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memory-enhancement SKILL.md skillA

memory-enhancement from rjmurillo/ai-agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add rjmurillo/ai-agents/memory-enhancement@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: rjmurillo/ai-agents
Path: .claude/skills/memory-enhancement/SKILL.md
Versions recorded: 5
Latest version: v1.0.0, committed Oct 12, 2026
First version recorded: Sep 11, 2026
Size: 12,685 bytes
Repository stars: 48
License: MIT

Manage memory citations, verify code references, and track confidence scores. Use when adding citations to memories, checking memory health, or verifying code references are still valid. Use when you say "add a citation", "verify this memory's code refs", "check memory health". Do NOT use for searching or creating memories (use memory) or for documentary reports (use memory-documentary).

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Memory Enhancement

Manage citations, verify code references, and track confidence scores for Serena memories. Ensures memories stay accurate by linking them to specific code locations and detecting when those locations change.

## Triggers

- `add citation to memory` - Link memory to specific code location
- `verify memory citations` - Check if code references are still valid
- `check memory health` - Generate staleness report across all memories
- `update memory confidence` - Recalculate trust score based on verification

## Quick Reference

| Input | Output | Duration |
|-------|--------|----------|
| Memory ID + code reference | Citation added with validation | < 5 seconds |
| Memory directory | Health report with stale memories | < 30 seconds |
| Verification results | Updated confidence scores | < 10 seconds |

## Decision Tree

```text
Need memory enhancement?
│
├─ Add citation to memory → edit the memory file (no CLI command)
├─ Verify citations → verify or verify-all command
├─ Check memory health → health command
├─ Traverse memory graph → graph command
└─ Show confidence scores → confidence command
```

## Command Surface
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add rjmurillo/ai-agents/memory-enhancement@sha256:638368bd58fcc89d

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_tyc73ajfaz42bvdt.svg)](https://markdownregistry.com/a/art_tyc73ajfaz42bvdt)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 11, 2026 and Oct 12, 2026, about one every 8 days.

version	committed	commit	size	audit
v1.0.0 latest	2026-10-12	d003da0	12,685 B	A	view · diff
v1.0.0	2026-09-25	3fda96c	12,538 B	A	view · diff
v1.0.0	2026-09-23	efd148e	12,343 B	A	view · diff
v1.0.0	2026-09-23	f45e807	12,316 B	A	view · diff
v1.0.0	2026-09-11	53ffe92	12,270 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (12685 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag

Source

GitHub

rjmurillo/ai-agents · 48 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tyc73ajfaz42bvdt
GET https://markdownregistry.com/api/v1/resolve?ref=rjmurillo/ai-agents/memory-enhancement
GET https://markdownregistry.com/api/v1/blob/638368bd58fcc89d24d82b97dce06e91645d36d13fba1b05d6c9c6f634248949

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.