PicoClaw Agent
sipeed/picoclaw
Answers questions about running and changing PicoClaw, from onboarding and model selection to MCP server setup, skill loading and scheduled jobs.
A skill your agent uses when starting, scaffolding, or organizing a FrontMCP project.
$ npx skills add agentfront/frontmcp --skill frontmcp-setup -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install agentfront/frontmcp frontmcp-setup --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/agentfront/frontmcp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/libs/skills/catalog/frontmcp-setup .claude/skills/frontmcp-setup && 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 "frontmcp-setup" agent skill from https://github.com/agentfront/frontmcp/tree/main/libs/skills/catalog/frontmcp-setup into .claude/skills/frontmcp-setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "frontmcp-setup", 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/agentfront/frontmcp/tree/main/libs/skills/catalog/frontmcp-setupType 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 agentfront/frontmcp --skill frontmcp-setup -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install agentfront/frontmcp frontmcp-setup --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentfront/frontmcp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/libs/skills/catalog/frontmcp-setup .agents/skills/frontmcp-setup && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "frontmcp-setup" agent skill from https://github.com/agentfront/frontmcp/tree/main/libs/skills/catalog/frontmcp-setup into .agents/skills/frontmcp-setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "frontmcp-setup", 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 agentfront/frontmcp --skill frontmcp-setup -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install agentfront/frontmcp frontmcp-setup --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentfront/frontmcp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/libs/skills/catalog/frontmcp-setup .cursor/skills/frontmcp-setup && 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 "frontmcp-setup" agent skill from https://github.com/agentfront/frontmcp/tree/main/libs/skills/catalog/frontmcp-setup into .cursor/skills/frontmcp-setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "frontmcp-setup", 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/agentfront/frontmcp.git --path libs/skills/catalog/frontmcp-setup--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 agentfront/frontmcp --skill frontmcp-setup -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install agentfront/frontmcp frontmcp-setup --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentfront/frontmcp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/libs/skills/catalog/frontmcp-setup .gemini/skills/frontmcp-setup && 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 "frontmcp-setup" agent skill from https://github.com/agentfront/frontmcp/tree/main/libs/skills/catalog/frontmcp-setup into .gemini/skills/frontmcp-setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "frontmcp-setup", 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 agentfront/frontmcp frontmcp-setupInstalls 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 agentfront/frontmcp --skill frontmcp-setup -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/agentfront/frontmcp.git skills-src && mkdir -p .github/skills && cp -r skills-src/libs/skills/catalog/frontmcp-setup .github/skills/frontmcp-setup && 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 "frontmcp-setup" agent skill from https://github.com/agentfront/frontmcp/tree/main/libs/skills/catalog/frontmcp-setup into .github/skills/frontmcp-setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "frontmcp-setup", 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 agentfront/frontmcp --skill frontmcp-setup -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install agentfront/frontmcp frontmcp-setup --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentfront/frontmcp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/libs/skills/catalog/frontmcp-setup .opencode/skills/frontmcp-setup && 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 "frontmcp-setup" agent skill from https://github.com/agentfront/frontmcp/tree/main/libs/skills/catalog/frontmcp-setup into .opencode/skills/frontmcp-setup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "frontmcp-setup", 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.
frontmcp-setupA skill your agent uses when starting, scaffolding, or organizing a FrontMCP project.
Frontmcp Setup is an agent skill from agentfront/frontmcp. Use when starting, scaffolding, or organizing a FrontMCP project. Covers creating a new project (CLI scaffold or manual) for Node, Vercel, and other targets; standalone versus Nx-monorepo layout, naming conventions, generators, and dependency rules; composing multiple @App classes, ESM packages, and remote MCP servers into one server; provisioning session and storage backends (Redis, Vercel KV, SQLite with WAL and optional encryption); generating deployment-target-aware README files; and searching, installing…
Its SKILL.md is about 5.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 45 other files, including reference files (for example `examples/frontmcp-skills-usage/bundle-presets-scaffolding.md`, `examples/frontmcp-skills-usage/install-and-search-skills.md` and `examples/multi-app-composition/local-apps-with-shared-tools.md`).
It sits in Databases, covering Project scaffolding, Skill management and MCP servers. It works with Nx, Model Context Protocol, Redis and SQLite. The repository describes itself as: TypeScript-first framework for the Model Context Protocol (MCP). You write clean, typed code; FrontMCP handles the protocol, transport, DI, session/auth, and execution flow. The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 8f59ba8. 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:
nxnpmdockerFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.agentfront.devFrom 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.
Frontmcp Setup loads about 5.8k tokens when it runs, and up to ~52k if it reads all its reference files. Until then it costs about 200 tokens; SKILL.md has 1,436 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 agentfront/frontmcp at commit 8f59ba8, republished under its Apache-2.0 licence (© agentfront). 1,436 words, ~5,827 tokens.
.claude/skills/frontmcp-setup/SKILL.md (or your agent's skills folder). This skill also uses 39 other files; get the full folder from GitHub.Entry point for project setup and scaffolding. This skill helps you find the right setup guide based on your project needs — from initial scaffolding to storage backends, project structure, and multi-app composition.
frontmcp-development)frontmcp-config)frontmcp-deployment)Decision: Use this skill when you need to CREATE or ORGANIZE a project. Use other routers when you need to build, configure, deploy, or test.
frontmcp CLI available globally (npm install -g frontmcp)frontmcp create (standalone) or frontmcp create --nx (monorepo)| Scenario | Reference | Description |
|---|---|---|
Scaffold a new project with frontmcp create | references/setup-project.md | CLI scaffolder (flags: --target, --redis, --skills <bundle>, --cicd, --nx, --pm) |
| Organize a standalone (non-Nx) project | references/project-structure-standalone.md | File layout, naming conventions (<name>.<type>.ts), folder hierarchy |
| Organize an Nx monorepo | references/project-structure-nx.md | apps/, libs/, servers/ layout, generators, dependency rules |
| Set up Redis for production storage | references/setup-redis.md | Docker Redis, Vercel KV, pub/sub for distributed subscriptions (single-server uses in-memory) |
| Set up SQLite for local development | references/setup-sqlite.md | WAL mode, migration helpers, encryption |
| Compose multiple apps into one server | references/multi-app-composition.md | @FrontMcp with multiple @App classes, cross-app providers |
| Use Nx build, test, and CI commands | references/nx-workflow.md | nx build, nx test, nx run-many, caching, affected commands |
| Browse, install, and manage skills | references/frontmcp-skills-usage.md | CLI commands (search, list, install, read, export, publish), bundles, categories, bulk install |
| Generate or update project README.md | references/readme-guide.md | Deployment-target-aware README for npm, CLI, Docker, serverless |
references/setup-project.md — Start here for any new projectreferences/project-structure-standalone.md or references/project-structure-nx.md — Choose your layoutreferences/setup-redis.md or references/setup-sqlite.md — Add storage if neededreferences/multi-app-composition.md — Scale to multiple apps (when needed)references/nx-workflow.md — Nx-specific build and CI commands (if using Nx)references/frontmcp-skills-usage.md — Learn the skills systemreferences/readme-guide.md — Generate README for your deployment target| Pattern | Rule |
|---|---|
| Project type | Standalone for single-app projects; Nx for multi-app or team projects |
| File naming | <name>.<type>.ts (e.g., fetch-weather.tool.ts) everywhere |
| Test naming | .spec.ts extension (not .test.ts) |
| Entry point | main.ts must export default the @FrontMcp class |
| Storage choice | Redis for production/serverless; SQLite for local dev/CLI; memory for tests only |
| App boundaries | Each @App is a self-contained module; shared logic goes in providers |
| Pattern | Correct | Incorrect | Why |
|---|---|---|---|
| Project scaffolding | frontmcp create or frontmcp create --nx | Manual setup from scratch | CLI sets up correct structure, dependencies, and config files |
| Entry point | export default class MyServer in main.ts | Named export or no default export | FrontMCP loads the default export at startup |
| Storage in production | Redis or platform-native (Vercel KV, DynamoDB) | Memory store or SQLite | Memory is lost on restart; SQLite doesn't work on serverless |
| Multi-app composition | Separate @App classes composed in @FrontMcp | One giant @App with all components | Separate apps enable independent testing and modular architecture |
| File organization | Feature folders for 10+ components | Flat tools/ directory with dozens of files | Feature folders make domain boundaries visible |
main.ts exists with export default of @FrontMcp class@App class registered in the server<name>.<type>.ts naming convention.spec.ts extensionfrontmcp dev starts successfully with file watchingfrontmcp build --target <target> completes without errorsfrontmcp test or nx test| Problem | Cause | Solution |
|---|---|---|
frontmcp create fails | Missing Node.js 24+ or npm/yarn | Install Node.js 24+ and ensure npm/yarn is available |
| Server fails to start | main.ts missing default export | Add export default MyServerClass to main.ts |
| Redis connection refused | Redis not running or wrong URL | Start Redis (docker compose up redis) or fix REDIS_URL env var |
| Nx generator not found | @frontmcp/nx not installed | Run npm install -D @frontmcp/nx |
| Skills not loading | Skills placed in wrong directory | Catalog skills go in top-level skills/, app skills in src/skills/ |
Build or start fails under Yarn 4 with peer-dependency or TS2688 errors | Yarn defaults to Plug'n'Play, which enforces peer dependencies strictly | frontmcp create --pm yarn scaffolds .yarnrc.yml with nodeLinker: node-modules; add that file and reinstall for projects scaffolded by an older CLI |
Each reference has matching examples under examples/<reference>/:
frontmcp-skills-usage| Example | Level | Description |
|---|---|---|
bundle-presets-scaffolding | Intermediate | Use --skills flag during project creation to install a skill bundle preset. |
install-and-search-skills | Basic | Install skills statically for Claude Code and use dynamic CLI search for on-demand discovery. |
multi-app-composition| Example | Level | Description |
|---|---|---|
local-apps-with-shared-tools | Basic | Compose multiple local @App classes into a server with shared tools available to all apps. |
per-app-auth-and-isolation | Advanced | Configure mixed authentication modes and scope isolation for different apps in a single server. |
remote-and-esm-apps | Intermediate | Compose local, ESM (npm package), and remote (external MCP server) apps into a single gateway. |
nx-workflow| Example | Level | Description |
|---|---|---|
build-test-affected | Intermediate | Use Nx commands for efficient building, testing, and CI with affected-only execution. |
multi-server-deployment | Advanced | Generate multiple servers in an Nx workspace, each composing different apps for different deployment targets. |
scaffold-and-generate | Basic | Initialize an Nx workspace and use generators to scaffold an app with tools, resources, and a server. |
project-structure-nx| Example | Level | Description |
|---|---|---|
nx-generator-scaffolding | Basic | Use @frontmcp/nx generators to scaffold tools, resources, and providers within an app, with automatic barrel export updates. |
nx-workspace-with-apps | Basic | Scaffold an Nx monorepo with two apps and a server that composes them into a single gateway. |
shared-library-usage | Intermediate | Create a shared library in an Nx monorepo and use it from multiple apps to avoid cross-app imports. |
project-structure-standalone| Example | Level | Description |
|---|---|---|
dev-workflow-commands | Basic | Run the standard development workflow for a standalone FrontMCP project: dev server, build, and tests. |
feature-folder-organization | Intermediate | Organize a growing standalone project into domain-specific feature folders instead of flat type-based directories. |
minimal-standalone-layout | Basic | Set up the canonical file structure for a standalone FrontMCP project with one app, one tool, and the required entry point. |
readme-guide| Example | Level | Description |
|---|---|---|
node-server-readme | Basic | Generate a README for a FrontMCP server deployed as a Docker/Node.js service with tools and resources. |
vercel-deployment-readme | Intermediate | Generate a README for a FrontMCP server deployed to Vercel with Vercel KV storage. |
setup-project| Example | Level | Description |
|---|---|---|
basic-node-server | Basic | Scaffold a minimal FrontMCP server with one app and one tool, running on Node.js with HTTP transport. |
cli-scaffold-with-flags | Basic | Use the frontmcp create CLI to scaffold a complete project non-interactively with explicit flags for deployment target, Redis, and package manager. |
vercel-serverless-server | Intermediate | Configure a FrontMCP server for Vercel deployment with Vercel KV storage and modern transport protocol. |
setup-redis| Example | Level | Description |
|---|---|---|
docker-redis-local-dev | Basic | Provision Redis with Docker Compose and connect a FrontMCP server for local session storage. |
hybrid-vercel-kv-with-pubsub | Advanced | Use Vercel KV for session storage and a separate Redis instance for pub/sub resource subscriptions in distributed multi-instance deployments. |
vercel-kv-serverless | Intermediate | Configure a FrontMCP server with Vercel KV as the session store for serverless deployment. |
setup-sqlite| Example | Level | Description |
|---|---|---|
basic-sqlite-setup | Basic | Configure a FrontMCP server with SQLite for local session storage with WAL mode enabled. |
encrypted-sqlite-storage | Intermediate | Enable AES-256-GCM at-rest encryption for sensitive session data stored in SQLite. |
unix-socket-daemon | Advanced | Configure a FrontMCP daemon that listens on a unix socket and uses SQLite for persistent storage. |
Skills are distributed as plain SKILL.md files plus a sibling references/
and examples/ tree, so consumers can pick whichever access mode fits:
| Mode | How it works |
|---|---|
| Filesystem | Read libs/skills/catalog/frontmcp-setup/ directly from a clone of the catalog repo, or from a published @frontmcp/skills install. SKILL.md is the entry point. |
frontmcp CLI | frontmcp skills list, frontmcp skills read frontmcp-setup, frontmcp skills read frontmcp-setup:references/<file>.md, frontmcp skills install frontmcp-setup — no server required. |
MCP skill:// | When a developer mounts this skill into their own FrontMCP server (@FrontMcp({ skills: [...] })), the SDK exposes it via SEP-2640 resources: skill://frontmcp-setup/SKILL.md, skill://frontmcp-setup/references/{file}.md, etc. The server’s skill://index.json returns the SEP-2640 discovery document for everything mounted on it. |
The catalog itself is not an MCP server. The skill:// URIs only resolve
when a server has been configured to host this skill.
frontmcp-development, frontmcp-deployment, frontmcp-testing, frontmcp-config, frontmcp-guides© agentfront, Apache-2.0. 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 39 other files (references) in libs/skills/catalog/frontmcp-setup of agentfront/frontmcp.
Open the folder on GitHubat commit 8f59ba8
Frontmcp Setup 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 |
|---|---|---|---|---|---|---|
| Frontmcp Setup this skillagentfront/frontmcp | 146 | — | ~5.8k | Automated safety check: Pass | Apache-2.0 | |
| PicoClaw Agentsipeed/picoclaw | 30k | — | ~7.2k | Automated safety check: Notes | MIT | |
| Chatgpt AppsHaohao-end/openagent | 807 | 1 repos | ~4.9k | Automated safety check: Pass | Apache-2.0 | |
| Misakanet Failure MemoryIkalus1988/MisakaNet | 524 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| MCP Scaffoldtimothywarner-org/claude-code | 224 | — | ~940 | Automated safety check: Pass | MIT | |
| Memorywhalewuisabel-gif/MemWhale | 151 | — | ~765 | Automated safety check: Pass | MIT |
sipeed/picoclaw
Answers questions about running and changing PicoClaw, from onboarding and model selection to MCP server setup, skill loading and scheduled jobs.
Haohao-end/openagent
Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI.
Ikalus1988/MisakaNet
Search and record failure-recovery lessons from real engineering sessions; submit and verify debugging lessons across the MisakaNet network.
timothywarner-org/claude-code
Scaffold production-ready Python MCP servers using FastMCP. An agent skill from timothywarner-org/claude-code.
wuisabel-gif/MemWhale
Query and write durable debugging memory recorded by MemoryWhale.
wuisabel-gif/MemWhale
Use MemoryWhale debugging evidence when the user requests recall or a recurring failure may have relevant recorded history.
agentfront/frontmcp
A skill your agent uses when customizing, branding, or replacing the built-in FrontMCP OAuth pages (the login, consent, federated-select, incremental-authorization, and error pages) with your own…
agentfront/frontmcp
A skill your agent uses when pushing real-time notifications or events into Claude Code (or another MCP client) sessions, or building two-way chat bridges.
agentfront/frontmcp
A skill your agent uses when extending FrontMCP beyond the core SDK by integrating external npm packages, libraries, or third-party services into providers and tools.
agentfront/frontmcp
A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.
agentfront/frontmcp
A skill your agent uses when implementing authorization and access control for FrontMCP tools, resources, prompts, or skills, deciding who may invoke what.
agentfront/frontmcp
A skill your agent uses when configuring a FrontMCP server through frontmcp.config or the @FrontMcp options.
Categories
A skill your agent uses when starting, scaffolding, or organizing a FrontMCP project. Frontmcp Setup is an agent skill from agentfront/frontmcp. Use when starting, scaffolding, or organizing a FrontMCP project.
Frontmcp Setup fits situations like: organizing a FrontMCP project; tasks that involve Project scaffolding; tasks that involve Skill management.
Run `npx skills add agentfront/frontmcp --skill frontmcp-setup -a claude-code`. Or copy the skill folder (libs/skills/catalog/frontmcp-setup in agentfront/frontmcp) into .claude/skills/frontmcp-setup in your project. Claude Code loads it when a task matches its description.
Run `npx skills add agentfront/frontmcp --skill frontmcp-setup -a codex`. Or copy the skill folder (libs/skills/catalog/frontmcp-setup in agentfront/frontmcp) into .agents/skills/frontmcp-setup 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 agentfront/frontmcp --skill frontmcp-setup -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/frontmcp-setup, .gemini/skills/frontmcp-setup, .github/skills/frontmcp-setup and .opencode/skills/frontmcp-setup in your project.
Going by SKILL.md and its folder, Frontmcp Setup needs the command-line tools its instructions call (nx, npm and docker). Our summary lists: Node.js; Docker.
SKILL.md names 1 domain. As links in the text: docs.agentfront.dev. 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.
Frontmcp Setup is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 5.8k tokens (SKILL.md is roughly 23k 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 46k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Frontmcp Setup: PicoClaw Agent (sipeed/picoclaw, 30k stars), Chatgpt Apps (Haohao-end/openagent, 807 stars), Misakanet Failure Memory (Ikalus1988/MisakaNet, 524 stars) and MCP Scaffold (timothywarner-org/claude-code, 224 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
agentfront (a GitHub organization) maintains it in agentfront/frontmcp, which has 146 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 7, 2026.
Source: agentfront/frontmcp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.