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.
Searches, recommends, bulk-submits, installs, edits, versions, archives, restores, transfers, and manages co-authors for Observal MCP servers, skills, hooks, prompts, sandboxes, and registered…
$ npx skills add Observal/Observal --skill observal-registry -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Observal/Observal observal-registry --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/Observal/Observal.git skills-src && mkdir -p .claude/skills && cp -r skills-src/observal_cli/skills/observal-registry .claude/skills/observal-registry && 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 "observal-registry" agent skill from https://github.com/Observal/Observal/tree/main/observal_cli/skills/observal-registry into .claude/skills/observal-registry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "observal-registry", 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/Observal/Observal/tree/main/observal_cli/skills/observal-registryType 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 Observal/Observal --skill observal-registry -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Observal/Observal observal-registry --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Observal/Observal.git skills-src && mkdir -p .agents/skills && cp -r skills-src/observal_cli/skills/observal-registry .agents/skills/observal-registry && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "observal-registry" agent skill from https://github.com/Observal/Observal/tree/main/observal_cli/skills/observal-registry into .agents/skills/observal-registry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "observal-registry", 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 Observal/Observal --skill observal-registry -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Observal/Observal observal-registry --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Observal/Observal.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/observal_cli/skills/observal-registry .cursor/skills/observal-registry && 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 "observal-registry" agent skill from https://github.com/Observal/Observal/tree/main/observal_cli/skills/observal-registry into .cursor/skills/observal-registry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "observal-registry", 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/Observal/Observal.git --path observal_cli/skills/observal-registry--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 Observal/Observal --skill observal-registry -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Observal/Observal observal-registry --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Observal/Observal.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/observal_cli/skills/observal-registry .gemini/skills/observal-registry && 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 "observal-registry" agent skill from https://github.com/Observal/Observal/tree/main/observal_cli/skills/observal-registry into .gemini/skills/observal-registry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "observal-registry", 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 Observal/Observal observal-registryInstalls 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 Observal/Observal --skill observal-registry -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Observal/Observal.git skills-src && mkdir -p .github/skills && cp -r skills-src/observal_cli/skills/observal-registry .github/skills/observal-registry && 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 "observal-registry" agent skill from https://github.com/Observal/Observal/tree/main/observal_cli/skills/observal-registry into .github/skills/observal-registry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "observal-registry", 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 Observal/Observal --skill observal-registry -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Observal/Observal observal-registry --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Observal/Observal.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/observal_cli/skills/observal-registry .opencode/skills/observal-registry && 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 "observal-registry" agent skill from https://github.com/Observal/Observal/tree/main/observal_cli/skills/observal-registry into .opencode/skills/observal-registry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "observal-registry", 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.
observal-registrySearches, recommends, bulk-submits, installs, edits, versions, archives, restores, transfers, and manages co-authors for Observal MCP servers, skills, hooks, prompts, sandboxes, and registered…
Observal Registry is an agent skill from Observal/Observal. Searches, recommends, bulk-submits, installs, edits, versions, archives, restores, transfers, and manages co-authors for Observal MCP servers, skills, hooks, prompts, sandboxes, and registered remote A2A agents. Use when the user wants to find components, publish one or many they control, install them into a harness, or manage their lifecycle.
Its SKILL.md is about 910 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/component-submission.md`, `references/discovery-and-installation.md` and `references/registry-lifecycle.md`).
It sits in Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: Observal is self-hosted registry for your coding agent extensions with a built in insight engine. Setup Observal, define the scope and share your Skills, MCPs and Agents with… The licence is Apache-2.0.
10 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 3bc173c. 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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
public.observal.ioFrom 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.
Observal Registry loads about 907 tokens when it runs, and up to ~4.6k if it reads all its reference files. Until then it costs about 91 tokens; SKILL.md has 378 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 Observal/Observal at commit 3bc173c, republished under its Apache-2.0 licence (© Observal). 378 words, ~907 tokens.
.claude/skills/observal-registry/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.--output json whenever supported. Parse list results from items and pagination fields.--help when any path, flag, enum, or payload shape is uncertain.qualified_name values. Never automate with row numbers or ambiguous bare names.deployment.public_registry_enabled is enabled; it is disabled by default on self-hosted deployments. Public list, show, install, and prompt render commands use https://public.observal.io by default. Authenticate before submitting, editing, reviewing, rating, or accessing private team content.| User intent | Read |
|---|---|
| Find, inspect, recommend, or install components | Discovery and installation |
| Submit one component or a mixed bulk file, or register a remote A2A agent | Component submission |
| Edit, version, archive, restore, transfer, or manage co-authors | Registry lifecycle |
Read only the selected reference, and read it completely before executing.
personalized: false means popularity fallback, not a personal recommendation.TEAM_HANDLE/ITEM_SLUG for direct references.Report component type, canonical identity, version, status, target harness or scope when applicable, warnings, and any review or setup step still required.
© Observal, 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 3 other files (references) in observal_cli/skills/observal-registry of Observal/Observal.
Open the folder on GitHubat commit 3bc173c
Observal Registry 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 |
|---|---|---|---|---|---|---|
| Observal Registry this skillObserval/Observal | 4.3k | — | ~907 | 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 | 4 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 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | 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.
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.
warpdotdev/warp
Migrates the compatible subset of settings and global file-based MCP servers from the Warp desktop app into Warp Agent CLI without exposing credentials or state.
Observal/Observal
Cut and maintain Observal release branches, prepare alpha, beta, RC, stable, and patch releases, backport merged main PRs, inspect release status, verify published artifacts, and recover failed…
Observal/Observal
A skill your agent uses when starting any task the organization may already have an approved skill, prompt, MCP server, or Agent for: reviewing code, a commit, a diff, or a pull request; writing…
Observal/Observal
Administers Observal users, settings, diagnostics, review queues, security events, audit logs, SAML, SCIM, the local Observal server, its upgrades and rollback, and its own PostgreSQL and ClickHouse…
Observal/Observal
Recovers Observal session ingestion, manages CLI upgrades, downgrades and rollback, and performs explicit local Agent fallback when the server is unavailable.
Observal/Observal
Creates, authors, validates, publishes, updates, versions, pulls, archives, restores, transfers, and manages co-authors for Observal Agents.
Observal/Observal
Inspects Observal traces, sessions, rankings, feedback, telemetry health, logs, and Agent insight reports.
Works with
Categories
Searches, recommends, bulk-submits, installs, edits, versions, archives, restores, transfers, and manages co-authors for Observal MCP servers, skills, hooks, prompts, sandboxes, and registered…. Observal Registry is an agent skill from Observal/Observal. Searches, recommends, bulk-submits, installs, edits, versions, archives, restores, transfers, and manages co-authors for Observal MCP servers, skills, hooks, prompts, sandboxes, and registered remote A2A agents.
Observal Registry fits situations like: the user wants to find components; many they control; install them into a harness; manage their lifecycle.
Run `npx skills add Observal/Observal --skill observal-registry -a claude-code`. Or copy the skill folder (observal_cli/skills/observal-registry in Observal/Observal) into .claude/skills/observal-registry in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Observal/Observal --skill observal-registry -a codex`. Or copy the skill folder (observal_cli/skills/observal-registry in Observal/Observal) into .agents/skills/observal-registry 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 Observal/Observal --skill observal-registry -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/observal-registry, .gemini/skills/observal-registry, .github/skills/observal-registry and .opencode/skills/observal-registry in your project.
SKILL.md names no scripts, command-line tools or credentials: Observal Registry is instructions for the agent only.
SKILL.md names 1 domain. In commands or code: public.observal.io; the agent is likely to contact it when it follows the instructions. 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.
Observal Registry is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 907 tokens (SKILL.md is roughly 3.6k 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 3.7k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Observal Registry: 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 Crush Configuration (charmbracelet/crush, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Observal (a GitHub organization) maintains it in Observal/Observal, which has 4,300 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on October 10, 2026.
Source: Observal/Observal on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.