oikos/.agents/skills/session-review/SKILL.md

name, description, risk_class, inputs

name	description	risk_class	inputs
session-review	Examine a Nomos chat session, compare the user's objective with the actual outcome, identify causes of failure (missing tools, excessive tool calls, blocked actions, model behavior), and propose concrete fixes.	reversible_low	session_id

Session review

Analyze Nomos chat sessions from the live database, diff objectives against outcomes, and propose fixes.

1. Retrieve session data

# List recent sessions
curl -s http://localhost:8092/sessions | jq '.sessions[:5]'

# Fetch one session with messages
curl -s http://localhost:8092/sessions/{session_id} | jq .

2. Classify the session

For each session determine:

Dimension	Check
Objective	What was the user trying to accomplish?
Outcome	Was it achieved? (read final assistant text)
Tool calls	Count, unique tools, redundancy (e.g., N+1 fan-out)
Blockers	Missing action? Missing tool? Model refusal? Empty response?
User frustration	Did the user need to clarify/correct/repeat?
Message sizes	Content blob sizes — truncation needed?

3. Key failure signatures

Signature	Root cause	Fix
Agent: "I can't run X — only supports Y"	Missing action in request_execution	Add action in internal/mcp/server.go
Agent: "No local knowledge on that" + no web tool	Missing http_get / web fetch MCP tool	Add MCP tool
Empty assistant bubble (text="", no tools)	Model returned blank completion	Retry + error surfacing
Non-English boilerplate refusal	Flash-tier model degradation	Response quality guard
>30 tool calls per turn, same tool repeated	N+1 fan-out instead of bulk tool	Enrich bulk tools + tighten SOUL.md
Message >50KB in DB	Raw tool results persisted verbatim	Truncation in store.go

4. Extract patterns across sessions

# All sessions summary
curl -s http://localhost:8092/sessions | jq -r '.sessions[] | "\(.id[:8]) \(.title[:80]) \(.created_at[:16])"'

# Message count + tool count per session
for id in $(curl -s http://localhost:8092/sessions | jq -r '.sessions[].id'); do
  msgs=$(curl -s "http://localhost:8092/sessions/$id" | jq '.messages | length')
  tools=$(curl -s "http://localhost:8092/sessions/$id" | jq '[.messages[].content.tool_calls | length] | add')
  echo "$id $msgs msgs $tools tools"
done

5. Output format

Session: {id[:8]} — "{title[:60]}"
  Messages: {N} ({user}/{assistant})
  Tool calls: {total} across {turns} turns
  Top tools: {name:count, name:count, ...}
  Objective: {one-line summary}
  Outcome: ✅ / ❌ / ⚠️
  Blockers: {list or "none"}
  Fixes needed: {concrete actions}
  Severity: blocker | friction | cosmetic

Related files

• cmd/nomos/agent.go — agent loop, tool building, response guards
• cmd/nomos/store.go — session + message persistence
• internal/mcp/server.go — all tool implementations including request_execution
• web/src/lib/components/ToolCallGroup.svelte — tool result display
• nomos/SOUL.md — agent persona and tool selection rules
• plans/2026-07-09-chat-sessions-improvements.md — prior session findings
• plans/2026-07-09-session-execution-and-ux-fixes.md — latest plan