Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
Detect drift, plan updates, and apply changes to the Shokunin AI Ecosystem.
$ npx skills add EliasOulkadi/shokunin --skill shokunin-update -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install EliasOulkadi/shokunin shokunin-update --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/EliasOulkadi/shokunin.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.pack/skills/shokunin-update .claude/skills/shokunin-update && 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 "shokunin-update" agent skill from https://github.com/EliasOulkadi/shokunin/tree/master/.pack/skills/shokunin-update into .claude/skills/shokunin-update/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shokunin-update", 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/EliasOulkadi/shokunin/tree/master/.pack/skills/shokunin-updateType 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 EliasOulkadi/shokunin --skill shokunin-update -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install EliasOulkadi/shokunin shokunin-update --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EliasOulkadi/shokunin.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.pack/skills/shokunin-update .agents/skills/shokunin-update && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "shokunin-update" agent skill from https://github.com/EliasOulkadi/shokunin/tree/master/.pack/skills/shokunin-update into .agents/skills/shokunin-update/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shokunin-update", 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 EliasOulkadi/shokunin --skill shokunin-update -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install EliasOulkadi/shokunin shokunin-update --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EliasOulkadi/shokunin.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.pack/skills/shokunin-update .cursor/skills/shokunin-update && 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 "shokunin-update" agent skill from https://github.com/EliasOulkadi/shokunin/tree/master/.pack/skills/shokunin-update into .cursor/skills/shokunin-update/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shokunin-update", 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/EliasOulkadi/shokunin.git --path .pack/skills/shokunin-update--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 EliasOulkadi/shokunin --skill shokunin-update -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install EliasOulkadi/shokunin shokunin-update --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EliasOulkadi/shokunin.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.pack/skills/shokunin-update .gemini/skills/shokunin-update && 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 "shokunin-update" agent skill from https://github.com/EliasOulkadi/shokunin/tree/master/.pack/skills/shokunin-update into .gemini/skills/shokunin-update/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shokunin-update", 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 EliasOulkadi/shokunin shokunin-updateInstalls 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 EliasOulkadi/shokunin --skill shokunin-update -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/EliasOulkadi/shokunin.git skills-src && mkdir -p .github/skills && cp -r skills-src/.pack/skills/shokunin-update .github/skills/shokunin-update && 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 "shokunin-update" agent skill from https://github.com/EliasOulkadi/shokunin/tree/master/.pack/skills/shokunin-update into .github/skills/shokunin-update/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shokunin-update", 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 EliasOulkadi/shokunin --skill shokunin-update -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install EliasOulkadi/shokunin shokunin-update --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/EliasOulkadi/shokunin.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.pack/skills/shokunin-update .opencode/skills/shokunin-update && 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 "shokunin-update" agent skill from https://github.com/EliasOulkadi/shokunin/tree/master/.pack/skills/shokunin-update into .opencode/skills/shokunin-update/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shokunin-update", 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.
shokunin-updateDetect drift, plan updates, and apply changes to the Shokunin AI Ecosystem.
Shokunin Update is an agent skill from EliasOulkadi/shokunin. Detect drift, plan updates, and apply changes to the Shokunin AI Ecosystem. Use this when user asks to update, fix, sync, or verify the ecosystem.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: opencode
It works with Chroma. The repository describes itself as: 職人 Shokunin 62 AI agent skills for OpenCode, Claude Code, Cursor, Windsurf. ChromaDB memory, MCP servers, declarative self-updates. Multi-model, open source, zero cost. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 4c68e5b. 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:
pythonFrom 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.
opencode
From compatibility in the SKILL.md frontmatter.
Shokunin Update loads about 1.8k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 765 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 EliasOulkadi/shokunin at commit 4c68e5b, republished under its MIT licence (© EliasOulkadi). 765 words, ~1,752 tokens.
.claude/skills/shokunin-update/SKILL.md (or your agent's skills folder).Note: The
shokunin-update.ps1script lives in.pack/scripts/and is deployed to~/.shokunin/scripts/by the installer.
Maintains the Shokunin ecosystem by detecting drift between the declarative manifest and the actual filesystem state.
Read ~/.shokunin/shokunin.json. This is the single source of truth. Every component, path, hash, and template is defined here.
Run shokunin-update.ps1 status to detect drift:
Report results to the user with counts.
Run shokunin-update.ps1 plan to see what would change without applying anything.
Show the user a clear summary of what will be created, modified, or left alone.
& "$env:USERPROFILE\.shokunin\scripts\shokunin-update.ps1" apply -ConfirmThis automatically:
~/.shokunin/backups/<timestamp>/memory-healthcheck.ps1 to verify& "$env:USERPROFILE\.shokunin\scripts\shokunin-update.ps1" rollback -Timestamp 20260514-120000protected groups (chroma_db, sessions, logs, backups)| Cause | Fix |
|---|---|
| shokunin.json manifest is missing or malformed | Validate JSON syntax with Test-Json. If missing, run installer ~/.shokunin/install.ps1 to regenerate from template. Report exact parse error line if malformed. |
| File hash mismatch but content is identical | Encoding difference (CRLF vs LF) or trailing whitespace. Normalize line endings with .pack/scripts/normalize-eol.ps1 before re-checking. |
| Backup directory exceeds disk quota | Old backups accumulate over time. Retention policy: keep last 5 backups. Purge older directories with Remove-Item -Recurse. |
| Protected file group modified by apply | A bug or misconfiguration in the manifest marked a protected path as writable. Abort immediately. Rollback from backup. Fix manifest before retry. |
| Rollback target timestamp not found | Backup was purged by retention policy or never created. Cannot recover that point in time. Run status to assess current state and manually fix drift. |
| Powershell execution policy blocks the script | System execution policy set to Restricted |
| ChromaDB save during apply step fails | MCP server is down or ChromaDB collection is locked |
~/.shokunin/scripts/validate-skills.ps1 — Validates all installed skills for required sections, size, and referenced script existence~/.shokunin/scripts/shokunin-update.ps1 — Drift detection, manifest-driven update apply, rollback, and status reporting| Pattern | Problem | Fix |
|---|---|---|
Running apply without running plan first | Changes are applied without user awareness of what will be modified | Always run plan → show summary → get confirmation → then apply. |
| Modifying protected paths directly instead of through manifest | Data loss: chroma_db, sessions, logs get overwritten and cannot be recovered | Never touch paths under the protected group. If they need changes, update the manifest logic, not the files. |
| Hand-editing the manifest without understanding every field | A typo in a path or hash field cascades into false drift positives or corrupted apply | Use the declarative format. Every path must be absolute. Every hash must be SHA-256. Validate with Test-Json after edits. |
| Ignoring drift warnings for long periods | Drift accumulates, making later applies riskier and harder to roll back | Run status weekly. Schedule via Task Scheduler: shokunin-update.ps1 status > ~/.shokunin/logs/drift.log. |
| Restoring from backup without verifying backup integrity | A corrupted backup restores corrupted files | Before rollback, verify backup checksums against the original manifest hashes. Abort if mismatch. |
| Running apply while another apply is in progress | Race condition on backup/restore directories causing incomplete state | Use a lock file: ~/.shokunin/.apply-lock. If lock exists and process is alive, wait or abort. Stale lock (>30 min) can be removed. |
© EliasOulkadi, MIT. 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 .pack/skills/shokunin-update of EliasOulkadi/shokunin.
Open the folder on GitHubat commit 4c68e5b
Shokunin Update 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 |
|---|---|---|---|---|---|---|
| Shokunin Update this skillEliasOulkadi/shokunin | 114 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| MemPalace MemoryMemPalace/mempalace | 60k | — | ~2.7k | Automated safety check: Pass | MIT | |
| Blockify Integrationiternal-technologies-partners/blockify-agentic-data-optimization | 315 | — | ~6.2k | Automated safety check: Notes | Custom licence | |
| Agent Memory Systemsomer-metin/skills-for-antigravity | 163 | — | ~731 | Automated safety check: Pass | Apache-2.0 |
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
MemPalace/mempalace
Gives an agent a local memory palace over MCP: verbatim conversation memory, semantic search and a temporal knowledge graph, with a per-session recall protocol.
iternal-technologies-partners/blockify-agentic-data-optimization
Process documents with Blockify API to create optimized IdeaBlocks for RAG.
omer-metin/skills-for-antigravity
Memory is the cornerstone of intelligent agents. An agent skill from omer-metin/skills-for-antigravity.
Qredence/agentic-fleet
Context-aware development assistant for AgenticFleet with auto-learning and dual memory (NeonDB + ChromaDB).
EliasOulkadi/shokunin
Design CI/CD pipelines for GitHub Actions, GitLab CI, and CircleCI with matrix builds, test sharding, caching, Docker layer caching, OIDC auth, deployment strategies (rolling, blue-green, canary)…
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Build production-grade components for React, Vue 3, and Svelte 5 with all states (loading, empty, error, success, idle), TypeScript strict, WCAG 2.2 accessibility, server components (RSC), and…
EliasOulkadi/shokunin
PostgreSQL database administration — backup/restore (pgdump, PITR, WAL archiving), health monitoring (connections, bloat, cache hit ratio, dead tuples), connection pooling (PgBouncer), replication…
EliasOulkadi/shokunin
Design database schemas with Prisma/Drizzle, PostgreSQL index strategy (B-tree, GIN, GiST, BRIN, Hash), query optimization (EXPLAIN ANALYZE), migration safety (expand/contract, zero-downtime), and…
EliasOulkadi/shokunin
Optimize Docker images with multi-stage builds, distroless bases, BuildKit cache mounts, multi-arch builds, compose watch, security hardening (non-root, seccomp, capabilities drop), and…
EliasOulkadi/shokunin
Design error handling, structured logging, and observability with OpenTelemetry (traces, metrics, logs), error classification, recovery patterns (retry with jitter, circuit breaker, bulkhead…
Works with
Detect drift, plan updates, and apply changes to the Shokunin AI Ecosystem. Shokunin Update is an agent skill from EliasOulkadi/shokunin. Detect drift, plan updates, and apply changes to the Shokunin AI Ecosystem.
Shokunin Update fits situations like: verify the ecosystem.
Run `npx skills add EliasOulkadi/shokunin --skill shokunin-update -a claude-code`. Or copy the skill folder (.pack/skills/shokunin-update in EliasOulkadi/shokunin) into .claude/skills/shokunin-update in your project. Claude Code loads it when a task matches its description.
Run `npx skills add EliasOulkadi/shokunin --skill shokunin-update -a codex`. Or copy the skill folder (.pack/skills/shokunin-update in EliasOulkadi/shokunin) into .agents/skills/shokunin-update 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 EliasOulkadi/shokunin --skill shokunin-update -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/shokunin-update, .gemini/skills/shokunin-update, .github/skills/shokunin-update and .opencode/skills/shokunin-update in your project.
Going by SKILL.md and its folder, Shokunin Update needs the command-line tools its instructions call (python). Our summary lists: Python 3. Compatibility (from SKILL.md): opencode.
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.
Shokunin Update is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7k 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 Shokunin Update: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), MemPalace Memory (MemPalace/mempalace, 60k stars) and Blockify Integration (iternal-technologies-partners/blockify-agentic-data-optimization, 315 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
EliasOulkadi (a GitHub user) maintains it in EliasOulkadi/shokunin, which has 114 GitHub stars. The repository holds 49 skills in this directory. The repository was last updated on October 5, 2026.
Source: EliasOulkadi/shokunin on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.