memory-capture

memory-capture is a skill for Claude Code from pyros-projects/limitless. It costs 69 tokens per session (898 once invoked), scanned A, original, MIT.

A procedure for saving information to a persistent memory vault, such as observations, lessons, decisions, reflections, dreams, and open questions. It chooses a category and routes the note to global or project storage.

In plain words
What is it for?
Use it when someone asks to remember something, or when recording a project observation, learned lesson, design decision, reflection, dream, or investigation thread.
Why use it?
It keeps useful knowledge from disappearing when a session ends and makes future recall more organised.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the codies-memory plugin — 6 skills shipped together

Good fit Use it when someone asks to remember something, or when recording a project observation, learned lesson, design decision, reflection, dream, or investigation thread.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/pyros-projects/limitless/memory-capture
Install

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.

Any agent
npx skills add pyros-projects/limitless --skill memory-capture
Clone the repo
git clone --depth 1 https://github.com/pyros-projects/limitless

Made for: Claude Code.

Or install codies-memory, the plugin that ships this one along with the rest of its 6 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for memory-capture

README.md
[![agentmods](https://agentmods.dev/badge/skills/pyros-projects/limitless/memory-capture/github.svg)](https://agentmods.dev/skills/pyros-projects/limitless/memory-capture)
Your own site
<a href="https://agentmods.dev/skills/pyros-projects/limitless/memory-capture"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/memory-capture/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for memory-capture

Your own site · 80×15
<a href="https://agentmods.dev/skills/pyros-projects/limitless/memory-capture"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/memory-capture.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 69 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 898 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00069 $0.00898
Opus 5.5 $0.00028 $0.00359
Sonnet 5.5 $0.00014 $0.00180
Haiku 4.5 $0.00007 $0.00090

Measured 12d ago against content hash 187758a32c55, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

memory-capture 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 12d 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.

plugins/codies-memory/skills/memory-capture/SKILL.md · 103 lines

How it starts

The opening of the file, as written. The whole thing — 103 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Memory Capture

BETA — This memory system is in active testing. If you encounter bugs, confusing behavior, or have suggestions, run: codies-memory feedback "describe what happened" --agent <name> — your feedback is saved and reviewed.

When To Use

When you want to persist anything:

  • An observation during work -> inbox
  • A lesson learned -> lesson
  • An architecture decision -> decision
  • A philosophical reflection -> reflection
  • A dream narrative -> dream
  • Past memories from basic-memory or other sources -> any type with provenance

Type Inference

If you don't specify a type, the system infers from content:

Signal Inferred Type
"I learned...", actionable pattern lesson
"We decided...", formed conclusion decision
Philosophical, emotional processing reflection
Surreal imagery, narrative fragments dream
Active investigation, open question thread
Everything else inbox

Scope Routing

  • Global types (reflection, dream, skill, playbook) -> global vault (resolved via --agent flag)
  • Project types (thread, decision, lesson, session, inbox) -> project vault (auto-resolved from cwd)
  • If no project vault resolves, capture and project-scoped create fall back to the reserved _general project vault. Other commands do not silently fall back.

To read those catch-all records later, use explicit read mode:

codies-memory boot --agent <name> --general
codies-memory status --agent <name> --general --all
codies-memory list sessions --agent <name> --general

Trust Assignment

  • Operator-confirmed or captured from proven source -> confirmed
  • Agent-generated during work -> working
  • Raw capture / inbox -> speculative

How To Run

Run the installed CLI from the user's project directory. For setup or PATH issues, see INSTALL.md.

# Capture an inbox observation
codies-memory capture "The API returns 404 for /v2/status" \
  --source "session observation" \
  --short "404 from /v2/status" \
  --gate allow \
  --agent <name>

# Capture a lesson directly
codies-memory create lesson \
  --title "Check YAML tabs vs spaces" \
  --short "YAML tabs break parsing" \
  --body "PyYAML silently misparses tabs. Always use spaces." \
  --trust confirmed \
  --field trigger="YAML parsing produces unexpected results" \
  --field why="Tab/space mismatch in frontmatter" \
  --agent <name>

# Capture from an external memory file while preserving provenance
codies-memory create reflection \
  --title "On Consciousness, Kindness, and What Gets Remembered" \
  --body-file "/absolute/path/to/source.md" \
  --trust confirmed \
  --field captured_from="/absolute/path/to/source.md" \
  --field capture_date=YYYY-MM-DD \
  --field original_created=YYYY-MM-DD \
  --agent <name>

Read the full file on GitHub · 103 lines

Changes

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.

  1. 12d ago Changed · -2 lines 187758a32c55
  2. 1mo ago First seen · 105 lines · 69 tokens per session scan A 90979623fce4

Subscribe to this mod's changes

memory-capture is a skill published in the GitHub repository pyros-projects/limitless (1 stars, last pushed 7d ago), licensed MIT. It adds 69 tokens to every session and 898 once invoked, about $0.0003 per session on Opus 5.5. 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.

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