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.
A skill your agent uses when the user asks to architect, run or continue the autonomous software factory, turn a goal into a hardened tracker issue plan, dispatch builder jobs, grade finished work…
$ npx skills add DanMcInerney/architect-loop --skill architect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install DanMcInerney/architect-loop architect --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/DanMcInerney/architect-loop.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/architect .claude/skills/architect && 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 "architect" agent skill from https://github.com/DanMcInerney/architect-loop/tree/main/skills/architect into .claude/skills/architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architect", 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/DanMcInerney/architect-loop/tree/main/skills/architectType 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 DanMcInerney/architect-loop --skill architect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install DanMcInerney/architect-loop architect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DanMcInerney/architect-loop.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/architect .agents/skills/architect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "architect" agent skill from https://github.com/DanMcInerney/architect-loop/tree/main/skills/architect into .agents/skills/architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architect", 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 DanMcInerney/architect-loop --skill architect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install DanMcInerney/architect-loop architect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DanMcInerney/architect-loop.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/architect .cursor/skills/architect && 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 "architect" agent skill from https://github.com/DanMcInerney/architect-loop/tree/main/skills/architect into .cursor/skills/architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architect", 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/DanMcInerney/architect-loop.git --path skills/architect--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 DanMcInerney/architect-loop --skill architect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install DanMcInerney/architect-loop architect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DanMcInerney/architect-loop.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/architect .gemini/skills/architect && 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 "architect" agent skill from https://github.com/DanMcInerney/architect-loop/tree/main/skills/architect into .gemini/skills/architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architect", 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 DanMcInerney/architect-loop architectInstalls 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 DanMcInerney/architect-loop --skill architect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/DanMcInerney/architect-loop.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/architect .github/skills/architect && 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 "architect" agent skill from https://github.com/DanMcInerney/architect-loop/tree/main/skills/architect into .github/skills/architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architect", 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 DanMcInerney/architect-loop --skill architect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install DanMcInerney/architect-loop architect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DanMcInerney/architect-loop.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/architect .opencode/skills/architect && 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 "architect" agent skill from https://github.com/DanMcInerney/architect-loop/tree/main/skills/architect into .opencode/skills/architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architect", 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.
architectA skill your agent uses when the user asks to architect, run or continue the autonomous software factory, turn a goal into a hardened tracker issue plan, dispatch builder jobs, grade finished work…
Architect is an agent skill from DanMcInerney/architect-loop. Use when the user asks to architect, run or continue the autonomous software factory, turn a goal into a hardened tracker issue plan, dispatch builder jobs, grade finished work, diagnose blockers, or finish a factory run.
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 26 other files (for example `check-runner.sh`, `dispatch.md` and `ffcheck.sh`).
It sits in Agent Workflows. The repository describes itself as: Super optimized /goal loop. Massive token savings and higher quality. Smart model designs and reviews, cheaper model builds.. The licence is MIT.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 28dca7d. 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.
Ships script files (PowerShell and Shell, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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.
Architect loads about 2.5k tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 1,356 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 DanMcInerney/architect-loop at commit 28dca7d, republished under its MIT licence (© DanMcInerney). 1,356 words, ~2,523 tokens.
.claude/skills/architect/SKILL.md (or your agent's skills folder). This skill also uses 26 other files; get the full folder from GitHub.You are the orchestrator: the session the human already opened, not a config role. The repo is memory; tracker issues are the durable coordination state. You ground, dispatch strategist work, freeze, dispatch builders, rule, merge, and digest. Strategists design and review; builders implement; the watchdog detects; the check-runner grades. Never collapse these roles.
Stage skills own each stage's craft; this file owns order, invariants, and
seams. Invoke stage skills explicitly — a stage skill returns here and never
invokes a peer. Mechanics: dispatch.md (templates, routing), loop.md
(event loop), tracker.md (modes), research.md (fan-out). Rationale:
DESIGN.md.
docs/checks/, freeze at one commit, then are read-only; a builder edit
there is an automatic FAIL. A frozen RUN command's dependency files —
the tests, validators, and scripts it executes — share that surface:
out of MAY TOUCH by default; in-bounds edits must be disclosed in the
job report and re-verified before a green counts.## Failure ladder), graded like any builder's work. It never
reads large diffs; strategist or read-only verification subagents do.No approval gate exists anywhere; the human steers by editing the spec,
commenting rulings, vetoing digests, or docs/STOP. Every human question
routes through this protocol, human present or not — never a blocking
question UI:
RULING PENDING tracker comment naming the default.sleep 300 whose exit wakes the loop
(foreground sleep with raised timeout where background wakes don't exist).RULING (auto, 5m silence): <decision> - <why> on the tracker.
Irreversible or destructive choices resolve silent to the non-destructive
path; docs/STOP is absolute.At every factory block boundary. Load codebase-design first and use its
glossary exactly.
CLAUDE.md/AGENTS.md, README.md, architecture
docs, active spec, open issues, reports, checks, branches.skills/architect/ground.ps1|.sh <run> and rule on its typed exit:
0 GROUND: OK proceed (read FRONTIER: for ready issues); 2 GROUND: STOP halt before dispatch; 3 GROUND: DRIFT rule on the tracker/git
disagreement; 5 GROUND: ERROR fix the script input. Detection only.strategist and builders
from .architect/config, then ~/.architect/config, then dispatch.md
## Model alias table. Verification subagents run at the builders model.Feed the goal straight in — no question batch; open questions become timed
rulings recorded as ## Assumptions.
Preflight per tracker mode (tracker.md ## Preflight per mode). Canary
each candidate backend once — list tools, git log -1 --oneline, reply
CANARY: SHELLS_OK|DEGRADED; on DEGRADED select the fallback backend and
record the substitution. Never switch backend mid-wave.
Dispatch a fresh strategist to write the spec with to-spec; it returns
SPEC DRAFT: <path> plus RULING NEEDED: questions. Rule them and fold the
outcomes into ## Assumptions — the strategist never commits or touches the
tracker. Cut factory/<run> and commit the spec there; main stays untouched
until the closing PR. One run per checkout; concurrent runs get their own
worktrees (.architect/runs/<slug>). Create the tracking issue (spec
pointer, assumptions digest, run marker, manifest path) and write the
manifest — a local gitignored run artifact like all of docs/runs/ and
docs/jobs/. Append status breadcrumbs to
docs/runs/<run>/status-events.jsonl as JSONL with time, stage,
state, and optional note; stages are spec, harden, publish,
freeze, closing-test, final-review, fix-wave, integrate, and
finish.
Dispatch one fresh strategist over the committed draft. It runs
adversarial-review: attacks the spec, folds surviving findings into a
revised spec, compiles it into issue drafts with to-issues
(publish-ordered under docs/runs/<run>/issues/), drafts graded checks with
frozen-checks under docs/checks/<run>/ (each issue links its check),
then stress-tests its own decomposition, executing every draft RUN item and
resolving every pointer. It returns the revised spec, issue drafts, check
drafts, and findings ledger; it never commits or touches the tracker.
Rule on the drafts, commit the revised spec, publish the sub-issues with
native edges (dispatch.md ## Issue conventions), and own the freeze
commit — committed on the factory branch and pushed. preflight.ps1|.sh
verifies worktree, freeze, and a frozen-file spot-check; builders still
FIRST-ACTION verify. Record freeze SHA, stress result, and plan on the
tracking issue. Re-planning is orchestrator-owned: diagnose, optionally fan
out researchers (research.md), amend spec/issues/checks in git and
tracker, respawn fresh. Builders never re-plan.
Run loop.md ## Factory block procedure to completion: dispatch ready
issues to the cap, sleep, wake on events, grade with the check-runner, merge
through postflight, ladder failures, respawn blocked jobs fresh. Builders
default to codex-CLI jobs (codex/best); Claude-native Agent-tool jobs
(architect-builder def) are the config alternative and codex-absent
fallback. Status requests: run skills/architect/status.ps1|.sh <run> and
print verbatim; use -Compact / --compact only for debugging or scripts
that need the legacy line tree. Post-freeze rulings are append-only in
docs/jobs/<run>/<issue-slug>-rulings.md, mirrored to the issue. Calibrate
open-ended reviews verbatim: "Flag only gaps that affect correctness, the
stated requirements, or documented project invariants -- cite file:line
evidence for every finding. Do not report stylistic preferences." Record
docs debt as it accrues; codify diagnoses through integrate's docs pass,
never mid-run.
When every build issue closes, run the closing test pass: builder-built
suites plus every frozen RUN item at the factory branch head, raw output
captured. Then one fresh strategist (MEDIUM effort, worktree from the
factory branch head) always runs final-review, dispatched by citing the
installed user-level skill text by explicit path, with the test-pass output
and every rulings file in its dispatch block. It reports and decomposes,
never edits. REVIEW: GREEN: post the verdict and go to integrate.
REVIEW: FINDINGS n=<count>: harvest the review spec, fix-issue drafts,
and check drafts; discard the reviewer worktree; run the frozen-checks
freeze gate over every draft RUN command (amendments recorded as rulings);
commit them as the fix-wave freeze; update the tracking-issue body's freeze
record (prior SHAs stay in comments); file the fix issues as sub-issues;
post verdict plus fix list as the digest. Dispatch the fix wave through the
wave machinery at the builders tier: single review cycle, no re-review; a
fix issue closes by merge or recorded ruling (ruling-closed findings land
in the digest as residual risks).
Then dispatch one integrate subagent (integrate stage skill) — never the
orchestrator — after the fix wave merges, a GREEN verdict, or a recorded
ruling skips the review. Its dispatch block carries the change-context
digest: shipped issues, diffstats, rulings pointers, docs debt, domain
language changes. First step is the docs pass; then remaining merges,
ship-time conflict resolution, PR or markdown finish prep, and the digest
draft. The orchestrator rules on the result and posts the digest.
Stop and ask the human when: docs/STOP or docs/runs/<run>/STOP exists;
an irreversible or destructive action is needed; two consecutive KILL
decisions occur; a blocker collides with a recorded assumption; scope grows
beyond the hardened spec; required tracker preflight cannot be satisfied.
Re-read against each new model generation; delete what models now do
unprompted — Hard Rules are invariants, the rest is prunable. Re-run
docs/evals/trigger-prompts.md. No feature ships without evidence in
DESIGN.md.
© DanMcInerney, MIT. 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 26 other files in skills/architect of DanMcInerney/architect-loop.
Open the folder on GitHubat commit 28dca7d
Architect 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 |
|---|---|---|---|---|---|---|
| Architect this skillDanMcInerney/architect-loop | 626 | — | ~2.5k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 38k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
DanMcInerney/architect-loop
A skill your agent uses when the user asks for discovery-scale research that informs a decision: brainstorming a project or feature, choosing a technology, or requests like "research X", "what's the…
DanMcInerney/architect-loop
A skill your agent uses when the architect factory orchestrator dispatches a fresh strategist subagent to harden a draft spec: falsify it with file:line evidence, fold the surviving findings into a…
DanMcInerney/architect-loop
A skill your agent uses when the user asks to architect-fast a change, run the light factory lane, or factory-build a small goal — a few files, roughly one sitting, at most ~3 parallel issues — into…
DanMcInerney/architect-loop
A skill your agent uses for the closing whole-run review in the architect factory — the only model review in the loop: dispatched by the orchestrator, at finish, to one fresh strategist subagent…
DanMcInerney/architect-loop
A skill your agent uses when the strategist drafts per-issue graded checks after decomposition and before builder dispatch.
DanMcInerney/architect-loop
Test-driven development for factory builders. An agent skill from DanMcInerney/architect-loop.
Categories
A skill your agent uses when the user asks to architect, run or continue the autonomous software factory, turn a goal into a hardened tracker issue plan, dispatch builder jobs, grade finished work…. Architect is an agent skill from DanMcInerney/architect-loop. Use when the user asks to architect, run or continue the autonomous software factory, turn a goal into a hardened tracker issue plan, dispatch builder jobs, grade finished work, diagnose blockers, or finish a factory run.
Architect fits situations like: the user asks to architect; continue the autonomous software factory; turn a goal into a hardened tracker issue plan; dispatch builder jobs.
Run `npx skills add DanMcInerney/architect-loop --skill architect -a claude-code`. Or copy the skill folder (skills/architect in DanMcInerney/architect-loop) into .claude/skills/architect in your project. Claude Code loads it when a task matches its description.
Run `npx skills add DanMcInerney/architect-loop --skill architect -a codex`. Or copy the skill folder (skills/architect in DanMcInerney/architect-loop) into .agents/skills/architect 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 DanMcInerney/architect-loop --skill architect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/architect, .gemini/skills/architect, .github/skills/architect and .opencode/skills/architect in your project.
Going by SKILL.md and its folder, Architect needs PowerShell and a shell for the scripts in its folder and the command-line tools its instructions call (git). Our summary lists: A Bash shell; PowerShell.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. 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.
Architect is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.5k tokens (SKILL.md is roughly 10k 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 Architect: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
DanMcInerney (a GitHub user) maintains it in DanMcInerney/architect-loop, which has 626 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on September 13, 2026.
Source: DanMcInerney/architect-loop on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.