Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add commands/runtimenoteslabs/memory-layer/outcomegit clone --depth 1 https://github.com/runtimenoteslabs/memory-layerWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00014 | $0.00498 |
| Opus 5 | $0.00007 | $0.00249 |
| Sonnet 5 | $0.00003 | $0.00100 |
| Haiku 4.5 | $0.00001 | $0.00050 |
Grade A, and why
outcome scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Outcome Command
Record feedback on whether a memory's advice was helpful. This is the core of outcome-based learning - memories that help get boosted, memories that fail get penalized.
Usage
/outcome <memory_id> worked|failed|partial
Outcome Types
| Outcome | Score Change | Use When |
|---|---|---|
worked |
+0.2 | The advice solved the problem |
failed |
-0.3 | The advice was wrong or unhelpful |
partial |
+0.05 | The advice was on the right track but incomplete |
The asymmetric scoring (-0.3 for failed vs +0.2 for worked) is intentional: wrong advice wastes more time than good advice saves, so it should sink faster.
Examples
# Memory advice solved the problem
/outcome mem_abc123 worked
# Memory advice was wrong
/outcome mem_def456 failed
# Memory advice partially helped
/outcome mem_ghi789 partial
Implementation
Record the outcome:
mem outcome "$MEMORY_ID" "$OUTCOME"
Score Ranges
Memories have an outcome score from -1.0 to 1.0:
| Score Range | Meaning | Retrieval Impact |
|---|---|---|
| > 0.5 | Highly reliable | Prioritized in results |
| 0.3 to 0.5 | Generally helpful | Normal ranking |
| 0.0 to 0.3 | Mixed results | Normal ranking |
| -0.3 to 0.0 | Questionable | Deprioritized |
| < -0.3 | Unreliable | May be auto-archived |
Impact Over Time
With consistent feedback:
- Week 1: ~70% retrieval precision (baseline)
- Week 4: ~78% precision (some outcome data)
- Week 8: ~85% precision (outcome scoring active)
- Week 12: ~90% precision (bad memories suppressed)
Tips
- Provide feedback soon after using a memory
- Be honest about partial successes
- The
outcome-feedbackSkill will prompt you naturally after solutions - Feedback on frequently-used memories has the most impact
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 73 lines · 14 tokens per session scan A 2de2b3eb7c4a
outcome is a command published in the GitHub repository runtimenoteslabs/memory-layer (10 stars, last pushed 3mo ago), licensed MIT. It adds 14 tokens to every session and 498 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other commands, from other repositories
memory-status
Check the Pseudolife-MCP memory daemon and report bank health.
dream
Copy to .claude/commands/dream.md in any project to get /dream. -->.
projects
View your Claude Code projects tracked by EverMem.
evolve-lite-subscribe
Add a shared guidelines repo (read-scope subscription or write-scope publish target) to the unified repos list.
image-node-intake
Parse a visual brief into the Image Node Factory intake JSON.
graphify
Turn your vault into a clustered knowledge graph with HTML and JSON outputs.