is a critical stability release. All users should upgrade to ensure reliable database operation and to benefit from the bug fixes.
Version 0.2.11 - Cursor Initialization Hotfix
This release addresses a critical bug that caused NameError: name 'cursor' is not defined during database operations.
Key Fix:
- Cursor Initialization Fix: Corrected src/context_portal_mcp/db/database.pyto ensure thecursorvariable is always initialized before use within database functions. This resolves theNameErrorand ensures robust database interactions.
Impact:
This is a critical fix for server stability, ensuring all database operations function correctly.
Version 0.2.10 - Pydantic Model Hotfix
This release addresses a critical bug that caused MCP connection failures on Windows due to improper path escaping in the generated tool schema.
Key Fix:
- Pydantic Model Default Fix: Modified src/context_portal_mcp/db/models.pyto adddefault=Noneto optional path arguments in theExportConportToMarkdownArgsandImportMarkdownToConportArgsmodels. This prevents Pydantic from generating default path values that contain unescaped backslashes on Windows, resolving theSyntaxError: Bad escaped character in JSONerror during server startup.
Impact:
This is a critical fix for Windows users, ensuring the ConPort MCP server can start and run reliably.
Version 0.2.9 - Path Escaping Hotfix
This release addresses a critical bug that caused MCP connection failures on Windows due to improper path escaping.
Key Fix:
- JSON Escape Character Fix: Modified src/context_portal_mcp/db/database.pyto use.as_posix()when constructing file paths for Alembic. This ensures that all paths use forward slashes, preventingSyntaxError: Bad escaped character in JSONerrors when the server communicates with the client on Windows.
Impact:
This is a critical fix for Windows users, ensuring the ConPort MCP server can start and run reliably.
Version 0.2.8 - Alembic, Encoding, and Usability Enhancements
This release introduces several key improvements, including a fix for Alembic migrations, enhanced UTF-8 encoding for file operations, and a streamlined installation process.
Key Fixes & Enhancements:
- Alembic Migration Fix: Resolved a bug that caused import failures for system_patterns.mddue to a missingtimestampcolumn in the database schema. A new Alembic migration script has been added to correctly add this column, ensuring data integrity and successful imports.
- UTF-8 Encoding: All file read/write operations during data import and export now explicitly use encoding="utf-8". This prevents encoding errors and ensures cross-platform compatibility.
- Streamlined Installation: The README.mdhas been updated to featureuvxas the primary and recommended method for running the ConPort server. This simplifies the setup process for new users. A special thanks to contributor elasticdotventures for their work on theuvxconfiguration.
- Automated Alembic Provisioning: The ConPort server now automatically ensures that the necessary alembic.iniandalembic/directory are present in the workspace root at startup, copying them from internal templates if they are missing.
- Runtime Error Fix: Corrected an IndentationErrorinmain.pythat occurred during server startup.
Impact:
This release improves the robustness and reliability of ConPort's database migrations and data handling. The updated documentation and automated Alembic provisioning make the server easier to set up and use, while the encoding fix ensures that data is handled consistently across different environments.
Version 0.2.6 - Bug Fix Release
This release addresses a critical issue with Alembic database migrations that could occur when initializing ConPort in environments where a context.db file already existed, but without proper Alembic version tracking.
Key Fix:
- Modified the initial Alembic migration script (068b7234d6a7_initial_database_schema.py) to useCREATE TABLE IF NOT EXISTSfor theproduct_contextandactive_contexttables. This preventssqlite3.OperationalErrorwhen the tables are already present, ensuring smoother initialization and operation of the ConPort server.
Impact:
This fix improves the robustness of ConPort's database initialization process, particularly in scenarios involving partial or pre-existing database setups.
v0.2.5 Release Notes
This release focuses on enhancing deployment flexibility and improving the PyPI package.
Key Updates:
- 
Official Docker Image: Context Portal MCP is now available as an official Docker image on Docker Hub ( greatscottymac/context-portal-mcp). This provides a streamlined way to deploy and run ConPort without needing to manage Python environments directly.- Updated README.mdwith comprehensive instructions on how to pull and run the Docker image, including directdocker runcommands and recommended MCP client configurations for seamless IDE integration.
- Added a new section to CONTRIBUTING.mddetailing the process for building and publishing Docker images for contributors.
 
- Updated 
- 
PyPI Package Improvements: - The context-portal-mcpPyPI package has been updated to version0.2.5.
- Dependency conflicts, specifically related to sentence-transformersandchromadbwhich caused issues in certain environments (like Alpine-based Docker images), have been resolved by removing these non-core dependencies from therequirements.txt. This results in a leaner and more compatible PyPI distribution.
 
- The 
How to Update:
- Docker Users: Pull the latest image: docker pull greatscottymac/context-portal-mcp:latest
- PyPI Users: Upgrade your installation: pip install --upgrade context-portal-mcp
We recommend all users update to this version for improved deployment options and stability.
ConPort v0.2.4 Update Notes
This release focuses on significant stability improvements, particularly around database management and migration, alongside enhanced data import capabilities.
Key Changes and Bug Fixes:
1. Robust Database Initialization and Migration (Alembic)
- Problem: Persistent alembicmigration failures, including"No 'script_location' key found in configuration"andCan't locate revisionerrors, which led to an inconsistent database state.
- Solution:
- Refactored src/context_portal_mcp/db/database.pyto ensure robust Alembic pathing and programmatic configuration ofscript_locationandsqlalchemy.url.
- Introduced ensure_alembic_files_existto reliably provisionalembic.iniand thealembic/directory in the workspace, copying them from internal templates if missing. This ensures a consistent and correct Alembic environment for each workspace.
- Integrated this provisioning into src/context_portal_mcp/main.py'sstdiomode startup, guaranteeing that the Alembic environment is set up on server launch.
- Implemented a clean migration strategy that involves deleting the context.db,alembic.ini, and thealembic/directory to force a fresh, consistent migration when critical revision errors occur.
 
- Refactored 
2. Resolved Database Operation Errors
- Problem: Recurrent NameError: name 'cursor' is not definedexceptions during database operations (e.g.,get_product_context,log_custom_data), which prevented proper data interaction.
- Solution: Modified all relevant database functions in src/context_portal_mcp/db/database.pyto correctly initializecursor = Noneand ensurecursor.close()is only called ifcursorwas successfully assigned, making database interactions more robust.
3. Timestamp Column Schema Consistency
- Problem: Inconsistent schema for timestampcolumns insystem_patternsandcustom_datatables, leading to import failures andAttributeErrorexceptions.
- Solution: Verified and resolved discrepancies in the database schema, ensuring that timestampcolumns are correctly present and accessible in bothsystem_patternsandcustom_datatables. This involved identifying and removing redundant migration attempts.
4. Enhanced Data Import Capabilities
- Problem: Need to import existing ConPort data from various backup sources into a newly provisioned or migrated database.
- Solution: Successfully implemented a two-phase data import strategy using import_markdown_to_conport, allowing for the consolidation of project data from multiple markdown export sources (e.g.,conport-export/andconport_migration_test_backup/). This ensures that existing project context, decisions, progress, and custom data can be seamlessly integrated.
5. General Stability and Reliability
- Addressed various minor issues including IndentationError,SyntaxError,pip.exemissing fromuv venv, incorrectpackage-datainpyproject.toml, ChromaDBValueErrorfor list metadata, and log file location issues.
- Improved overall server startup and database connection handling.
Upgrade Notes:
- Users upgrading from previous versions are recommended to ensure their alembic.iniandalembic/directories in the workspace are correctly provisioned by starting the ConPort server. If issues persist, consider deletingcontext.db,alembic.ini, and thealembic/directory in your workspace to allow for a clean re-provisioning and migration.
Context Portal MCP v0.2.3 Update Notes
This release focuses on improving the stability, reliability, and user experience of Context Portal MCP, particularly concerning database migrations and documentation.
Key Changes and Improvements:
- Enhanced Database Migration Reliability:
- Resolved AttributeErrorfortimestampfields inCustomDataandSystemPatternmodels, ensuring smoother data handling.
- Corrected Alembic script_locationinalembic.iniand ensured all necessary Alembic configuration files are correctly bundled within the PyPI package. This significantly improves the robustness of database migrations for new installations and updates.
- Verified successful data import and custom data handling after fresh database migrations.
 
- Resolved 
- Updated and Clarified Documentation:
- Revised README.mdandv0.2.3_UPDATE_GUIDE.mdto provide the most accurate and up-to-date instructions.
- Updated uvcommands in the documentation touv pip installanduv pip uninstallfor correct usage.
- Clarified Alembic setup, workspace_idusage, and requirements for custom data values to be valid JSON.
 
- Revised 
We recommend all users update to v0.2.3 for these critical improvements. Please refer to the v0.2.3_UPDATE_GUIDE.md for detailed update instructions.
v0.2.2 - Patch Release (2025-05-30)
This patch release addresses critical packaging issues related to Alembic, ensuring a smoother installation and migration experience for users.
Fixes & Improvements:
- Alembic Configuration Bundling: Corrected pyproject.tomlto properly include thealembic/directory andalembic.iniin the PyPI package. This resolves issues where Alembic migrations would fail for users installing via PyPI due to missing configuration files.
- Documentation Updates: Includes the latest comprehensive README.mdandv0.2.0_UPDATE_GUIDE.mdwith detailed instructions foruvandpipusers, pre-upgrade cleanup, and manual migration steps.
v0.2.1 - Patch Release (2025-05-30)
This patch release is primarily focused on providing updated and clearer documentation for the v0.2.0 upgrade path.
Improvements:
- Comprehensive Update Guide: Introduced v0.2.0_UPDATE_GUIDE.mdwith detailed instructions for upgrading fromv0.1.xtov0.2.0, including manual data migration steps and troubleshooting.
- README.md Enhancements: Updated README.mdto includeuvcommands as primary options and removed redundant database migration notes.
v0.2.0 - Major Update (2025-05-30)
This release introduces significant architectural improvements, critical bug fixes, and enhanced context management capabilities.
New Features:
- Expanded Active Context Schema: The active context (get_active_context,update_active_context) now supports more detailed and structured information, includingcurrent_focusandopen_issues, providing richer context for AI assistants.
Fixes & Improvements:
- Critical Connection Error Fix: Resolved a critical connection error in main.pythat could prevent the server from starting or maintaining a stable connection.
- Improved Logging: Enhanced server-side logging for better visibility into operations and easier debugging.
- ChromaDB Tag Handling: Fixed a ValueErrorwhere list-type tags were incorrectly passed to ChromaDB'supsertfunction, ensuring robust vector store metadata handling.
- CustomDataTimestamp: Added a- timestampfield to the- CustomDatamodel, enabling better tracking and querying of custom data entries.
- Initial Alembic Integration: Introduced Alembic for automated database schema management. While the initial integration in this version might require manual steps for older databases, it lays the groundwork for seamless future upgrades.
v0.1.9 - Initial Alembic Integration (2025-05-30)
This release marks the initial integration of Alembic for database schema management.
New Features:
- Alembic Database Migrations: ConPort now uses Alembic to manage its context.dbschema. This enables automated database upgrades when updating thecontext-portal-mcppackage, designed to preserve existing data.
Important Notes:
- For users upgrading from versions prior to v0.1.9, a manual data migration (export, deletecontext.db, import) might be necessary due to significant schema changes. Refer to theUPDATE_GUIDE.mdfor detailed instructions.
v0.1.8 - Enhanced Logging, Critical Fixes, and Improved Context Handling
This release brings significant improvements to the ConPort MCP server, focusing on enhanced observability, critical bug fixes, and more robust context management. Thanks @devxpain !!
Key Changes:
- Fixed Vector Store Metadata Handling: Resolved a ValueErrorthat occurred when upserting embeddings with list-type tags (e.g., decision tags). Tags are now correctly converted to a scalar format before being sent to the vector store, ensuring proper semantic search functionality.
- New Logging Options: Introduced --log-fileand--log-levelcommand-line arguments tomain.py, allowing users to configure log output to a file with rotation and control the verbosity of server logs. This greatly enhances debugging and monitoring capabilities.
- Critical Connection Error Fix: Removed a problematic internal assertion in main.pythat was causing frequent "Connection closed" errors during development, particularly when the server attempted to create its database within its own installation directory. This improves server stability and developer experience.
- Updated Documentation: Revised README.mdto include consistent and accurate configuration examples for the new logging options across all installation types (PyPI and Git repository, including Windows examples).
Changes made after v0.1.7:
- Vector Store Metadata Fix: Specifically, the ValueErrorrelated to list-type tags in embeddings was addressed insrc/context_portal_mcp/handlers/mcp_handlers.py.
- Integration of PR #14: The new logging features and the critical connection error fix from PR #14 were merged into main.py.
- README.md Consistency: The README.mdwas updated to ensure the Windows configuration examples for logging were consistent with other platforms.
v0.1.7
Fixed the export_conport_to_markdown tool so that it includes current_focus and open_issues fields, along with the existing current_task.
v0.1.6
Fixed incorrect script entry point in pyproject.toml, updated to:
conport-mcp = "context_portal_mcp.main:cli_entry_point"
Corrected the license reference in pyproject.toml to Apache 2.0
v0.1.4
Added PyPi installation option
v0.1.3
Release Notes Summary: Semantic Search & Enhanced Data Intelligence
This version introduces a powerful semantic search capability to ConPort, along with a more intelligent data backend:
- 
New Semantic Search Tool ( semantic_search_conport):- Users can now search for ConPort items (Decisions, Progress, System Patterns, Custom Data, etc.) based on the semantic meaning of their query text, going beyond simple keyword matching.
- Supports advanced filtering by item type, tags (match all or any), and custom data categories to refine search results.
 
- 
Automatic Embedding Generation: - Key ConPort items (Decisions, Progress Entries, System Patterns, and text-based Custom Data) now automatically have embeddings generated and stored when they are logged.
- This powers the semantic search and enables future AI-driven insights.
- Utilizes the all-MiniLM-L6-v2model for generating embeddings, ensuring consistency.
 
- 
Integrated Vector Store (ChromaDB): - Embeddings are stored in a local ChromaDB vector database, managed per workspace within the .conport_vector_datadirectory.
- The system now explicitly configures ChromaDB to use the project's defined embedding model, enhancing consistency and reliability.
 
- Embeddings are stored in a local ChromaDB vector database, managed per workspace within the 
- 
Embedding Lifecycle Management: - Embeddings are now automatically removed from the vector store when their corresponding items (currently Decisions and System Patterns) are deleted from ConPort, keeping the search index synchronized.
 
These updates significantly enhance the ability to find relevant information within your ConPort workspace and lay the groundwork for more advanced contextual understanding features.
v0.1.2
ConPort custom instructions refactored with better YAML nesting.
v0.1.1
Added logic to handle prompt caching when a compatible LLM is being used.
v0.1.0-beta
Introducing Context Portal MCP (ConPort), a database-backed Model Context Protocol (MCP) server for managing structured project context, designed to be used by AI assistants and developer tools within IDEs and other interfaces.