recall-knowledge SKILL.md skillA
recall-knowledge from levnas/ccmemo is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add levnas/ccmemo/recall-knowledge@git:20260923.33efe69Pins git:20260923.33efe69 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- levnas/ccmemo
- Path
skills/recall-knowledge/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260923.33efe69, committed Sep 23, 2026
- First version recorded
- Jun 16, 2026
- Size
- 3,198 bytes
- Repository stars
- 4
- License
- MIT
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…
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
# 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
mdr add levnas/ccmemo/recall-knowledge@sha256:28f46c04316bd8ebThe line at the top of this page pins the label git:20260923.33efe69, 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.
[](https://markdownregistry.com/a/art_eus2xej3dq7pjwwr)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Jun 16, 2026 and Sep 23, 2026, about one every 50 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260923.33efe69 latest | 2026-09-23 | 33efe69 | 3,198 B | A | view · diff |
| git:20260726.7717424 | 2026-07-26 | 7717424 | 2,864 B | A | view · diff |
| git:20260616.605412c | 2026-06-16 | 605412c | 2,314 B | A | view |
Audit of the latest version
- 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
levnas/ccmemo · 4 stars · license MIT · pushed 2026-10-21 · 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 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.