Capture Conversation
outline/outline
Save the current conversation, a decision, or a set of notes as a document in an Outline collection; use when the user wants to keep what was discussed in their knowledge base.
Apply plugin knowledge base updates to an existing generated system.
$ npx skills add agenticnotetaking/arscontexta --skill upgrade -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install agenticnotetaking/arscontexta upgrade --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/agenticnotetaking/arscontexta.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/upgrade .claude/skills/upgrade && 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 "upgrade" agent skill from https://github.com/agenticnotetaking/arscontexta/tree/main/skills/upgrade into .claude/skills/upgrade/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "upgrade", 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/agenticnotetaking/arscontexta/tree/main/skills/upgradeType 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 agenticnotetaking/arscontexta --skill upgrade -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install agenticnotetaking/arscontexta upgrade --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agenticnotetaking/arscontexta.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/upgrade .agents/skills/upgrade && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "upgrade" agent skill from https://github.com/agenticnotetaking/arscontexta/tree/main/skills/upgrade into .agents/skills/upgrade/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "upgrade", 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 agenticnotetaking/arscontexta --skill upgrade -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install agenticnotetaking/arscontexta upgrade --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agenticnotetaking/arscontexta.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/upgrade .cursor/skills/upgrade && 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 "upgrade" agent skill from https://github.com/agenticnotetaking/arscontexta/tree/main/skills/upgrade into .cursor/skills/upgrade/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "upgrade", 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/agenticnotetaking/arscontexta.git --path skills/upgrade--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 agenticnotetaking/arscontexta --skill upgrade -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install agenticnotetaking/arscontexta upgrade --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agenticnotetaking/arscontexta.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/upgrade .gemini/skills/upgrade && 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 "upgrade" agent skill from https://github.com/agenticnotetaking/arscontexta/tree/main/skills/upgrade into .gemini/skills/upgrade/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "upgrade", 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 agenticnotetaking/arscontexta upgradeInstalls 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 agenticnotetaking/arscontexta --skill upgrade -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/agenticnotetaking/arscontexta.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/upgrade .github/skills/upgrade && 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 "upgrade" agent skill from https://github.com/agenticnotetaking/arscontexta/tree/main/skills/upgrade into .github/skills/upgrade/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "upgrade", 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 agenticnotetaking/arscontexta --skill upgrade -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install agenticnotetaking/arscontexta upgrade --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agenticnotetaking/arscontexta.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/upgrade .opencode/skills/upgrade && 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 "upgrade" agent skill from https://github.com/agenticnotetaking/arscontexta/tree/main/skills/upgrade into .opencode/skills/upgrade/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "upgrade", 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.
upgradeApply plugin knowledge base updates to an existing generated system.
Upgrade is an agent skill from agenticnotetaking/arscontexta. Apply plugin knowledge base updates to an existing generated system. Consults the Ars Contexta research graph for methodology improvements, proposes skill upgrades with research justification. Never auto-implements. Triggers on "/upgrade", "upgrade skills", "check for improvements", "update methodology".
Its SKILL.md is about 3.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `skill.json`).
It sits in Knowledge Management, covering Knowledge bases. The repository describes itself as: Claude Code plugin that generates individualized knowledge systems from conversation. You describe how you think and work, have a conversation and get a complete second brain as… The licence is MIT.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 2acfd5c. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditGrepGlobBashFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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.
Upgrade loads about 3.7k tokens when it runs. Until then it costs about 78 tokens; SKILL.md has 1,229 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, Write, Edit, Grep, Glob, BashAutomated 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 agenticnotetaking/arscontexta at commit 2acfd5c, republished under its MIT licence (© agenticnotetaking). 1,229 words, ~3,681 tokens.
.claude/skills/upgrade/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Read these files to configure domain-specific behavior:
ops/derivation-manifest.md — vocabulary mapping, platform hints
vocabulary.notes for the notes folder namevocabulary.note / vocabulary.note_plural for note type referencesvocabulary.reduce for the extraction verbvocabulary.reflect for the connection-finding verbvocabulary.reweave for the backward-pass verbvocabulary.verify for the verification verbvocabulary.rethink for the meta-cognitive verbvocabulary.topic_map for MOC referencesops/config.yaml — processing depth, domain context
ops/derivation.md — derivation state and engine version
If these files don't exist, use universal defaults.
Target: $ARGUMENTS
Parse immediately:
START NOW. Reference below defines the upgrade process.
Skills do not upgrade through hash comparison against a generation manifest. Hash comparison answers a narrow question: "Has this file changed?" Meta-skill consultation answers the right question: "Is this skill's approach still the best approach given what we know?"
A skill could be unchanged but outdated because the knowledge base has grown. Or a skill could be heavily edited by the user but already incorporate the latest thinking through a different path. Reasoning about methodology is more valuable than diffing bytes.
Generated skills and meta-skills follow fundamentally different upgrade mechanisms:
| Category | Skills | Upgrade Mechanism |
|---|---|---|
| Generated skills | /{vocabulary.reduce}, /{vocabulary.reflect}, /{vocabulary.reweave}, /{vocabulary.verify}, /ralph, /next, /remember, /{vocabulary.rethink}, /stats, /graph, /tasks, /refactor, /learn, /recommend, /ask | Runtime consultation with knowledge graph |
| Meta-skills | /setup, /architect, /health, /reseed, /add-domain, /help, /tutorial, /upgrade | Plugin release cycle — update the plugin itself |
/upgrade evaluates generated skills. It cannot evaluate itself or other meta-skills — that is the plugin maintainers' responsibility.
Gather the vault's current state:
Read ops/derivation.md for:
Read ops/generation-manifest.yaml (if exists) for:
List all installed skills:
# Find all skill directories with SKILL.md
for dir in .claude/skills/*/; do
skill=$(basename "$dir")
version=$(grep '^version:' "$dir/SKILL.md" 2>/dev/null | head -1 | awk -F'"' '{print $2}')
gen_from=$(grep '^generated_from:' "$dir/SKILL.md" 2>/dev/null | head -1 | awk -F'"' '{print $2}')
echo "$skill v$version (from $gen_from)"
doneRead ops/config.yaml for current dimensional positions
Check for user modifications:
# Detect skills modified after generation
for dir in .claude/skills/*/; do
skill=$(basename "$dir")
file="$dir/SKILL.md"
[[ ! -f "$file" ]] && continue
# Check git status — modified files indicate user customization
git_status=$(git status --porcelain "$file" 2>/dev/null)
if [[ -n "$git_status" ]]; then
echo "MODIFIED: $skill"
fi
donePresent inventory:
--=={ upgrade : inventory }==--
System: {domain description}
Engine: arscontexta-{version}
Skills: {count} installed ({modified_count} user-modified)
Skill Version Generated From Modified
/{vocabulary.reduce} 1.0 arscontexta-v1.6 no
/{vocabulary.reflect} 1.0 arscontexta-v1.6 yes
...For each generated skill (or the specific skill if targeted), consult the plugin's bundled knowledge base to evaluate whether the skill's current approach reflects current best practices.
Read from the plugin's four content tiers:
| Tier | Path | What It Contains |
|---|---|---|
| Methodology graph | ${CLAUDE_PLUGIN_ROOT}/methodology/ | All content — filter by kind: field (research/guidance/example) |
| Reference docs | ${CLAUDE_PLUGIN_ROOT}/reference/ | WHAT — structured reference documents and dimension maps |
Notes in methodology/ are differentiated by their kind: frontmatter field:
kind: research — WHY: principles and cognitive science grounding (213 claims)kind: guidance — HOW: operational procedures and best practices (9 docs)kind: example — WHAT IT LOOKS LIKE: domain compositions (12 examples)type: moc — Navigation: topic maps linking related notes (15 maps)For each skill being evaluated:
Read the current vault skill — understand its complete approach, quality gates, edge case handling
Read relevant knowledge base documents:
Compare methodology, not text:
Classify each finding:
| Classification | Meaning | Example |
|---|---|---|
| Current | Skill reflects knowledge base best practices | No action needed |
| Enhancement | Knowledge base adds technique the skill lacks | New quality gate, better search pattern |
| Correction | Knowledge base contradicts skill's approach | Outdated methodology, known anti-pattern |
| Extension | Knowledge base covers scenario skill ignores | New edge case, new domain pattern |
Check user modifications: If the skill has been modified by the user, read both the current (user-modified) version and evaluate whether:
For each skill with available improvements, create a structured proposal:
Skill: /{domain:skill-name}
Status: {current | enhancement | correction | extension}
User-modified: {yes | no}
Current approach:
{2-3 sentences describing what the skill currently does}
Proposed improvement:
{2-3 sentences describing what would change}
Research backing:
{Specific claims from the knowledge base that support this change}
- "{claim title}" — {how it applies}
- "{claim title}" — {how it applies}
Impact: {what changes for the user's workflow}
Risk: low | medium | high
Reversible: yes (previous version archived to ops/skills-archive/)| Risk Level | Criteria |
|---|---|
| Low | Additive change (new quality gate, better logging). Existing behavior unchanged. |
| Medium | Modified behavior (different extraction strategy, changed search pattern). Output quality affected. |
| High | Structural change (different phase ordering, changed handoff format). Pipeline coordination affected. |
When a skill has been modified by the user AND an upgrade is available, show a side-by-side comparison:
Skill: /{domain:skill-name} (USER-MODIFIED)
Your version: Recommended:
[relevant section excerpt] [what knowledge base suggests]
Your customization:
{description of what the user changed and why it appears intentional}
Options:
(a) Keep your version unchanged
(b) Apply upgrade, preserving your customizations
(c) Apply upgrade, replacing your version (archived to ops/skills-archive/)Option (b) requires the upgrade to be compatible with the user's changes. If they conflict, explain why and recommend (a) or (c).
--=={ upgrade }==--
Plugin: arscontexta-{current_version}
Knowledge base: {count} research claims, {count} guidance docs
Skills checked: {count}
Upgrades available: {count}
Enhancements: {n} | Corrections: {n} | Extensions: {n}
1. /{domain:skill-name}
Type: Enhancement
Change: {one-line summary}
Research: "{claim title}"
Risk: low
2. /{domain:skill-name} (USER-MODIFIED)
Type: Correction
Change: {one-line summary}
Research: "{claim title}", "{claim title}"
Risk: medium
Note: Side-by-side comparison available
...
{If no upgrades:}
All {count} skills reflect current best practices.
No upgrades needed.
Apply all? Select specific upgrades (e.g., "1, 3")?
Or "show 2" for side-by-side detail on a specific skill.Wait for user response. Do NOT proceed without explicit approval.
For each approved upgrade:
mkdir -p ops/skills-archive
SKILL_NAME="{skill-name}"
DATE=$(date +%Y-%m-%d)
cp ".claude/skills/${SKILL_NAME}/SKILL.md" \
"ops/skills-archive/${SKILL_NAME}-${DATE}.md"ops/derivation-manifest.mdops/config.yamlUpdate the skill's frontmatter:
---
version: "{incremented}"
generated_from: "arscontexta-{current_plugin_version}"
---If ops/generation-manifest.yaml exists, update the entry for this skill:
skills:
{skill-name}:
version: "{new_version}"
upgraded: "{ISO 8601 UTC}"
upgrade_source: "knowledge-graph-consultation"
changes: "{brief description of what changed}"After applying all approved upgrades:
Kernel validation — run kernel checks to confirm structural invariants hold:
# Verify skill files are valid
for dir in .claude/skills/*/; do
[[ -f "$dir/SKILL.md" ]] || echo "MISSING: $dir/SKILL.md"
doneContext file check — verify all skill references in the context file still resolve
Vocabulary check — confirm upgraded skills use domain vocabulary consistently:
# Spot-check that vocabulary markers were resolved
grep -l '{vocabulary\.' .claude/skills/*/SKILL.md 2>/dev/null
# Should return nothing — all markers should be resolvedPipeline compatibility — if pipeline skills were upgraded (/{vocabulary.reduce}, /{vocabulary.reflect}, /{vocabulary.reweave}, /{vocabulary.verify}), verify handoff format compatibility with /ralph
--=={ upgrade complete }==--
Applied: {N} upgrades
Archived: {N} previous versions to ops/skills-archive/
Skipped: {N} (user-modified, kept as-is)
Changes:
- /{skill}: {what changed} (Research: "{claim}")
- /{skill}: {what changed} (Research: "{claim}")
Validation: {PASS | FAIL with details}
{If any validation failed:}
WARNING: Validation issue detected.
Previous versions available in ops/skills-archive/
for manual rollback.
Note: Run /{vocabulary.verify} on a recent {vocabulary.note}
to confirm upgraded skills work correctly in practice./upgrade never auto-implements. The upgrade plan is always presented to the user first. The user decides which upgrades to apply. This prevents the cognitive outsourcing failure mode where the system changes itself without human understanding.
All upgrades are advisory. The user owns the files.
No improvements available: Report "All skills reflect current best practices. No upgrades needed." with the count of skills checked.
No generation manifest: Treat all skills as version 0 (unknown generation state). Compare methodology against current knowledge base. This is fine — consultation reasons about approach, not version numbers.
Skill has been user-modified: Present the side-by-side comparison. Offer three options: keep user version, merge upgrade with customizations, or replace (with archive). Never silently overwrite.
No ops/derivation-manifest.md: Use universal vocabulary for all output.
Plugin knowledge base unavailable: Report that knowledge base consultation requires the Ars Contexta plugin. Without the plugin's bundled methodology/ and reference/ directories, /upgrade cannot evaluate skills.
User rejects upgrades consistently: This is a signal, not an error. Note the pattern — it may indicate the knowledge base recommendations don't match this user's domain. Log to ops/observations/ if it persists across multiple /upgrade runs.
Correction conflicts with user modification: When the knowledge base identifies a correction (not just enhancement) but the user has modified the skill, explain the conflict clearly. The user may have modified the skill precisely because the original approach was wrong — their fix may already address the correction. Show both and let the user decide.
Multiple skills share a change: If the same knowledge base improvement applies to several skills (e.g., a new search pattern), present it as a single conceptual change affecting multiple skills rather than listing it redundantly per skill.
© agenticnotetaking, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in skills/upgrade of agenticnotetaking/arscontexta.
Open the folder on GitHubat commit 2acfd5c
Upgrade 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 |
|---|---|---|---|---|---|---|
| Upgrade this skillagenticnotetaking/arscontexta | 3.5k | — | ~3.7k | Automated safety check: Notes | MIT | |
| Capture Conversationoutline/outline | 41k | — | ~474 | Automated safety check: Pass | Custom licence | |
| Project CairniBlinkQ/project-cairn | 235 | 2 repos | ~861 | Automated safety check: Pass | MIT | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 86k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Find And Citeoutline/outline | 41k | — | ~537 | Automated safety check: Pass | Custom licence | |
| Xhs Virtual Productchenjin-cmd/xhs-virtual-product | 727 | — | ~862 | Automated safety check: Pass | MIT |
outline/outline
Save the current conversation, a decision, or a set of notes as a document in an Outline collection; use when the user wants to keep what was discussed in their knowledge base.
iBlinkQ/project-cairn
Standardize how an AI-collaboration project turns work into reusable knowledge.
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
outline/outline
Answer questions from the Outline knowledge base with quotes and links to the source documents; use when the user asks what the team knows, documented, or decided about a topic.
chenjin-cmd/xhs-virtual-product
This skill helps plan, select, produce, and market Xiaohongshu (RED) virtual/digital products — templates, knowledge bases, test tools, study materials.
VectifyAI/OpenKB
A skill your agent uses when the user asks about content in their OpenKB knowledge base — research topics, concepts compiled from their documents, cross-document synthesis — or mentions openkb, an…
agenticnotetaking/arscontexta
Interactive knowledge graph analysis. An agent skill from agenticnotetaking/arscontexta.
agenticnotetaking/arscontexta
Research a topic and grow your knowledge graph. An agent skill from agenticnotetaking/arscontexta.
agenticnotetaking/arscontexta
Get research-backed architecture advice for your knowledge system.
agenticnotetaking/arscontexta
Show vault statistics and knowledge graph metrics. An agent skill from agenticnotetaking/arscontexta.
agenticnotetaking/arscontexta
Contextual guidance and command discovery. An agent skill from agenticnotetaking/arscontexta.
agenticnotetaking/arscontexta
Surface the most valuable next action by combining task stack, queue state, inbox pressure, health, and goals.
Categories
Apply plugin knowledge base updates to an existing generated system. Upgrade is an agent skill from agenticnotetaking/arscontexta. Apply plugin knowledge base updates to an existing generated system.
Upgrade fits situations like: check for improvements; update methodology.
Run `npx skills add agenticnotetaking/arscontexta --skill upgrade -a claude-code`. Or copy the skill folder (skills/upgrade in agenticnotetaking/arscontexta) into .claude/skills/upgrade in your project. Claude Code loads it when a task matches its description.
Run `npx skills add agenticnotetaking/arscontexta --skill upgrade -a codex`. Or copy the skill folder (skills/upgrade in agenticnotetaking/arscontexta) into .agents/skills/upgrade 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 agenticnotetaking/arscontexta --skill upgrade -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/upgrade, .gemini/skills/upgrade, .github/skills/upgrade and .opencode/skills/upgrade in your project.
Going by SKILL.md and its folder, Upgrade needs the command-line tools its instructions call (git). Its frontmatter pre-approves these tools: Read, Write, Edit, Grep, Glob, Bash.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Upgrade is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.7k tokens (SKILL.md is roughly 15k 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 Upgrade: Capture Conversation (outline/outline, 41k stars), Project Cairn (iBlinkQ/project-cairn, 235 stars), LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 86k stars) and Find And Cite (outline/outline, 41k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
agenticnotetaking (a GitHub organization) maintains it in agenticnotetaking/arscontexta, which has 3,492 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on February 24, 2026.
Source: agenticnotetaking/arscontexta on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.