MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Cisco RADKit — cloud-relayed remote device access, CLI execution, SNMP polling, device inventory discovery, attribute inspection.
$ npx skills add automateyournetwork/netclaw --skill radkit-remote-access -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install automateyournetwork/netclaw radkit-remote-access --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/automateyournetwork/netclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/workspace/skills/radkit-remote-access .claude/skills/radkit-remote-access && 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 "radkit-remote-access" agent skill from https://github.com/automateyournetwork/netclaw/tree/main/workspace/skills/radkit-remote-access into .claude/skills/radkit-remote-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radkit-remote-access", 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/automateyournetwork/netclaw/tree/main/workspace/skills/radkit-remote-accessType 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 automateyournetwork/netclaw --skill radkit-remote-access -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install automateyournetwork/netclaw radkit-remote-access --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/automateyournetwork/netclaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/workspace/skills/radkit-remote-access .agents/skills/radkit-remote-access && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "radkit-remote-access" agent skill from https://github.com/automateyournetwork/netclaw/tree/main/workspace/skills/radkit-remote-access into .agents/skills/radkit-remote-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radkit-remote-access", 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 automateyournetwork/netclaw --skill radkit-remote-access -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install automateyournetwork/netclaw radkit-remote-access --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/automateyournetwork/netclaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/workspace/skills/radkit-remote-access .cursor/skills/radkit-remote-access && 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 "radkit-remote-access" agent skill from https://github.com/automateyournetwork/netclaw/tree/main/workspace/skills/radkit-remote-access into .cursor/skills/radkit-remote-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radkit-remote-access", 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/automateyournetwork/netclaw.git --path workspace/skills/radkit-remote-access--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 automateyournetwork/netclaw --skill radkit-remote-access -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install automateyournetwork/netclaw radkit-remote-access --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/automateyournetwork/netclaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/workspace/skills/radkit-remote-access .gemini/skills/radkit-remote-access && 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 "radkit-remote-access" agent skill from https://github.com/automateyournetwork/netclaw/tree/main/workspace/skills/radkit-remote-access into .gemini/skills/radkit-remote-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radkit-remote-access", 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 automateyournetwork/netclaw radkit-remote-accessInstalls 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 automateyournetwork/netclaw --skill radkit-remote-access -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/automateyournetwork/netclaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/workspace/skills/radkit-remote-access .github/skills/radkit-remote-access && 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 "radkit-remote-access" agent skill from https://github.com/automateyournetwork/netclaw/tree/main/workspace/skills/radkit-remote-access into .github/skills/radkit-remote-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radkit-remote-access", 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 automateyournetwork/netclaw --skill radkit-remote-access -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install automateyournetwork/netclaw radkit-remote-access --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/automateyournetwork/netclaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/workspace/skills/radkit-remote-access .opencode/skills/radkit-remote-access && 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 "radkit-remote-access" agent skill from https://github.com/automateyournetwork/netclaw/tree/main/workspace/skills/radkit-remote-access into .opencode/skills/radkit-remote-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "radkit-remote-access", 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.
radkit-remote-accessCisco RADKit — cloud-relayed remote device access, CLI execution, SNMP polling, device inventory discovery, attribute inspection.
Radkit Remote Access is an agent skill from automateyournetwork/netclaw. Cisco RADKit — cloud-relayed remote device access, CLI execution, SNMP polling, device inventory discovery, attribute inspection. Use when accessing remote network devices through a cloud relay, running CLI on air-gapped devices, polling SNMP metrics remotely, or discovering device inventory via RADKit.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows. It works with Model Context Protocol. The repository describes itself as: An AI agent that claws through your network. 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 95bb17e. 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:
bashFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comFrom 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.
Radkit Remote Access loads about 2.4k tokens when it runs. Until then it costs about 81 tokens; SKILL.md has 1,044 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 automateyournetwork/netclaw at commit 95bb17e, republished under its Apache-2.0 licence (© automateyournetwork). 1,044 words, ~2,364 tokens.
.claude/skills/radkit-remote-access/SKILL.md (or your agent's skills folder).RADKIT_IDENTITY, RADKIT_DEFAULT_SERVICE_SERIAL, active RADKit service instanceRADKit provides a cloud-relayed path to on-premises devices:
NetClaw Agent --> RADKit Cloud --> RADKit Service (on-prem) --> Device (CLI/SNMP)This is ideal for:
| Tool | Parameters | What It Does |
|---|---|---|
get_device_inventory_names | none | List all onboarded device names from the RADKit service |
get_device_attributes | target_device | Retrieve device details in JSON: host, type, configs, SNMP/NETCONF status, capabilities |
exec_cli_commands_in_device | target_device, commands, timeout?, max_lines? | Execute CLI commands on a device with timeout and line-limit controls |
snmp_get | target_device, oid(s), timeout? | Perform SNMP GET operations without CLI execution |
exec_command | target_device, commands | Structured command execution — returns dict/list with status and truncation info |
Discovers all devices onboarded to the RADKit service. Call this first to know what devices are available.
Returns a set of device names, e.g.: {"edge-rtr-01", "core-sw-01", "dc-fw-01"}
Retrieves detailed JSON attributes for a specific device:
Safe for parallel execution across multiple devices.
Executes CLI commands on a device through the RADKit relay:
Use this for standard show commands, debug captures, and configuration inspection.
Performs SNMP GET without executing CLI:
Common OIDs:
| OID | Metric |
|---|---|
1.3.6.1.2.1.1.1.0 | System Description |
1.3.6.1.2.1.1.3.0 | System Uptime |
1.3.6.1.2.1.1.5.0 | System Name |
1.3.6.1.2.1.2.2.1.2 | Interface Description |
1.3.6.1.2.1.2.2.1.8 | Interface Operational Status |
Structured command execution that returns a dictionary or list:
When first connecting via RADKit:
get_device_inventory_names — what devices are available?get_device_attributes for each device — type, platform, capabilitiessnmp_get with sysUpTime (1.3.6.1.2.1.1.3.0) for each deviceWhen investigating an issue on a remote device:
get_device_inventory_names — find the target device nameget_device_attributes — confirm CLI access is availableexec_cli_commands_in_device with timeout and max_linesshow ip interface brief — interface statusshow ip route summary — routing table healthshow processes cpu sorted — CPU utilizationshow logging last 50 — recent syslog messagesexec_command for commands needing programmatic parsingWhen collecting metrics from remote devices:
get_device_inventory_names — target devicessnmp_get with sysDescr, sysName, sysUpTimesnmp_get with ifOperStatus for key interfacessnmp_get with ifInOctets, ifOutOctets for bandwidth trackingWhen checking health across sites served by the RADKit service:
get_device_inventory_names — all devices across sitesget_device_attributes for each — group by type and siteexec_cli_commands_in_device per device:show version — uptime, software versionshow processes cpu | include CPU utilizationshow memory statisticssnmp_get for sysUpTime, interface counters| Skill | How They Work Together |
|---|---|
pyats-network | RADKit for cloud-relayed access, pyATS for direct SSH — complementary paths to devices |
pyats-health-check | RADKit provides remote device data; pyATS health-check procedures analyze it |
pyats-troubleshoot | RADKit CLI exec for remote devices that pyATS can't reach directly |
pyats-routing | Use RADKit to collect routing state from remote sites, analyze with routing skill |
pyats-security | RADKit CLI for remote security audit commands (ACLs, AAA, CoPP) |
meraki-monitoring | Meraki for cloud-managed devices, RADKit for on-prem devices behind Meraki MX |
te-path-analysis | ThousandEyes external path + RADKit internal CLI for end-to-end troubleshooting |
nso-device-ops | NSO for orchestrated config, RADKit for raw CLI access to same devices |
gait-session-tracking | Record all RADKit remote access sessions in GAIT |
servicenow-change-workflow | Gate any config changes through RADKit with ServiceNow CRs |
snmp_get over CLI for structured metrics (uptime, counters, status).RADKIT_IDENTITY — User email address for RADKit authenticationRADKIT_DEFAULT_SERVICE_SERIAL — RADKit service instance identifierRADKIT_CERT_B64 — Base64-encoded client certificateRADKIT_KEY_B64 — Base64-encoded private keyRADKIT_CA_B64 — Base64-encoded CA chainRADKIT_KEY_PASSWORD_B64 — Base64-encoded key passwordFor local use, RADKit auto-detects certificates in ~/.radkit/identities/ generated during the setup onboarding wizard (bash setup.sh in the cloned repo).
© automateyournetwork, 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
Just SKILL.md in workspace/skills/radkit-remote-access of automateyournetwork/netclaw.
Open the folder on GitHubat commit 95bb17e
Radkit Remote Access 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 |
|---|---|---|---|---|---|---|
| Radkit Remote Access this skillautomateyournetwork/netclaw | 676 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| MemPalace Memory SearchMemPalace/mempalace | 59k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
MemPalace/mempalace
Mines project files and conversation exports into a local, searchable memory palace and recalls past work by semantic search through the mempalace CLI.
charmbracelet/crush
Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence.
mksglu/context-mode
Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash.
automateyournetwork/netclaw
Entry point for designing EVE-NG network labs: classifies the request, gathers missing requirements, proposes options and validates the resulting topology.
automateyournetwork/netclaw
Deploys Cisco ACI policy changes only behind an approved ServiceNow Change Request, capturing pre and post-change fault baselines and rolling back automatically on a fault delta.
automateyournetwork/netclaw
Runs a phased health audit of a Cisco ACI fabric through MCP tools: node status, links, tenant and policy review, faults and endpoint learning.
automateyournetwork/netclaw
Validate Arista EOS network state against ANTA's pre-built 208-test catalogue, with structured pass/fail verdicts.
automateyournetwork/netclaw
Arista CloudVision Portal (CVP) automation via REST API — device inventory, events, connectivity monitoring, tag management (4 tools).
automateyournetwork/netclaw
AWS CloudWatch monitoring — metrics, alarms, log queries, VPC flow log analysis, network performance.
Works with
Categories
Cisco RADKit — cloud-relayed remote device access, CLI execution, SNMP polling, device inventory discovery, attribute inspection. Radkit Remote Access is an agent skill from automateyournetwork/netclaw. Cisco RADKit — cloud-relayed remote device access, CLI execution, SNMP polling, device inventory discovery, attribute inspection.
Radkit Remote Access fits situations like: accessing remote network devices through a cloud relay; running CLI on air-gapped devices; polling SNMP metrics remotely; discovering device inventory via RADKit.
Run `npx skills add automateyournetwork/netclaw --skill radkit-remote-access -a claude-code`. Or copy the skill folder (workspace/skills/radkit-remote-access in automateyournetwork/netclaw) into .claude/skills/radkit-remote-access in your project. Claude Code loads it when a task matches its description.
Run `npx skills add automateyournetwork/netclaw --skill radkit-remote-access -a codex`. Or copy the skill folder (workspace/skills/radkit-remote-access in automateyournetwork/netclaw) into .agents/skills/radkit-remote-access 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 automateyournetwork/netclaw --skill radkit-remote-access -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/radkit-remote-access, .gemini/skills/radkit-remote-access, .github/skills/radkit-remote-access and .opencode/skills/radkit-remote-access in your project.
Going by SKILL.md and its folder, Radkit Remote Access needs the command-line tools its instructions call (bash). Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: github.com. 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.
Radkit Remote Access 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 2.4k tokens (SKILL.md is roughly 9.5k 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 Radkit Remote Access: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and MemPalace Memory Search (MemPalace/mempalace, 59k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
automateyournetwork (a GitHub user) maintains it in automateyournetwork/netclaw, which has 676 GitHub stars. The repository holds 120 skills in this directory. The repository was last updated on October 5, 2026.
Source: automateyournetwork/netclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.