LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
Curate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and folders, and build hub notes.
$ npx skills add basicmachines-co/basic-memory --skill memory-curate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install basicmachines-co/basic-memory memory-curate --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/basicmachines-co/basic-memory.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/memory-curate .claude/skills/memory-curate && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "memory-curate" agent skill from https://github.com/basicmachines-co/basic-memory/tree/main/skills/memory-curate into .claude/skills/memory-curate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-curate", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/basicmachines-co/basic-memory/tree/main/skills/memory-curateType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add basicmachines-co/basic-memory --skill memory-curate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install basicmachines-co/basic-memory memory-curate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/basicmachines-co/basic-memory.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/memory-curate .agents/skills/memory-curate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memory-curate" agent skill from https://github.com/basicmachines-co/basic-memory/tree/main/skills/memory-curate into .agents/skills/memory-curate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-curate", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add basicmachines-co/basic-memory --skill memory-curate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install basicmachines-co/basic-memory memory-curate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/basicmachines-co/basic-memory.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/memory-curate .cursor/skills/memory-curate && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "memory-curate" agent skill from https://github.com/basicmachines-co/basic-memory/tree/main/skills/memory-curate into .cursor/skills/memory-curate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-curate", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/basicmachines-co/basic-memory.git --path skills/memory-curate--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add basicmachines-co/basic-memory --skill memory-curate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install basicmachines-co/basic-memory memory-curate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/basicmachines-co/basic-memory.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/memory-curate .gemini/skills/memory-curate && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "memory-curate" agent skill from https://github.com/basicmachines-co/basic-memory/tree/main/skills/memory-curate into .gemini/skills/memory-curate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-curate", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install basicmachines-co/basic-memory memory-curateInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add basicmachines-co/basic-memory --skill memory-curate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/basicmachines-co/basic-memory.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/memory-curate .github/skills/memory-curate && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "memory-curate" agent skill from https://github.com/basicmachines-co/basic-memory/tree/main/skills/memory-curate into .github/skills/memory-curate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-curate", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add basicmachines-co/basic-memory --skill memory-curate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install basicmachines-co/basic-memory memory-curate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/basicmachines-co/basic-memory.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/memory-curate .opencode/skills/memory-curate && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "memory-curate" agent skill from https://github.com/basicmachines-co/basic-memory/tree/main/skills/memory-curate into .opencode/skills/memory-curate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-curate", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
memory-curateCurate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and folders, and build hub notes.
Memory Curate is an agent skill from basicmachines-co/basic-memory. Curate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and folders, and build hub notes. Use to organize, connect, and improve a knowledge base as notes accumulate.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge graphs and Knowledge bases. The repository describes itself as: AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN. The licence is AGPL-3.0.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 6982cfc. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Memory Curate loads about 1.9k tokens when it runs. Until then it costs about 64 tokens; SKILL.md has 764 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from basicmachines-co/basic-memory at commit 6982cfc, republished under its AGPL-3.0 licence (© basicmachines-co). 764 words, ~1,872 tokens.
.claude/skills/memory-curate/SKILL.md (or your agent's skills folder).Maintain a healthy, well-connected knowledge graph. As notes accumulate, it pays to periodically organize, link, and curate the knowledge base so isolated notes become a connected graph.
This skill curates the knowledge graph — the notes, relations, and tags that make up the knowledge base. (For hygiene on an agent's own memory files — splitting bloated files, pruning stale entries — see memory-defrag.)
Orphans have no relations to other notes — they're islands in the graph.
# List notes, then read each to inspect its Relations section
search_notes(query="*", page_size=50)
read_note(identifier="note-to-check")
# Orphans have an empty (or missing) Relations sectionIf the bm CLI is available, bm orphans lists notes with no relations in one call.
What to do with orphans:
Analyze a note's content and propose meaningful connections.
read_note(identifier="note-to-analyze")
# Pull out key terms, then search for related notes
search_notes(query="key terms from the note")Suggest relations based on shared topics, complementary content (problem/solution, question/answer), sequence (part 1 → part 2), or hierarchy (parent concept → detail).
Relation-type vocabulary:
relates_to — general topical connectionextends — builds upon or elaboratesimplements — realizes a concept or specdepends_on — requires understanding ofpart_of — hierarchy or compositioncontrasts_with — presents an alternative viewinspired_by — source of insightenables — makes something possibleCustom relation types are fine — use whatever verb is descriptive.
Add a confirmed relation with edit_note:
edit_note(
identifier="API Design Decisions",
operation="insert_after_section",
section="Relations",
content="- depends_on [[Rate Limiter]]",
)Find notes that may cover the same ground.
search_notes(query="topic keywords")
# Compare results for: similar titles, overlapping observations,
# shared tags, close-together timestampsActions for duplicates:
supersedes / updates when one revises the other# Point an older note at the one that replaces it
edit_note(
identifier="DB Schema v1",
operation="insert_after_section",
section="Relations",
content="- updates [[DB Schema v2]]",
)list_directory(dir_name="/", depth=3)Look for overcrowded folders, single-note folders, inconsistent naming, and notes
that belong elsewhere. Suggest grouping related notes into topic folders, adding
subfolders for large categories, and a consistent naming convention. Move misplaced
notes with move_note. By default the permalink stays the same after a move, so links keep resolving. Projects with update_permalinks_on_move enabled rewrite it from the new path.
move_note(
identifier="API Design Decisions",
destination_path="architecture/api-design-decisions.md",
)search_notes(query="*", page_size=100)
# Inspect tag patterns across resultsLook for:
architecture vs arch; pick one and standardizeAfter finding a cluster of related notes, build a navigation hub.
write_note(
title="Architecture Decisions Index",
directory="indexes",
tags=["architecture", "index"],
note_type="index",
content="""# Architecture Decisions Index
A hub linking architecture-related decisions and patterns.
## Decisions
- [[Database Selection Decision]]
- [[API Design Patterns]]
- [[Authentication Architecture]]
## Patterns
- [[Repository Pattern]]
- [[Async Client Pattern]]
## Observations
- [index] Central hub for architecture knowledge #navigation
## Relations
- indexes [[Architecture]]""",
)Find notes lacking structure and fill them in.
read_note(identifier="sparse-note")If the note is missing an Observations section, suggest categories. If it has no
Relations, suggest links. If it has no tags, suggest relevant ones. If it lacks
context, suggest adding background. Apply with edit_note.
Scale the pass to the request. A health check reports orphans, likely duplicates,
recent activity (recent_activity), and folder distribution. A deep session works
through the capabilities above in whatever order the findings suggest. A topic pass
maps one subject with search_notes and build_context, fills the gaps it finds, and
ends with a hub note.
memory:// links. Moves keep the permalink by default (unless the project enables update_permalinks_on_move).build_context to help the user see how notes connect.User: "Help me organize my notes"
The assistant:
User: "Find notes that should link to my API design note"
The assistant:
relates_toimplementsextends
Should I add any of these relations?"User: "Are there notes on similar topics?"
The assistant:
supersedes relation
Want to review either?"© basicmachines-co, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/memory-curate of basicmachines-co/basic-memory.
Open the folder on GitHubat commit 6982cfc
Memory Curate next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Memory Curate this skillbasicmachines-co/basic-memory | 4.1k | — | ~1.9k | Automated safety check: Pass | AGPL-3.0 | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Knowledge Graphnimbalyst/nimbalyst | 1.8k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Knowledge Setupnimbalyst/nimbalyst | 1.8k | — | ~1.8k | Automated safety check: Pass | MIT | |
| My WikiNimaChu/my-wiki | 124 | — | ~674 | Automated safety check: Pass | MIT | |
| Openloomi Memorymelandlabs/openloomi | 1k | — | ~6k | Automated safety check: Pass | Apache-2.0 |
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
nimbalyst/nimbalyst
Write a project's knowledge pages in Nimbalyst Pages -- record what people said and decided in the page it affects, keep typed pages for the things the team tracks (its own types, such as modules…
nimbalyst/nimbalyst
Set up or check a project's knowledge pages in Nimbalyst Pages -- install the editable "How we write this wiki" guide page, define the team's own page types (and subtypes) and the named relations…
NimaChu/my-wiki
Work with a local My Wiki knowledge base, Dashboard, and knowledge graph.
melandlabs/openloomi
openloomi Memory tools - search and manage the holistic context (people, projects, decisions, knowledge base, chat insights).
MarchLiu/hypatia
Interact with the Hypatia AI memory system using natural language.
basicmachines-co/basic-memory
Views, sets, unsets and validates cmux settings in ~/.config/cmux/cmux.json with a helper script that checks keys against the schema.
basicmachines-co/basic-memory
End-user control of cmux topology and routing (windows, workspaces, panes/surfaces, focus, moves, reorder, identify, trigger flash). Use when automation needs…
basicmachines-co/basic-memory
Opens markdown files in a formatted cmux panel beside the terminal that re-renders on every change, handy for plans and task lists.
basicmachines-co/basic-memory
Keeps agent actions scoped to the cmux workspace and terminal that invoked it, and lays out pane and surface commands that avoid disrupting the user's own focus.
basicmachines-co/basic-memory
Produces PR, changelog and two-week retro images for the Basic Memory repository from evidence in PR bodies, saved to fixed paths under docs/assets/infographics.
basicmachines-co/basic-memory
Adds Pydantic Logfire tracing, logging and metrics to Python, JavaScript or TypeScript and Rust projects, with the correct setup order and library extras.
Categories
Curate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and folders, and build hub notes. Memory Curate is an agent skill from basicmachines-co/basic-memory. Curate the Basic Memory knowledge graph: find orphan notes and suggest links, propose typed relations, merge duplicates, audit tags and folders, and build hub notes.
Memory Curate fits situations like: improve a knowledge base as notes accumulate; tasks that involve Knowledge graphs; tasks that involve Knowledge bases.
Run `npx skills add basicmachines-co/basic-memory --skill memory-curate -a claude-code`. Or copy the skill folder (skills/memory-curate in basicmachines-co/basic-memory) into .claude/skills/memory-curate in your project. Claude Code loads it when a task matches its description.
Run `npx skills add basicmachines-co/basic-memory --skill memory-curate -a codex`. Or copy the skill folder (skills/memory-curate in basicmachines-co/basic-memory) into .agents/skills/memory-curate in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add basicmachines-co/basic-memory --skill memory-curate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-curate, .gemini/skills/memory-curate, .github/skills/memory-curate and .opencode/skills/memory-curate in your project.
SKILL.md names no scripts, command-line tools or credentials: Memory Curate is instructions for the agent only. Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Memory Curate is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Memory Curate: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), Knowledge Graph (nimbalyst/nimbalyst, 1.8k stars), Knowledge Setup (nimbalyst/nimbalyst, 1.8k stars) and My Wiki (NimaChu/my-wiki, 124 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
basicmachines-co (a GitHub organization) maintains it in basicmachines-co/basic-memory, which has 4,107 GitHub stars. The repository holds 49 skills in this directory. The repository was last updated on October 7, 2026.
Source: basicmachines-co/basic-memory on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.