Home / levnas / ccmemo · skills/recall-knowledge/SKILL.md · GitHub

recall-knowledge skillA

recall-knowledge is agent-read markdown (skill) from levnas/ccmemo: Recall knowledge base entries by meaning, not just keywords — hybrid search (lexical ripgrep + local vector embeddings + see-link graph) over `.claude/knowledge/entries/`. Use when looking for prior knowledge, decisions, pitfalls, or context that may be worded differently from the query (e.g. a Japanese query vs English identifiers, or synonyms the entry does not literally contain). Falls back to ripgrep-only when the vector index or its dependencies are absent. On-demand only — it is NOT wired .

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Recall Knowledge

## Goal
Surface the most relevant knowledge entries for a query by meaning — bridging synonyms and
cross-language wording (e.g. Japanese ↔ English identifiers) that literal keyword search misses.

## When to Use
- Searching the knowledge base for prior art, decisions, pitfalls, or related context
- The query may be worded differently than the entries (synonyms, JA query vs EN identifiers)
- Before starting work on a topic, to pull related accumulated knowledge
- NOT for per-prompt automatic injection — that stays ripgrep via the existing
  `userpromptsubmit_knowledge_search.sh` hook (instant, no model load)

## Summary First, Then One Entry
Run the search with `--summary`: each hit shows its title, its `description`
(the trigger condition — when to open it) and its typed links with the labels
their authors wrote. Choose the single entry to Read from that; do not open
several candidates to compare them. Details in the procedure file.

## Structure First for Multi-Hop Questions
When the recall looks like it needs several hops — tracing how a decision evolved,
asking how two topics connect, or mapping everything around an entry — do NOT chain
…

Read the whole file at its exact version.

How to install

Latest version
mdr add levnas/ccmemo/recall-knowledge@git:20260923.33efe69
Exact content
mdr add levnas/ccmemo/recall-knowledge@sha256:28f46c04316bd8eb

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

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Versions

versioncommittedcommitsizeaudit
git:20260923.33efe69 latest2026-09-23 33efe69 3,198 BA view · diff
git:20260726.77174242026-07-26 7717424 2,864 BA view · diff
git:20260616.605412c2026-06-16 605412c 2,314 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (3198 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

levnas/ccmemo · 4 stars · license MIT · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_eus2xej3dq7pjwwr
GET https://markdownregistry.com/api/v1/resolve?ref=levnas/ccmemo/recall-knowledge
GET https://markdownregistry.com/api/v1/blob/28f46c04316bd8ebbd81b17f5b523c1a5ec58f1c12ee8685d07a63e31d7cde12

Your agent 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.

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