Summarizing Context
Organize and persist the current conversation context using MFR (Model-First-Reasoning) methodology, enabling accurate understanding by subsequent agents.
Entities
Context Summary Structure
~/Desktop/ └── summary-YYYYMMDDHHmm-[summary-title].md
MFR Categories
| Category | Description |
|---|---|
| Entities | Key objects, concepts, files, or components discussed |
| States | Current status, progress, or conditions of entities |
| Actions | Completed actions, pending tasks, or recommended next steps |
| Constraints | Limitations, requirements, or boundaries identified |
States
- •Analyzing: Reviewing conversation to identify key information
- •Modeling: Organizing information into MFR categories
- •Persisting: Writing summary to assets directory
- •Complete: Summary saved and ready for handoff
Actions
1. Check for Previous Summary
Before analyzing the conversation, check if a previous context summary exists at the beginning of the conversation context window:
- •Look for a markdown file matching the pattern
summary-YYYYMMDDHHmm-*.mdloaded at the start of the context - •Only files following this exact naming convention should be considered for inheritance
- •If found, note the Entities and Constraints sections for potential inheritance
Inheritance Rules:
| Category | Inheritance Behavior |
|---|---|
| Entities | Inherit unless explicitly removed or replaced in the current session |
| States | Update based on current session progress (do NOT inherit as-is) |
| Actions | Fresh for each session (completed actions become historical context) |
| Constraints | Inherit unless explicitly changed or resolved in the current session |
Important: Entities and Constraints represent stable context that should persist across sessions unless there is clear evidence of change. States and Actions are session-specific and should reflect current progress.
2. Analyze Conversation
Review the current conversation to identify:
- •Main objectives and goals discussed
- •Technical decisions made
- •Problems encountered and solutions applied
- •Files or components modified
- •Outstanding questions or blockers
3. Model with MFR
Organize extracted information into the four MFR categories:
Entities: List all significant objects (inherit from previous summary if available)
## Entities - **[Entity Name]**: [Brief description and current relevance] - **[File Path]**: [Purpose and modifications made]
If a previous summary exists, include all entities from it unless they were explicitly removed or are no longer relevant to the project.
States: Document current conditions
## States - **[Entity]**: [Current state] - [Details] - **Progress**: [Percentage or milestone reached]
Actions: Record completed and pending work
## Actions ### Completed - [Action description with outcome] ### Pending - [Remaining task with context] ### Recommended Next Steps 1. [Prioritized next action]
Constraints: Note limitations and requirements (inherit from previous summary if available)
## Constraints - **Technical**: [Technical limitations identified] - **Scope**: [Boundaries of current work] - **Dependencies**: [External requirements]
If a previous summary exists, include all constraints from it unless they were explicitly resolved or changed during the current session.
4. Generate Summary File
Create a markdown file with the following structure:
# Context Summary: [Brief Title] **Date**: YYYY-MM-DD HH:mm **Session Goal**: [Primary objective of the session] ## Entities [List of key entities] ## States [Current states and progress] ## Actions [Completed, pending, and recommended actions] ## Constraints [Identified limitations and requirements] ## Additional Notes [Any context that does not fit the above categories]
5. Save to Desktop
Pipe the summary content to the script, which saves it to Desktop with a timestamped filename:
echo '<summary-content>' | ./scripts/save-summary.sh <summary-title>
Example:
echo '# Context Summary: API Refactoring **Date**: 2025-01-19 14:30 **Session Goal**: Refactor API endpoints ## Entities - **ApiClient**: Main HTTP client class - **src/api/endpoints.ts**: Modified endpoint definitions ## States - **Progress**: 70% complete ## Actions ### Completed - Refactored authentication endpoints ### Pending - Update remaining CRUD endpoints ## Constraints - Must maintain backward compatibility' | ./scripts/save-summary.sh api-refactoring-progress # Output: /Users/username/Desktop/summary-202501191430-api-refactoring-progress.md
The script:
- •Reads content from stdin
- •Generates timestamp in
YYYYMMDDHHmmformat automatically - •Validates title contains only lowercase letters, numbers, and hyphens
- •Ensures title is 50 characters or less
- •Saves file to Desktop and outputs the filepath
Note: Use single quotes (
'...') around the content to preserve special characters like#,*, and$. Do not use heredoc syntax (cat <<'EOF') as it is not supported in some environments.
Constraints
- •Summary must include all four MFR categories
- •Filename must follow the specified format exactly
- •Title should be descriptive but concise (under 50 characters)
- •Avoid including sensitive information (credentials, secrets)
- •Focus on information useful for agent handoff, not general documentation
Reference
See MFR Methodology for detailed modeling guidelines.