Ar Io Gateway Operator
ar-io/ar-io-node
Operate any AR.IO node deployment — architecture, daily ops, diagnostics, and recurring pitfalls that apply to every operator.
Create conversation adapters for importing AI chat history from different tools (Claude Code, Cursor, Warp, Codex, etc.).
$ npx skills add marcus/sidecar --skill create-adapter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install marcus/sidecar create-adapter --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/marcus/sidecar.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/create-adapter .claude/skills/create-adapter && 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 "create-adapter" agent skill from https://github.com/marcus/sidecar/tree/main/.claude/skills/create-adapter into .claude/skills/create-adapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-adapter", 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/marcus/sidecar/tree/main/.claude/skills/create-adapterType 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 marcus/sidecar --skill create-adapter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install marcus/sidecar create-adapter --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marcus/sidecar.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/create-adapter .agents/skills/create-adapter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "create-adapter" agent skill from https://github.com/marcus/sidecar/tree/main/.claude/skills/create-adapter into .agents/skills/create-adapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-adapter", 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 marcus/sidecar --skill create-adapter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install marcus/sidecar create-adapter --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marcus/sidecar.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/create-adapter .cursor/skills/create-adapter && 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 "create-adapter" agent skill from https://github.com/marcus/sidecar/tree/main/.claude/skills/create-adapter into .cursor/skills/create-adapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-adapter", 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/marcus/sidecar.git --path .claude/skills/create-adapter--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 marcus/sidecar --skill create-adapter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install marcus/sidecar create-adapter --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marcus/sidecar.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/create-adapter .gemini/skills/create-adapter && 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 "create-adapter" agent skill from https://github.com/marcus/sidecar/tree/main/.claude/skills/create-adapter into .gemini/skills/create-adapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-adapter", 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 marcus/sidecar create-adapterInstalls 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 marcus/sidecar --skill create-adapter -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/marcus/sidecar.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/create-adapter .github/skills/create-adapter && 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 "create-adapter" agent skill from https://github.com/marcus/sidecar/tree/main/.claude/skills/create-adapter into .github/skills/create-adapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-adapter", 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 marcus/sidecar --skill create-adapter -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install marcus/sidecar create-adapter --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/marcus/sidecar.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/create-adapter .opencode/skills/create-adapter && 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 "create-adapter" agent skill from https://github.com/marcus/sidecar/tree/main/.claude/skills/create-adapter into .opencode/skills/create-adapter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "create-adapter", 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.
create-adapterCreate conversation adapters for importing AI chat history from different tools (Claude Code, Cursor, Warp, Codex, etc.).
Create Adapter is an agent skill from marcus/sidecar. Create conversation adapters for importing AI chat history from different tools (Claude Code, Cursor, Warp, Codex, etc.). Covers the adapter.Adapter interface, caching strategies, incremental parsing, watch/FD management, and performance standards. Use when creating a new adapter, modifying adapter behavior, or debugging adapter performance issues. See references/ for Cursor DB and Warp SQLite schema details.
Its SKILL.md is about 4.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/cursor-db-format.md` and `references/warp-sqlite-schema.md`).
It sits in Backend & APIs, covering Caching. It works with SQLite. The repository describes itself as: Use sidecar next to CLI agents for diffs, file trees, conversation history, and task management with td. The licence is MIT.
12 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 3792a4e. 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.
Shell commands in SKILL.md call:
goFrom 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.
Create Adapter loads about 4.8k tokens when it runs, and up to ~6.7k if it reads all its reference files. Until then it costs about 107 tokens; SKILL.md has 2,134 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 marcus/sidecar at commit 3792a4e, republished under its MIT licence (© marcus). 2,134 words, ~4,793 tokens.
.claude/skills/create-adapter/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Adapters are the largest performance risk in Sidecar. Conversations refresh on watch events in a hot path that runs continuously during active sessions:
watch event -> coalescer -> session refresh -> adapter.Sessions() -> metadata parsingIf an adapter does full directory scans and full-file reparses on every change, CPU and FD usage spike quickly.
Study these before writing a new adapter:
internal/adapter/claudecode - Incremental JSONL parsing, targeted refreshinternal/adapter/codex - Directory cache, two-pass metadata parsing, global watch scopeinternal/adapter/cursor - SQLite/WAL-aware cache invalidation, FD-safe DB accessinternal/adapter/pi - Global scope, JSONL, CWD-based filtering, session classification, message prefix strippingAll adapters implement adapter.Adapter:
type Adapter interface {
ID() string
Name() string
Icon() string
Detect(projectRoot string) (bool, error)
Capabilities() CapabilitySet
Sessions(projectRoot string) ([]Session, error)
Messages(sessionID string) ([]Message, error)
Usage(sessionID string) (*UsageStats, error)
Watch(projectRoot string) (<-chan Event, io.Closer, error)
}Every session from Sessions() must set:
ID, NameAdapterID, AdapterName, AdapterIconCreatedAt, UpdatedAtMessageCount, FileSizeFileSize is used for dynamic debounce and huge-session auto-reload protection.
Treat source identity separately from lineage. Use the source's durable thread/session ID
for Session.ID; parent, root, fork, or lineage IDs describe relationships and must not
collapse distinct sessions. Decode metadata fields defensively when the source has emitted
multiple shapes over time (for example, a string in one version and an object in another).
Set Session.Path only when Sidecar should use tiered file watching for that adapter:
Path to absolute file path — this opts into TieredWatcher with HOT/COLD/FROZEN tiersWatch() with WAL-aware invalidation; do not set Path unless tiered watching covers your write surfaceFROZEN tier: File-based sessions with Path set automatically benefit from the FROZEN tier. Sessions unchanged for 24 hours (FrozenThreshold) are excluded from cold polling entirely — zero syscalls. They unfreeze when promoted to HOT (e.g., user selects the session). This is critical for adapters with thousands of session files; without it, pollColdSessions() does one os.Stat() per file every 30 seconds.
Minimum cache keys:
path + size + modTimepath + size + modTimeUse bounded LRU behavior for every cache and index. Prune stale paths. Assume caches evict independently: a hit in one cache must restore any derived state required by another, or the authoritative source must remain available so eviction cannot change results such as aggregate usage or ID-to-path resolution.
For JSONL/event-log adapters:
When incremental metadata parse is impractical:
When the source owns a metadata index, prefer its read-only index over scanning large event logs. Probe the schema and required columns before use, open it read-only with bounded/FD-safe access, and fall back to event-log discovery when it is missing, locked, or incompatible. The source index is an adapter seam, not a second source of truth to mutate.
Resolve project path once per Sessions() call (Abs/EvalSymlinks), reuse for all matches.
Never return cache-owned slices/maps directly. Copy message/session structures to avoid mutation bugs.
For SQLite adapters:
mode=ro)SetMaxOpenConns(1), SetMaxIdleConns(0)Messages() callUsage and similar cumulative facts may arrive as repeated totals or deltas. Define the source semantics, retain the authoritative aggregate across incremental parsing, and include all components the source exposes. Do not reconstruct a partial aggregate from whichever message cache entry survived eviction.
Do not watch per-session files when directory-level watch gives equivalent signals.
If adapter watches a global path (same location regardless of worktree):
func (a *Adapter) WatchScope() adapter.WatchScope {
return adapter.WatchScopeGlobal
}This prevents duplicate watchers across worktrees.
Watch events should include session ID for targeted refresh (avoids full reloads).
select { case ch <- evt: default: }File-based adapters that set Session.Path get TieredWatcher's three-tier system (HOT → COLD → FROZEN). Sessions unchanged for 24h are frozen and cost zero polling overhead. This is the primary defense against CPU spikes with thousands of session files. If your adapter has file-based sessions, always set Path — the FROZEN tier scales automatically.
All watcher paths must close cleanly on plugin stop. No goroutine or FD leaks.
Tiered watching of known Session.Path values handles cheap appends, but it cannot discover a
project's first session or a new time-partitioned directory. Global file adapters may need both
known-file watching and one adapter-native discovery watcher. Watch creation at every directory
level that can appear later (including month/year rollover), and keep discovery project-filtered.
Do not assume a new file's basename is its session ID. If identity lives in metadata, implement
SessionPathResolver so watch events carry the same durable ID returned by Sessions().
Some global adapters maintain caches and indexes across calls. Consumers must serialize calls
to a stateful adapter, make gate admission and work lifecycle/epoch cancellable, and reject stale
results after project switches or shutdown. A slow Sessions() result must remain observable
and eventually load (with a visible loading state); never time it out, silently discard it, and
leave its goroutine running. Global targeted refresh must admit only sessions already belonging
to the current project; unknown IDs require a project-filtered discovery pass.
Adapters must provide rich structured content for Conversation Flow UI.
Map source records to:
Message.Role, Message.Content, Message.ContentBlocksMessage.ToolUses (legacy compatibility)Message.ThinkingBlocks (if available)Message.Model when availableUse consistent ToolUseID for tool_use and tool_result blocks. If incremental parsing is used, preserve pending tool-link state across cache updates.
type TargetedRefresher interface {
SessionByID(sessionID string) (*Session, error)
}Reduces refresh from O(N sessions) to O(1). Implement when adapter can resolve a session directly.
Implement when source format allows discovery of sessions beyond current git worktrees.
Implement when a file path alone does not encode the source's durable session ID. Tiered and discovery watchers use it to turn new or changed paths into targeted refresh events.
Implement for global sources that must discover the first matching session even when
Sessions() initially returns no known files. Share only one global watcher per adapter, and
ensure its events trigger a project-filtered load before any session is admitted.
Detect(): return (false, nil) for missing data directoriesSessions(): skip corrupt/unreadable entries and continue; hard-fail only on systemic errorsMessages(): return nil, nil for missing session files; fail on parse errorsWatch(): return (nil, nil, err) when watch setup failsNew adapters should meet these performance targets:
Messages() full parse (~1MB): under 50msMessages() incremental append: under 10msMessages() cache hit: under 1msSessions() on 50 session files: under 50msAlso benchmark realistic source shapes: hundreds or thousands of indexed sessions, a large live- scale transcript, cache hits, and incremental appends. Record fixture size and session/event count with the result so a tiny synthetic benchmark cannot hide discovery or parsing regressions.
Required tests for every new adapter:
Detect()/Sessions()Sessions() sorted by UpdatedAt descAdapter*, FileSize, Path when applicable)ContentBlocks tool-use/result ID parity, not only legacy ToolUsesSessionIDRun tests:
go test ./internal/adapter/<adapter> -run .
go test ./internal/adapter/<adapter> -bench . -benchmemadapter.Adapter contract implementedSessions() sets required identity and timestamp fieldsFileSize populated for every sessionPath strategy explicit and correct for adapter typeContentBlocks include text/tool/thinking dataToolUseID parity)Abs/EvalSymlinks in per-session loopsWatchScopeProviderSessionIDSessionPathResolverregister.go and main importMessages() pathFileSize-driven)Adapters can classify sessions by setting SessionCategory on adapter.Session. The conversations plugin supports category filtering (f menu: i/r/s keys) and a quick toggle (C key).
Defined in internal/adapter/adapter.go:
adapter.SessionCategoryInteractive — user-initiated interactive sessionsadapter.SessionCategoryCron — automated/scheduled sessionsadapter.SessionCategorySystem — system/gateway sessionsSessionCategory if the adapter has meaningful categories. Don't set it if all sessions are the same typeSessionCategory is empty, sessions pass through (non-breaking for adapters that don't classify)func extractSessionMetadata(firstUserMessage string) (category, cronJobName, sourceChannel string) {
if strings.HasPrefix(firstUserMessage, "[cron:") {
return adapter.SessionCategoryCron, extractCronJobName(firstUserMessage), ""
}
if strings.HasPrefix(firstUserMessage, "System:") {
if strings.Contains(firstUserMessage, "WhatsApp gateway") {
return adapter.SessionCategoryInteractive, "", "whatsapp"
}
return adapter.SessionCategorySystem, "", ""
}
return adapter.SessionCategoryInteractive, "", detectSourceChannel(firstUserMessage)
}Optional fields on adapter.Session for richer display and filtering:
CronJobName string — for cron/scheduled sessions; used as session name when setSourceChannel string — for multi-channel adapters (e.g., "telegram", "whatsapp", "direct")Optional field on adapter.Message:
SourceLabel string — per-message source attribution badge (e.g., "[TG] Marcus", "[WA]", "[cron] job-name")Set these during parsing when the source format contains channel/origin metadata. The conversations plugin and conversation flow UI use these for display.
For adapters whose source format embeds structured prefixes in user messages (e.g., channel tags, cron headers), strip them during parsing to keep the conversation view clean.
Message.Content and text ContentBlocksMessage.SourceLabel for badge display// In processMessageLine for user messages:
content, _, _, contentBlocks := parseContent(raw.Message.Content)
sourceLabel := extractSourceLabel(content) // "[TG] Marcus"
content = stripMessagePrefix(content) // clean body only
for i := range contentBlocks {
if contentBlocks[i].Type == "text" {
contentBlocks[i].Text = stripMessagePrefix(contentBlocks[i].Text)
}
}
msg := adapter.Message{
Content: content,
ContentBlocks: contentBlocks,
SourceLabel: sourceLabel,
}This keeps Content human-readable while preserving origin metadata in SourceLabel.
Lessons learned from building global-scope adapters (Pi, Codex):
Global adapters (WatchScopeGlobal) store sessions in a single directory regardless of project. They must filter by CWD matching projectRoot in Sessions():
projectRoot once per Sessions() call (Abs + EvalSymlinks)filepath.Rel — a session matches if its CWD is equal to or a subdirectory of the project rootSessionCategory set — empty passes throughGlobal adapters need to handle project switching gracefully:
Sessions(projectRoot) result is project-filtered, even when adapter caches retain source-global metadataSee references/cursor-db-format.md for Cursor's per-session SQLite database structure (Merkle tree blobs, hex-encoded metadata, WAL considerations).
See references/warp-sqlite-schema.md for Warp's single SQLite database structure (ai_queries, agent_conversations, blocks tables, protobuf tasks).
© marcus, 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 2 other files (references) in .claude/skills/create-adapter of marcus/sidecar.
Open the folder on GitHubat commit 3792a4e
Create Adapter 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 |
|---|---|---|---|---|---|---|
| Create Adapter this skillmarcus/sidecar | 1.1k | — | ~4.8k | Automated safety check: Pass | MIT | |
| Ar Io Gateway Operatorar-io/ar-io-node | 127 | — | ~8.2k | Automated safety check: Notes | AGPL-3.0 | |
| Nxvutensils/nxv | 136 | — | ~7.9k | Automated safety check: Notes | MIT | |
| Flowfile Architecture ContractEdwardvaneechoud/Flowfile | 370 | — | ~9.9k | Automated safety check: Pass | MIT | |
| Data Layer Footgunsmaxrave-dev/kotlin-footguns | 1k | — | ~4.2k | Automated safety check: Pass | GPL-3.0 | |
| Flutter Caching Databtwld/superdeck | 129 | — | ~2k | Automated safety check: Pass | BSD-3-Clause |
ar-io/ar-io-node
Operate any AR.IO node deployment — architecture, daily ops, diagnostics, and recurring pitfalls that apply to every operator.
utensils/nxv
Find any version of any Nix package across nixpkgs git history using the nxv CLI or HTTP API.
Edwardvaneechoud/Flowfile
Maps Flowfile's core, worker, frontend, kernel, scheduler and shared services and the design contracts between them, for onboarding and cross-service debugging.
maxrave-dev/kotlin-footguns
Room/SQLite, DataStore and repository traps: migrations, NOT IN with NULLs, LIKE escaping, delete order, local-time bucketing, imports, caching, paging.
btwld/superdeck
Implements caching strategies for Flutter apps to improve performance and offline support.
aiskillstore/marketplace
Patterns for SQLite databases in Python projects - state management, caching, and async operations.
marcus/sidecar
Create declarative modals using the modal library API. An agent skill from marcus/sidecar.
marcus/sidecar
Create new sidecar plugins implementing the plugin.Plugin interface, rendering views with Bubble Tea, handling keyboard input via keymap contexts, and integrating with the app shell (footer hints…
marcus/sidecar
Project switching implementation in sidecar: project discovery, state management, UI flow, modal rendering, filtering, theme preview, and plugin reinitialization.
marcus/sidecar
Interactive shell/TTY integration with tmux session management, shell command execution, control-mode output capture with polling fallback, native cursor rendering, lazy scrollback, selection, paste…
marcus/sidecar
Writing and maintaining the Sidecar Docusaurus documentation site, including page structure, doc authoring, blog posts, styling, images, and deployment workflow.
marcus/sidecar
Implementing UI/UX features in sidecar including modals (internal/modal library), keyboard shortcuts, mouse support, scrolling, pill/tab rendering, and pane resizing.
Works with
Categories
Create conversation adapters for importing AI chat history from different tools (Claude Code, Cursor, Warp, Codex, etc.). Create Adapter is an agent skill from marcus/sidecar.).
Create Adapter fits situations like: creating a new adapter; modifying adapter behavior; debugging adapter performance issues.
Run `npx skills add marcus/sidecar --skill create-adapter -a claude-code`. Or copy the skill folder (.claude/skills/create-adapter in marcus/sidecar) into .claude/skills/create-adapter in your project. Claude Code loads it when a task matches its description.
Run `npx skills add marcus/sidecar --skill create-adapter -a codex`. Or copy the skill folder (.claude/skills/create-adapter in marcus/sidecar) into .agents/skills/create-adapter 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 marcus/sidecar --skill create-adapter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/create-adapter, .gemini/skills/create-adapter, .github/skills/create-adapter and .opencode/skills/create-adapter in your project.
Going by SKILL.md and its folder, Create Adapter needs the command-line tools its instructions call (go).
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.
Create Adapter is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 4.8k tokens (SKILL.md is roughly 19k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.9k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Create Adapter: Ar Io Gateway Operator (ar-io/ar-io-node, 127 stars), Nxv (utensils/nxv, 136 stars), Flowfile Architecture Contract (Edwardvaneechoud/Flowfile, 370 stars) and Data Layer Footguns (maxrave-dev/kotlin-footguns, 1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
marcus (a GitHub user) maintains it in marcus/sidecar, which has 1,085 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on October 5, 2026.
Source: marcus/sidecar on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.