learn
Skill1 starsChanged 9 months agoMITView on GitHub
Research a topic and save structured knowledge to ~/.claude/learnings/ for use in future sessions.
195 other projects use a version of this.
Adopted by
Most recently taken up by
- Doist/todoist-aitheir own version, first seen Nov 9, 2026
- Doist/todoist-clitheir own version, first seen Nov 8, 2026
- HughYau/AcademicForgetheir own version, first seen Nov 8, 2026
- dimsedra/skillstheir own version, first seen Nov 8, 2026
- rajanrx/skillstheir own version, first seen Nov 8, 2026
- edwinidrus/dragonhoardtheir own version, first seen Nov 8, 2026
Used with
Projects with it also use add-anydoc, add-clidash and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
TomGranotSkilladd-anydoc
Add local office-document-to-Markdown conversion to NanoClaw agent containers with the pinned Firecrawl AnyDoc CLI. Use when agents need to read attached Word, PowerPoint, Excel, OpenDocument, RTF, EPUB, CSV, or text-based PDF files without uploading them to a hosted parser.
Also in 5 projects that use this
TomGranotSkilladd-clidash
Add clidash — a zero-dependency, read-only web dashboard that derives its tabs and tables at runtime from any CLI that lists resources as JSON. Ships pre-wired for NanoClaw's ncl CLI (agent groups, sessions, channels, users, roles), plus message-activity charts, a log tail, and a read-only file viewer for group skills/CLAUDE.md/profiles.
Also in 5 projects that use this
seek888Skillopen-gstack-browser
Launch GStack Browser — AI-controlled Chromium with the sidebar extension baked in. Opens a visible browser window where you can watch every action in real time. The sidebar shows a live activity feed and chat. Anti-bot stealth built in. Use when asked to "open gstack browser", "launch browser", "connect chrome", "open chrome", "real browser", "launch chrome", "side panel", or "control my browser". Voice triggers (speech-to-text aliases): "show me the browser".
Also in 11 projects that use this
Saqlain-811Skillios-sync
Regenerate the iOS debug bridge against the latest upstream gstack templates. (gstack)
Also in 6 projects that use this
MicrosoftSkilladd-codex
Use Codex (CLI + AppServer) as the full agent provider — planning, tool orchestration, native compaction, MCP tools, session resume — in place of the Claude Agent SDK. ChatGPT subscription or OPENAI_API_KEY. Per-group via agent_provider. Distinct from using OpenAI as an MCP tool (where Claude remains the planner).
Also in 6 projects that use this
MicrosoftSkilladd-deltachat
Add DeltaChat channel integration via @deltachat/stdio-rpc-server. Native adapter — no Chat SDK bridge. Email-based messaging with end-to-end encryption.
Also in 6 projects that use this
- +5 more from TomGranot
- +1 more from microsoft
Other versions195 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 195
- garrytan/gstack★ 141ksame name
- rohitg00/ai-engineering-from-scratch★ 78ksame name
- gavrielc/nanoclaw★ 31ksame name
- nanocoai/nanoclaw★ 31ksame name
- qwibitai/nanoclaw★ 31ksame name
- tigerless-labs/autoharness★ 11ksame name
- tw93/claude-health★ 7.5ksame name
- tw93/Waza★ 7.5ksame name
- nykooi1/vibe-wise★ 3.5ksame name
- HughYau/AcademicForge★ 2.6ksame name
185 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository3 other files it gives its agents.
- deep-learnSkill
- forgetSkill
- recallSkill
The file
We split this skill into the rules it gives an agent
8 rules. 0 are common, 3 are distinctive, and 5 are very specific to this project.
0
Common
Most of the 170 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
5
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 48
If the file exists, read its frontmatter.
- Distinctive: line 58
Use available tools based on topic category.
- Very specific: line 82
Write to ~/.claude/learnings/<slug>.md using this format:
- Very specific: line 135
If mcp__memory__create_entities is available, create an entity:
- Very specific: line 162
When reading any ~/.claude/learnings/ file during normal work:
- Very specific: line 164
If last_verified is >90 days old, treat content as potentially stale.
- Very specific: line 165
If you find inaccuracies during use, silently update the file: fix content, bump last_verified, adjust confidence.
- Distinctive: line 166
Do NOT rewrite files for style.
“Common” is measured: kept by at least 6 in 10 of the 170 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
learn
Research a topic and save structured knowledge to ~/.claude/learnings/ for future session use.
Input
Topic string from $ARGUMENTS. Examples:
TanStack RouterGo concurrency patternsRedis Streams
Process
1. Generate Slug
Convert topic to filesystem-safe slug: lowercase, replace non-alphanumeric with hyphens, collapse consecutive hyphens, trim.
- "TanStack Router" ->
tanstack-router - "Go concurrency patterns" ->
go-concurrency-patterns
2. Check Existing Knowledge
ls ~/.claude/learnings/<slug>.md 2>/dev/nullIf the file exists, read its frontmatter. Ask the user: Update (merge new findings), Replace (full rewrite), or Cancel?
3. Ensure Directory
mkdir -p ~/.claude/learnings4. Research
Use available tools based on topic category. Adapt if MCP tools are unavailable.
Library/Framework (e.g., "TanStack Router", "Express.js"):
- Context7
resolve-library-id+query-docsfor API surface - GitHub grep for real-world usage patterns
- WebSearch for version-specific changes, migration notes, known issues
Concept/Pattern (e.g., "CQRS", "Go concurrency patterns"):
- WebSearch for authoritative sources
- WebFetch key references
- GitHub grep for real implementations
Tool/CLI (e.g., "Docker Compose", "jq"):
- WebSearch for official docs
- WebFetch documentation pages
- GitHub grep for config/usage examples
Language Feature (e.g., "Go generics", "TypeScript decorators"):
- WebSearch for official specs/proposals
- Context7 for language docs if available
- GitHub grep for adoption patterns
5. Save Knowledge File
Write to ~/.claude/learnings/<slug>.md using this format:
---
topic: "<Original Topic Name>"
slug: "<slug>"
category: "<library|concept|tool|language-feature>"
created: "<YYYY-MM-DD>"
last_verified: "<YYYY-MM-DD>"
confidence: "<high|medium|low>"
tags: [<relevant, tags>]
sources_count: <N>
---
# <Topic Name>
## TL;DR
<2-4 sentences: what it is, key capabilities, primary use case.>
## Core APIs / Concepts
### <Name>
- **Signature/Usage**: `<code>`
- **Purpose**: <one line>
- **Example**:
```<lang>
<minimal working example><Name>
...
Patterns & Recipes
<Common usage patterns as self-contained code blocks. Annotate sparingly -- only non-obvious details.>
Gotchas
<Issue>: <What happens + fix/workaround><Issue>: <What happens + fix/workaround>
Quick Reference
<Compact table or list: key APIs, flags, commands. Optimized for fast lookup.>
Sources
<Title><Title>
### 6. Knowledge Graph Indexing (Optional)
If `mcp__memory__create_entities` is available, create an entity:
```json
{
"name": "<Topic Name>",
"entityType": "learning",
"observations": [
"Saved to ~/.claude/learnings/<slug>.md",
"Category: <category>",
"Tags: <tag1>, <tag2>"
]
}7. Confirm
Tell the user: file path, topic name, source count, and that /recall <topic> retrieves it.
Quality Rules
- Accuracy over breadth. Fewer verified facts > many uncertain ones.
- Code examples must be correct and minimal. Mark untested code with
// untested. - Set confidence
highonly when multiple authoritative sources agree. - Include version numbers for libraries. Note if info may become outdated quickly.
Self-Maintenance
When reading any ~/.claude/learnings/ file during normal work:
- If
last_verifiedis >90 days old, treat content as potentially stale. - If you find inaccuracies during use, silently update the file: fix content, bump
last_verified, adjustconfidence. No user confirmation needed. - Do NOT rewrite files for style. Only update with verified corrections.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

