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.
Audit dimension - find where documentation deviates from code, using the executable doc checks plus a staleness and unchecked-claims census.
$ npx skills add AHepi/DeepReason --skill dr-audit-docs-drift -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AHepi/DeepReason dr-audit-docs-drift --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/AHepi/DeepReason.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/dr-audit-docs-drift .claude/skills/dr-audit-docs-drift && 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 "dr-audit-docs-drift" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-audit-docs-drift into .claude/skills/dr-audit-docs-drift/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-audit-docs-drift", 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/AHepi/DeepReason/tree/main/.claude/skills/dr-audit-docs-driftType 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 AHepi/DeepReason --skill dr-audit-docs-drift -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AHepi/DeepReason dr-audit-docs-drift --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/dr-audit-docs-drift .agents/skills/dr-audit-docs-drift && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dr-audit-docs-drift" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-audit-docs-drift into .agents/skills/dr-audit-docs-drift/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-audit-docs-drift", 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 AHepi/DeepReason --skill dr-audit-docs-drift -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AHepi/DeepReason dr-audit-docs-drift --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/dr-audit-docs-drift .cursor/skills/dr-audit-docs-drift && 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 "dr-audit-docs-drift" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-audit-docs-drift into .cursor/skills/dr-audit-docs-drift/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-audit-docs-drift", 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/AHepi/DeepReason.git --path .claude/skills/dr-audit-docs-drift--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 AHepi/DeepReason --skill dr-audit-docs-drift -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AHepi/DeepReason dr-audit-docs-drift --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/dr-audit-docs-drift .gemini/skills/dr-audit-docs-drift && 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 "dr-audit-docs-drift" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-audit-docs-drift into .gemini/skills/dr-audit-docs-drift/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-audit-docs-drift", 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 AHepi/DeepReason dr-audit-docs-driftInstalls 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 AHepi/DeepReason --skill dr-audit-docs-drift -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/dr-audit-docs-drift .github/skills/dr-audit-docs-drift && 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 "dr-audit-docs-drift" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-audit-docs-drift into .github/skills/dr-audit-docs-drift/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-audit-docs-drift", 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 AHepi/DeepReason --skill dr-audit-docs-drift -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AHepi/DeepReason dr-audit-docs-drift --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/dr-audit-docs-drift .opencode/skills/dr-audit-docs-drift && 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 "dr-audit-docs-drift" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-audit-docs-drift into .opencode/skills/dr-audit-docs-drift/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-audit-docs-drift", 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.
dr-audit-docs-driftAudit dimension - find where documentation deviates from code, using the executable doc checks plus a staleness and unchecked-claims census.
Dr Audit Docs Drift is an agent skill from AHepi/DeepReason. Audit dimension - find where documentation deviates from code, using the executable doc checks plus a staleness and unchecked-claims census. Invoked by dr-audit-orchestrator when docs-drift.md is missing.
Its SKILL.md is about 750 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with Python. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 9607fba. 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:
pythonrggitFrom 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.
Dr Audit Docs Drift loads about 749 tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 360 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 AHepi/DeepReason at commit 9607fba, republished under its MIT licence (© AHepi). 360 words, ~749 tokens.
.claude/skills/dr-audit-docs-drift/SKILL.md (or your agent's skills folder).Entry: LEDGER.md exists, docs-drift.md missing. Exit:
docs-drift.md written, LEDGER rows added, proofs in proof/.
The primary instrument already exists: every load-bearing map claim
carries an executable check: line. This worker runs the instrument,
then censuses what the instrument cannot see.
python tools/docs_verify.py > proof/docs-full.txt — non-baseline
failing check → verdict drifted (doc says X, tree says not-X),
one row per check.python tools/docs_verify.py --audit > proof/docs-audit.txt — any
finding → verdict toothless-check (a check that cannot fail
guards nothing), one row each.python tools/docs_verify.py --links > proof/docs-links.txt — any
dangling DR- reference → verdict drifted.python tools/docs_verify.py --stale > proof/docs-stale.txt —
table the stale list as verdict stale-stamp rows (advisory:
Verified-at behind the code it describes; not proof of drift,
proof nobody has looked).check: lines): for each file in docs/*.md (top level only),
rg -c 'check:' <file>. Zero checks AND the file's header/Status
line asserts a current-state claim → verify that one claim by
grep against the tree; broken → verdict drifted (the
RESEARCH_BACKEND header precedent, ledgered as E20). Row only the
header/Status claim — deep prose audit is a spec-drift or manual
tranche, not this pass.docs-drift.md: one table, columns as the LEDGER, plus the
count line. All clean → the table plus all doc instruments at baseline with the five proof files (G2).Pass: five proof files exist; every non-baseline instrument delta has
a row; every drifted row's disposition is parked. Verdict labels:
drifted | toothless-check | stale-stamp | baseline.
Change one numeral inside one map document's prose claim (not its
check: line), run step 1 scoped
(python tools/docs_verify.py <file> if supported, else full),
confirm the check catches it OR row the miss as a toothless-check
finding against that document; git checkout -- the file, paste the
clean status. Either outcome is a valid activation (the plant proves
the instrument's edge, red or blind).
| Situation | Outlet |
|---|---|
| Impulse to fix the doc now | PARK — doc-fix prompt, route dr-change-orchestrator |
| Check fails because the CODE regressed | verdict drifted, note code-side, PARK with route deepreason-orchestrator |
| Stale stamp on a passing doc | verdict stale-stamp, disposition baseline — re-stamping without re-running is the one forbidden move |
© AHepi, MIT. 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 .claude/skills/dr-audit-docs-drift of AHepi/DeepReason.
Open the folder on GitHubat commit 9607fba
Dr Audit Docs Drift 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 |
|---|---|---|---|---|---|---|
| Dr Audit Docs Drift this skillAHepi/DeepReason | 141 | — | ~749 | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 48 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 14 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 28k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
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/skills
Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR.
PleasePrompto/notebooklm-skill
Lets Claude Code ask questions of your Google NotebookLM notebooks through browser automation and return answers grounded in your uploaded sources.
browser-use/video-use
Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
AHepi/DeepReason
Orchestrate a Steven Pinker-grounded workflow for teaching, explanatory writing, or material that must do both.
AHepi/DeepReason
Design, deliver, or audit explanations and lessons with a Pinker-informed focus on phenomena, the curse of knowledge, concrete models, active reasoning, feedback, and revision.
AHepi/DeepReason
Draft, revise, teach, or audit expository prose using Pinker's cognitive approach to style: classic presentation, reader modeling, curse-of-knowledge repair, coherent information order, deliberate…
AHepi/DeepReason
Build a battery of concrete instances BEFORE writing or evaluating any definition, pin, or semantic clause (Reed step 1).
AHepi/DeepReason
Rules for writing, editing, and retiring skill and workflow files for LLM agents.
AHepi/DeepReason
Entry point for any DeepReason problem. An agent skill from AHepi/DeepReason.
Works with
Audit dimension - find where documentation deviates from code, using the executable doc checks plus a staleness and unchecked-claims census. Dr Audit Docs Drift is an agent skill from AHepi/DeepReason. Audit dimension - find where documentation deviates from code, using the executable doc checks plus a staleness and unchecked-claims census.
Run `npx skills add AHepi/DeepReason --skill dr-audit-docs-drift -a claude-code`. Or copy the skill folder (.claude/skills/dr-audit-docs-drift in AHepi/DeepReason) into .claude/skills/dr-audit-docs-drift in your project. Claude Code loads it when a task matches its description.
Run `npx skills add AHepi/DeepReason --skill dr-audit-docs-drift -a codex`. Or copy the skill folder (.claude/skills/dr-audit-docs-drift in AHepi/DeepReason) into .agents/skills/dr-audit-docs-drift 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 AHepi/DeepReason --skill dr-audit-docs-drift -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dr-audit-docs-drift, .gemini/skills/dr-audit-docs-drift, .github/skills/dr-audit-docs-drift and .opencode/skills/dr-audit-docs-drift in your project.
Going by SKILL.md and its folder, Dr Audit Docs Drift needs the command-line tools its instructions call (python, rg and git). Our summary lists: Python 3.
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.
Dr Audit Docs Drift is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 749 tokens (SKILL.md is roughly 3k 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 Dr Audit Docs Drift: MCP Server Builder (anthropics/skills, 180k stars), PDF Processing (anthropics/skills, 180k stars), NotebookLM Research Assistant (PleasePrompto/notebooklm-skill, 7.8k stars) and Manim Video Production (browser-use/video-use, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
AHepi (a GitHub user) maintains it in AHepi/DeepReason, which has 141 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on September 10, 2026.
Source: AHepi/DeepReason on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.