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 skills/pyros-projects/limitless/memory-helpnpx skills add pyros-projects/limitless --skill memory-helpgit clone --depth 1 https://github.com/pyros-projects/limitlessWhat 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 | $0.00086 | $0.02864 |
| Opus 5 | $0.00043 | $0.01432 |
| Sonnet 5 | $0.00017 | $0.00573 |
| Haiku 4.5 | $0.00009 | $0.00286 |
Grade A, and why
memory-help 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 2d 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.
How it starts
The opening of the file, as written. The whole thing — 321 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Memory Help
BETA — This memory system is in active testing. If you encounter bugs, confusing behavior, or have suggestions, run:
codies-memory feedback "describe what happened"— your feedback is saved and reviewed.
What This System Is
You have a persistent file-based memory system. It stores what you learn, observe, and decide across sessions. Your vault lives at ~/.memory/<your-agent-name>/. Every command requires --agent <your-agent-name>.
There are two scopes:
- Global — knowledge that applies across all projects (your identity, cross-project lessons, reflections)
- Project — knowledge specific to one project (observations, decisions, session summaries)
There are also two practical operating modes:
- Standalone mode — works with the canonical vault only
- Full mode — recommended: canonical vault plus QMD retrieval
QMD is recommended when available because recall becomes faster, more token-efficient, and semantic across multiple memory stores. If the user wants that full mode and does not have QMD yet, offer to help install it.
Concepts
Read this section carefully. These terms have specific meanings in this system.
Record Types
| Type | What it is | Scope | When to create |
|---|---|---|---|
| inbox | A raw observation or note. Unprocessed. | project | When you notice something worth remembering but haven't decided what it means yet. Use capture. |
| thread | An ongoing investigation or topic you're tracking across sessions. | project or global | When an inbox item keeps coming up, or you're tracking something over time. Promote from inbox. |
| lesson | A reusable pattern or rule you've learned. "When X, do Y." | project or global | When you've learned something actionable that applies beyond the current moment. Promote from inbox or thread. |
| decision | A choice that was made with rationale. | project or global | When a significant decision happens and you want to remember why. |
| session | A summary of one work session. | project or _general |
At the end of every session. If no project vault resolves, it lands in _general. |
| daily-log | Auto-generated append-only cross-project activity index. | global only | Do not create or edit manually. create and capture append entries automatically. |
| reflection | Philosophical or meta-level thinking. | global only | When you want to process what something meant, not just what happened. |
| dream | Emotional/subconscious processing. | global only | Optional. For agents that use creative processing. |
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.
- 2d ago First seen · 321 lines · 86 tokens per session scan A c7bfc947e704
memory-help is a skill published in the GitHub repository pyros-projects/limitless (9 stars, last pushed 19d ago), licensed MIT. It adds 86 tokens to every session and 2,864 once invoked, about $0.0004 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 skills, from other repositories
dag-recall
Walks the memory DAG to recall detailed context on demand — query, expand, and assemble cited answers from hierarchical summaries without re-reading raw transcripts.
expansion-grant-guard
YAML-based delegation grant ledger — issues, validates, and tracks scoped permission grants for sub-agent expansions with token budgets and auto-expiry.
create-skill
Scaffolds and validates new superpowers skills. Use when creating a new skill for this repository.
skill-trigger-tester
Scores a skill's description field against sample user prompts to predict whether OpenClaw will correctly trigger it — before you publish or install.
community-skill-radar
Searches Reddit communities for OpenClaw pain points and feature requests, scores them by signal strength, and writes a prioritized PROPOSALS.md for you to review and act on.
large-file-interceptor
Detects oversized files that would blow the context window, generates structural exploration summaries, and stores compact references — preventing a single paste from consuming the entire budget.