Weekly Summary

Produces a formatted markdown (or Slack) report aggregating work from multiple data sources over the past 7 days (or custom period).

Inputs

Persona Switches

Load personas as needed for tool access:

• developer (default): Git, Jira, GitLab
• release: Konflux, Quay
• slack: Slack search

Workflow

1. Bootstrap

• persona_load("developer")
• check_known_issues("gitlab_mr_list")
• check_known_issues("jira_search")

2. External Data (developer persona)

• git_log(repo=repo, since="{days} days ago", author="")
• jira_my_issues(max_results=20)
• gitlab_mr_list(project="automation-analytics/automation-analytics-backend", state="all", per_page=10)

3. Konflux & Quay (release persona)

• persona_load("release")
• konflux_list_releases(namespace="aap-aa-tenant", limit=5)
• quay_list_aa_tags(limit=10)

4. Slack (slack persona)

• persona_load("slack")
• slack_search_messages(query="in:team-automation-analytics after:{days}d", limit=20)
• Parse results; highlight messages containing: deploy, release, bug, urgent, hotfix, incident, outage

5. Additional Context

• gdrive_list_recent(max_results=5)
• performance_highlights()

6. Session Logs & Memory

• Read memory/logs/*.yaml — parse filenames as dates (YYYY-MM-DD), include files within days window
• memory_read("state/current_work") — active issues, open MRs
• memory_read("learned/patterns") — patterns count, recent entries
• memory_read("learned/tool_fixes") — fixes count, recent tool names

7. Knowledge & Vector Stats

• knowledge_query(project="automation-analytics-backend", section="metadata") — confidence
• code_stats(project="automation-analytics-backend") — files, chunks, searches

8. Categorize Session Entries

From each log entry (action + details):

• Issues worked: Extract AAP-XXXXX via regex
• MRs created: MR IDs where action contains "Created MR" or "create"
• MRs reviewed: MR IDs where action contains "Reviewed" or "review"
• Deployments: "deployed" or "ephemeral" in action
• Debug sessions: "debug" or "investigated" in action
• Patterns learned: "learned pattern" in action
• Notifications: "notified" in action

9. Output Sections

# 📊 Weekly Summary
*{N} session entries over {days} days*

## 🎫 Issues Worked
- [AAP-12345](https://issues.redhat.com/browse/AAP-12345)

## 🔀 Merge Requests
**Created:** !1234, !1235
**Reviewed:** !1230, !1231

## 🚀 Deployments
## 🔍 Debug Sessions
## 📚 Patterns Learned
## 🎯 Currently Active
**Active Issues:** (from current_work)
**Open MRs:** (from current_work)

## 📈 Activity Metrics
| Source | Count |
|--------|-------|
| Commits | X |
| Jira Issues Touched | X |
| GitLab MRs | X |
| Konflux Releases | X |
| Images Built | X |

## 🧠 Knowledge & Learning
| Metric | Value |
|--------|-------|
| Knowledge Confidence | X% |
| Learned Patterns | X |
| Tool Fixes | X |
| Vector Index Files | X |
| Vector Chunks | X |
| Code Searches | X |

10. Slack Format

When format="slack" or slack_format=true: use *bold* headers, <url|text> links, compact sections.

11. Failure Detection & Learning

• If "no such host" in gitlab_mr_list output → learn_tool_fix("gitlab_mr_list", "no such host", "VPN not connected", "Run vpn_connect()")
• If "no route to host" in konflux output → learn_tool_fix("konflux_list_releases", "no route to host", "VPN not connected", "Run vpn_connect() and kube_login('konflux')")

12. Post-Summary

• memory_session_log("Generated weekly summary", "{N} session entries, {X} commits")
• persona_load("developer") — restore

Key Details

• Session logs path: memory/logs/ (or ~/src/redhat-ai-workflow/memory/logs)
• Log format: YAML with entries array; each entry has action, details, date
• Jira links: https://issues.redhat.com/browse/{key}
• GitLab MR links: https://gitlab.cee.redhat.com/automation-analytics/automation-analytics-backend/-/merge_requests/{id}
• GitLab project: automation-analytics/automation-analytics-backend

MCP Tools Reference