Skills Anywhere
Découvrez et chargez les compétences d’agent locales existantes via MCP. Préservez les origines, résolvez les collisions de noms et vérifiez les fichiers SKILL.md explicites dans l’intégration continue.
Documentation
dsh-skills-anywhere
Your skills, anywhere. Install an Agent Skill once, use it in every agent: a live skill provider for DeepSeek Harness (dsh) and an MCP server for Claude Code, Cursor, Codex and friends.
English | 中文
Try the interactive Hugging Face playground — explore an example workspace, resolve name clashes, and search beyond the catalog budget. No installation or model API needed. How it works.
Inspect a skill and return to the same row with the keyboard. Clear search while keeping catalog choices, or share a view that restores those choices explicitly.
Bring your own SKILL.md. Compare the provider's strict and lenient parsing
locally: inspect repairs, invocation settings and a downloadable check report.
Your file stays in the browser. The same checks are available in the
command line and CI, with file hashes and actionable exit codes.
Each report also lists the external sources the instructions reference and whether they are pinned, plus the tools the author declared. That is an enumeration, not a security audit, a verdict on intent or a guarantee of compatibility with every client.
Listed in community directories: Awesome DeepSeek Harness · Awesome Gemini CLI. Publication record.
Agent Skills are portable by design: a folder with a SKILL.md. Every agent still looks only in its own folder, so a skill you install for Claude Code is invisible to Codex, Cursor and DeepSeek Harness, and the ones you wrote for them are invisible back. dsh-skills-anywhere reads all of those folders where they live and serves them everywhere: as a live skill provider inside dsh, and as an MCP server for Claude Code, Cursor, Codex and any other MCP client.

Inside dsh, it registers one extra provider on the built-in ctx.skills registry, so the model's normal skill tool and /name invocation simply see more skills:
- Every other agent's skill directories. 60+ agents out of the box: Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, Windsurf, Kiro, Goose, OpenCode, Roo, Cline, Qwen Code, Trae and more. Project-level and user-level.
- Claude Code plugin marketplaces. The skills nested inside
~/.claude/plugins/marketplaces/*/plugins/*/skills/*, including the official Anthropic marketplace. - Any git repository full of skills. Point at
anthropics/skills, a sub-directory, a branch, a tag, or a commit. It is shallow-cloned into a local cache, refreshed in the background, and pinned in a lock file. - Zero copies, zero symlinks. Files are read where they live and re-read on every load. Edit a skill in Cursor and dsh sees the change. Nothing to import, nothing to keep in sync.
Hundreds of skills would bloat every model request, so the provider keeps a catalog budget: at most 50 skills enter the model's session catalog by default, and the rest stay one find_skills call away through two small tools the plugin adds, with /name invocation untouched.
The same pool is available outside dsh too: dsh-skills-anywhere mcp serves it to any MCP client (Claude Code, Cursor, Codex, Windsurf…) as find_skills / open_skill tools and skill:// resources, so one install of a skill reaches every agent you use.
It also deduplicates symlinked and byte-identical installs (the skills CLI links one canonical copy into several agents), repairs common frontmatter drift instead of silently dropping a skill, and renames colliding names (discord/configure vs telegram/configure) so every skill stays reachable. A small CLI shows you exactly what dsh will see and why.
New in 0.10.0: research you can inspect
Explore all 27 real GPU skill trials and the research pilots. Robot Reel's captured-scene editor and official LIBERO-Plus replay connect real source records with portable skill delivery and independent grading. Every failed attempt stays visible; no skill efficacy, full-benchmark or real-hardware result is implied.
Try a real Physical AI workflow
Load a Microduck frame-review skill through MCP, then have your agent verify its recorded joint facts with Robot Reel before writing a review. Interactive skill example (select 04 Review robot evidence) · Local walkthrough · Reusable skill. The browser shows the instructions; your agent's own execution tool runs the read-only verifier. No new simulation or GPU is needed.
Review once, load the same file
MCP open_skill now returns the original file's SHA-256. Supply
expected_sha256 from check --json or an earlier open to reject a changed
SKILL.md before its instructions are returned. Fresh author opt-outs apply
immediately, even while discovery is cached. Exact-file workflow.
MCP 2026-07-28 support: the local stdio command now negotiates with both legacy and current-protocol clients. Four SDK configurations and the installed npm archive are checked over real subprocess connections. Compatibility matrix and embedding migration.
v0.9: review the whole skill directory. Generate a file manifest with
bundle /path/to/skill --json, compare added/removed/changed resources, and
require expected_bundle_sha256 when opening through MCP. The
interactive bundle comparison
shows a script change behind unchanged instructions and compares your own
manifests locally. Directory review and limits.
Quick start
# 1. Install into the dsh profile you use (web is the default UI profile)
dsh plugin --profile web add dsh-skills-anywhere
# 2. See what the model will get, without booting dsh
npx dsh-skills-anywhere list
# 3. Add a whole repository of skills
npx dsh-skills-anywhere add anthropics/skills
Published on npm with build provenance; every GitHub release also carries the same tarball.
Start dsh as usual. The skill catalog now includes everything above; load a skill with the skill tool or /skill-name exactly as before.
On a machine with only Claude Code installed, list already finds the 31 skills inside the official plugin marketplace, none of which dsh sees on its own:
$ npx dsh-skills-anywhere list
NAME FROM PATH
discord-access claude plugin discord @ claude-plugins-official ~/.claude/plugins/marketplaces/.../discord/skills/access/SKILL.md
frontend-design claude plugin frontend-design @ claude-plugins-official ~/.claude/plugins/marketplaces/.../frontend-design/skills/frontend-design/SKILL.md
skill-creator claude plugin skill-creator @ claude-plugins-official ~/.claude/plugins/marketplaces/.../skill-creator/skills/skill-creator/SKILL.md
...
31 skills, 6 renamed — run `dsh-skills-anywhere doctor` for details
Install from a git checkout or a release tarball instead of npm
Every GitHub release carries a prebuilt tarball, and both dsh plugin add and npx accept its URL directly (https://github.com/noteflowai/dsh-skills-anywhere/releases/download/v0.11.0/dsh-skills-anywhere-0.11.0.tgz). If you want an unreleased commit:
dsh plugin --profile web add github:noteflowai/dsh-skills-anywhere
A git install ships sources, so pnpm has to run this package's prepare build. pnpm 10+ refuses until you allow it: the first add fails and prints the exact key to allow. Copy that key (it includes the commit) into the profile's pnpm-workspace.yaml and run the add again.
# $DSH_HOME/profiles/web/pnpm-workspace.yaml
allowBuilds:
'dsh-skills-anywhere@https://codeload.github.com/noteflowai/dsh-skills-anywhere/tar.gz/<sha>': true
Pin a commit (github:noteflowai/dsh-skills-anywhere#<sha>) if you want the install to be reproducible.
Requirements
- DeepSeek Harness
0.1.5-rc.1or newer (the suite runs against0.1.5-rc.1and0.1.5-rc.2), any profile that mounts@deepseek-ai/dsh-skill(the shippedweb,acp,headlessandsdkprofiles all do) - Node.js 22.19+ or 24+
gitonPATHfor git sources (everything else works without it)
What gets discovered
| Where | Example | dsh source label | Default rank |
|---|---|---|---|
| Another agent's project skills | <project>/.claude/skills/* | anywhere-project | 250 |
| Another agent's user skills | ~/.codex/skills/*, ~/.cursor/skills/* | anywhere-user | 550 |
| Claude Code plugin marketplaces and the installed-plugin cache | ~/.claude/plugins/marketplaces/*/plugins/*/skills/* | anywhere-claude-plugins | 580 |
| Git sources | anthropics/skills, vercel-labs/agent-skills/skills | anywhere-source | 700 |
Lower rank wins a duplicate name inside the dsh registry. The built-in dsh roots keep their ranks (.dsh/skills 100, .agents/skills 200, ~/.dsh/skills 400, ~/.agents/skills 500), so a skill you wrote for dsh always beats the same name found elsewhere. .agents/skills and .dsh/skills are deliberately not re-scanned here.
Run npx dsh-skills-anywhere agents for the full agent table and which directories exist on your machine.
Skill format
Any directory with a SKILL.md following the Agent Skills specification, plus dsh's flat <name>.md form. name, description, license, compatibility, allowed-tools, metadata, and dsh's disable-model-invocation / user-invocable are all understood. Unknown frontmatter (Claude Code's argument-hint, context, ...) is preserved under metadata.frontmatter. scripts/, references/ and assets/ are exposed through the skill's resource directory like any dsh skill.
In the default lenient mode a missing name falls back to the directory, an invalid name is normalised to kebab-case, and a missing description is derived from the first paragraph. Each repair is recorded and shown by doctor. Set lenient: false to match the strict behaviour of the built-in provider.
Git sources
npx dsh-skills-anywhere add anthropics/skills # default branch
npx dsh-skills-anywhere add anthropics/skills@v1.0.0 # tag or branch
npx dsh-skills-anywhere add vercel-labs/agent-skills/skills # sub-directory
npx dsh-skills-anywhere add https://github.com/o/r/tree/main/dir # GitHub tree URL
npx dsh-skills-anywhere add git@gitlab.com:group/skills.git # any git URL
npx dsh-skills-anywhere add ./local/skills-repo --project # local repo, project-scoped
npx dsh-skills-anywhere add o/r --ref 3f2a9c1 --rank 300 # pin a commit, set precedence
Sources come from three places, merged in this order: the plugin config.sources, the user file ~/.dsh/skills-anywhere/sources.json, and the project file <project>/.dsh/skills-anywhere.json (commit it to share skills with your team). The CLI edits the last two.
Each repository is shallow-cloned once into ~/.dsh/skills-anywhere/cache/<host>/<owner>/<repo> (<repo>@<ref> when a branch, tag or commit is set, so several refs of one repository never share a checkout) and refreshed when dsh starts, every syncIntervalMs (6 hours by default), and whenever a sources file changes. The resolved commit of every source is written to ~/.dsh/skills-anywhere/lock.json. Discovery only ever reads the cache, so a failed refresh means yesterday's skills, never an empty catalog. The catalog is invalidated as soon as a refresh brings changes; dsh never waits on the network.
Catalog budget and the find_skills / open_skill tools
dsh publishes every model-invocable skill's name and description into the session, on every request. With marketplaces and a few git sources that is hundreds of lines of context. The provider therefore ranks its skills and marks only the first catalog.limit (default 50) as model-invocable; the remainder is published with model invocation off, which keeps it out of the catalog but still loadable by you with /name.
Two tools, registered by the dsh-skills-anywhere/tools row, make the hidden part reachable for the model:
find_skills(query, limit?)searches every skill by keyword (name, description,whenToUse, origin), catalog or not, and says which matches are listed.open_skill(name)loads any skill by exact name, including ones the budget hid. Skills whose own frontmatter saysdisable-model-invocation: trueare still refused, exactly as the built-inskilltool does.
- id: skills-anywhere
config:
catalog:
limit: 30 # 0 = unlimited (old behaviour)
pin: [frontend-design] # always listed
hide: [example-skill] # never listed, still searchable and /name-invocable
- id: skills-anywhere-tools
config:
findLimit: 10
Author-disabled skills never count against the budget. Which skills stay listed follows the precedence order below, so project-level skills win over user-level, which win over marketplaces and git sources. The tools row needs the tool runtime (ctx.tools); in a profile without one it stays pending and the provider works alone.
CLI
Check before committing. Run npx -y dsh-skills-anywhere@0.6.0 check skills/example/SKILL.md --fail-on-repair. The same parser used in the playground
now has batch file checks, JSON reports with file hashes, and CI exit codes.
Checks read only the named files. Commands, CI example and scope.
dsh-skills-anywhere list [--all] [--json] Skills the provider publishes (--all shows hidden duplicates)
dsh-skills-anywhere agents [--json] Supported agents and which directories exist here
dsh-skills-anywhere sources [--json] Configured git sources and their synced commits
dsh-skills-anywhere add <source> [--ref] [--path] [--rank] [--project]
dsh-skills-anywhere remove <source> [--project]
dsh-skills-anywhere sync [--force] [--json] Clone or refresh every source now
dsh-skills-anywhere doctor [--json] Repaired, skipped, renamed and duplicate skills, with reasons
dsh-skills-anywhere check <files...> [--json] Explicit local files; strict parser gate by default
dsh-skills-anywhere mcp Serve the same skills to any MCP client over stdio
All commands accept --cwd <dir>. For check, it resolves the named files; other
commands use it to pick the project. check --lenient accepts provider repairs;
--fail-on-repair rejects any reported repair in the selected mode.
The CLI uses the same parsing code as the plugin and never needs dsh running.
Use as an MCP server
Skills are not a dsh-only idea, and neither is this provider. dsh-skills-anywhere mcp starts a Model Context Protocol server over stdio that exposes the identical pool (agent directories, Claude Code marketplaces, git sources, same dedupe and rename rules) to any MCP client:
| Tool | What it does |
|---|---|
list_skills | Browse every model-invocable skill with its description and origin (limit, offset) |
find_skills | Keyword search across names, descriptions and origins |
open_skill | Load one skill's instructions plus the directory its scripts and references live in |
Skills are also exposed as skill://<name> resources (with completion), for clients that let you @-mention resources. Skills whose frontmatter sets disable-model-invocation: true are never listed or opened. The server needs no dsh installation at all.
Claude Code (as a plugin; this repo doubles as a plugin marketplace)
claude plugin marketplace add noteflowai/dsh-skills-anywhere
claude plugin install dsh-skills-anywhere@noteflowai
Or register the bare server instead: claude mcp add skills-anywhere -- npx -y dsh-skills-anywhere mcp. Either way, restart Claude Code once so it connects.
Cursor (.cursor/mcp.json or ~/.cursor/mcp.json)
{ "mcpServers": { "skills-anywhere": { "command": "npx", "args": ["-y", "dsh-skills-anywhere", "mcp"] } } }
Codex (~/.codex/config.toml)
[mcp_servers.skills-anywhere]
command = "npx"
args = ["-y", "dsh-skills-anywhere", "mcp"]
The server is also listed in the official MCP registry as io.github.noteflowai/dsh-skills-anywhere, so registry-aware clients can install it by name. The repository is also an Agent Plugin (plugin.json + mcp.json at the root), so Cursor and other open-plugin clients can install it from the repository URL. Add --cwd <dir> when the client does not start the server inside the project you are working on. Git sources sync in the background on start, exactly as in dsh. Programmatic use: import { createSkillsAnywhereServer } from 'dsh-skills-anywhere/mcp' returns the McpServer and the provider so you can attach your own transport.
Browse and toggle skills in the dsh web UI
In dsh web, open Settings → Plugins → Plugin configuration. The Skills Anywhere card lists every skill the provider found, grouped by where it lives (agent directories, Claude Code plugins, git sources), with its catalog state — listed for the model, not listed (kept out by the budget or by you) or author disabled — and the name it was renamed to when it collided. Each row offers Pin (always listed), Hide (out of the model catalog, still /name- and find_skills-reachable) and Exclude (dropped from the provider); the catalog budget is editable in place, and a filter box searches names, descriptions and origins.

Edits are written to the profile's dsh settings document as the skills-anywhere namespace, layered over catalog and excludeSkills from cordis.patch.yml, and the model catalog follows immediately: no restart, no file editing. The card only appears in profiles that mount dsh's settings service and web server (the shipped web profile does); everywhere else the provider behaves exactly as composed.
Configuration
Override the row in your profile's cordis.patch.yml. A patch replaces the whole config block, so restate every key you care about:
- id: skills-anywhere
config:
agents: true
excludeAgents: [openclaw]
claudePlugins: true
sources:
- anthropics/skills
- { repo: vercel-labs/agent-skills, path: skills, ref: main, rank: 650 }
excludeSkills: [example-skill]
| Field | Default | Meaning |
|---|---|---|
providerName | skills-anywhere | Provider name on ctx.skills |
agents | true | Scan other agents' skill directories |
excludeAgents | [] | Agent ids to skip (see agents command) |
extraProjectDirs | [] | Additional project-relative skill directories |
extraUserDirs | [] | Additional absolute or ~/ skill directories |
claudePlugins | true | Scan Claude Code plugin marketplaces and cache |
sources | [] | Git sources: strings or { repo, ref?, path?, rank? } |
sourcesFiles | true | Also read the user and project sources.json files |
cacheDir | ~/.dsh/skills-anywhere/cache | Where sources are checked out |
sync | true | Clone and refresh git sources at all |
syncOnStart | true | Refresh when the plugin starts and on first use of a project |
syncIntervalMs | 21600000 | Background refresh interval; 0 disables |
syncTimeoutMs | 120000 | Per-git-command timeout |
maxDepth | 5 | Directory depth walked inside sources and marketplaces |
dedupe | true | Collapse symlinked and byte-identical duplicates |
lenient | true | Repair recoverable frontmatter instead of skipping |
watch | true | Watch local roots and refresh the catalog on change |
excludeSkills | [] | Skill names to hide (raw frontmatter name or the published name shown by list); editable at runtime from the web card |
ranks | { project: 250, user: 550, claudePlugins: 580, sources: 700 } | Precedence per group |
catalog.limit | 50 | Skills from this provider listed in the model catalog; 0 = unlimited |
catalog.pin | [] | Names always listed |
catalog.hide | [] | Names never listed (still /name-invocable and searchable) |
dshHome, home | $DSH_HOME / ~ | Path roots, mainly for tests |
The dsh-skills-anywhere/tools row accepts findLimit (default 10), findMaxLimit (50), and find / open booleans to register only one tool.
How precedence and duplicates work
- Roots are scanned in rank order. Within one rank, the agent table order, then path.
- Entries pointing at the same file (symlinks) collapse to the first. Entries with the same name and byte-identical body collapse to the first. Both appear in
doctoras hidden duplicates. - Entries that still share a name but differ are all kept. If one of them is yours (an agent directory) it keeps the bare name and the others are prefixed with their plugin, repository, or agent (
telegram-configure). If every member comes from a marketplace or a git source, all of them are prefixed, so you getdiscord-accessandtelegram-accessrather than a meaningless bareaccess.doctorlists the renames. - The dsh registry then merges this provider's candidates with the built-in ones by rank.
Security notes
- The plugin reads skill files. It never writes to your agent directories.
- Git sources run
giton your machine at plugin start and on the refresh interval. Pin a commit for anything you do not fully trust, and reviewlock.json. - A skill is instructions the model will follow. Adding a source is a trust decision, exactly like installing a plugin.
- Skills are read with Node's filesystem API, not through dsh's sandboxed
ctx.fs; the built-in provider does the same for its bundled root.
Development
pnpm install
pnpm run check # typecheck + lint + tests + build
pnpm pack # tarball for `dsh plugin --profile <name> add ./dsh-skills-anywhere-*.tgz`
Tests run against the real @deepseek-ai/dsh-skill registry and real git repositories in temp directories.
Contributing
Issues and pull requests are welcome. Adding an agent is a one-line change in src/agents.ts. See CONTRIBUTING.md.
License
MIT © Note Flow AI

