Report Memory Agent Skill

Report Memory

When to Use

• Reviewing what knowledge base memories were created during a period
• Auditing KB growth for a specific language
• Checking what the system has learned from resolved threads

Defaults

Unless the user says otherwise, always apply these defaults:

• Environment: production
• Language: All languages (do not pass --language unless user specifies one)
• Format: JSON (do not pass --format)

Date Resolution

The user will typically specify a calendar month by name (e.g. "March", "January 2025"). Resolve to the full month date range:

| User says | start_date | end_date |

|-----------|-----------|----------|

| "March" (current year) | YYYY-03-01 | YYYY-03-31 |

| "January 2025" | 2025-01-01 | 2025-01-31 |

| "March 1 to March 15" | YYYY-03-01 | YYYY-03-15 |

When only a month name is given without a year, use the current year. Be careful with month lengths (28/29/30/31 days).

Running the Command

Step 1: Run the Command

Show the resolved command and run it immediately in a foreground terminal with a 60-second timeout (timeout: 60000). Redirect to a file since output can be large.

Full terminal command (cleanup + run):

New-Item -ItemType Directory -Path output -Force | Out-Null; if (Test-Path output/memory_output.json) { Remove-Item output/memory_output.json }; python cli.py report memory -s <start_date> -e <end_date> | Out-File -Encoding UTF8 output/memory_output.json

After the command completes, read the output file with read_file to get the JSON results. Summarize the findings for the user (total count, breakdown by language, etc.).

Step 2: Answer Follow-up Questions

For follow-up questions about the same data (filtering, counting, searching), read the output file with read_file instead of re-running the command. The file is at output/memory_output.json.

Examples

# All memories for March 2025
python cli.py report memory -s 2025-03-01 -e 2025-03-31

# Python memories only
python cli.py report memory -s 2025-03-01 -e 2025-03-31 -l python

# YAML output
python cli.py report memory -s 2025-03-01 -e 2025-03-31 --format yaml

# Staging environment
python cli.py report memory -s 2025-03-01 -e 2025-03-31 --environment staging

Available Flags

| Flag | Type | Default | Description |

|------|------|---------|-------------|

| --start-date / -s | string | required | Start date (YYYY-MM-DD) |

| --end-date / -e | string | required | End date (YYYY-MM-DD) |

| --language / -l | string | all | Language to filter by (e.g., python, csharp, C#) |

| --environment | string | production | production or staging |

| --format / -f | string | json | Output format: json or yaml |

Output

Each memory object includes:

• id — Cosmos DB document ID
• language — Language the memory applies to
• created_at — Human-readable timestamp (converted from Cosmos _ts)
• Memory content fields (rule, context, etc.)

Gotchas

• Date filtering uses Cosmos _ts: Filters by when the document was created/modified in Cosmos DB, not by any explicit date field in the memory content.
• Output can be large: Redirect to file and use read_file rather than relying on terminal output.
• Use python cli.py not .\avc: The avc.bat script may resolve to system Python.
• Do NOT use 2>&1: Merges stderr into stdout, corrupting JSON. Only redirect stdout.
• Do NOT use >: Produces UTF-16 in PowerShell 5.1. Use | Out-File -Encoding UTF8.
• Month end dates: February has 28/29 days, April/June/Sept/Nov have 30 days.