Adk Verify Snippets
google/adk-python
Checks that every Python code block in a Markdown file actually compiles and runs, by extracting each block to a temporary file, executing it in an isolated subprocess, and writing a pass/fail…
Apply an approved FIX.md to DeepReason with regression tests and the full gate.
$ npx skills add AHepi/DeepReason --skill dr-implement-fix -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AHepi/DeepReason dr-implement-fix --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-implement-fix .claude/skills/dr-implement-fix && 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-implement-fix" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-implement-fix into .claude/skills/dr-implement-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-implement-fix", 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-implement-fixType 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-implement-fix -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AHepi/DeepReason dr-implement-fix --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-implement-fix .agents/skills/dr-implement-fix && 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-implement-fix" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-implement-fix into .agents/skills/dr-implement-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-implement-fix", 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-implement-fix -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AHepi/DeepReason dr-implement-fix --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-implement-fix .cursor/skills/dr-implement-fix && 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-implement-fix" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-implement-fix into .cursor/skills/dr-implement-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-implement-fix", 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-implement-fix--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-implement-fix -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AHepi/DeepReason dr-implement-fix --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-implement-fix .gemini/skills/dr-implement-fix && 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-implement-fix" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-implement-fix into .gemini/skills/dr-implement-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-implement-fix", 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-implement-fixInstalls 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-implement-fix -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-implement-fix .github/skills/dr-implement-fix && 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-implement-fix" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-implement-fix into .github/skills/dr-implement-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-implement-fix", 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-implement-fix -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-implement-fix --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-implement-fix .opencode/skills/dr-implement-fix && 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-implement-fix" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-implement-fix into .opencode/skills/dr-implement-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-implement-fix", 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-implement-fixApply an approved FIX.md to DeepReason with regression tests and the full gate.
Dr Implement Fix is an agent skill from AHepi/DeepReason. Apply an approved FIX.md to DeepReason with regression tests and the full gate. The only skill allowed to modify production code. Use after FIX.md passes its approval gate.
Its SKILL.md is about 1.2k 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 Testing & QA. It works with pytest. The licence is MIT.
8 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:
pythongitFrom 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 Implement Fix loads about 1.2k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 670 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). 670 words, ~1,226 tokens.
.claude/skills/dr-implement-fix/SKILL.md (or your agent's skills folder).Input: an approved FIX.md. Output: one commit containing the fix, its regression test, and any fixture updates FIX.md authorized — nothing else.
Touch only FIX.md's change sites. If implementation reveals a needed site FIX.md missed, STOP: amend FIX.md first (one commit), then continue. Silent scope growth is the failure mode this workflow exists to prevent.
Write the regression test first, converting the REPRO artifact:
it fails before your change, passes after. Its docstring names the
live run/record that motivated it (e.g. "Regression (selfstudy
run-9175f0ec): ..."), so the next reader can find the evidence.
Build it to dr-execute-step's "Durable tests, checks, and probes"
rules — committed evidence only, meaning over form, mutation-proved,
wall-clock scrubbed recursively, absence-tolerant — so it survives
repo changes and fails only when the defect returns.
Apply the code change. Comments state the constraint the code cannot show ("compare by handle index, not mapping order: canonical JSON sorts keys"), never the change's history or your reasoning.
Run outward rings, stop at first failure:
pytest <regression test> -x -q
pytest <the changed subsystem's test files> -q
pytest tests/ -q -n 4 # full gate, ~8 minThe full gate must report 0 failed. A pre-existing failure you
did not cause: stop, report, do not "fix it while you're there."
If FIX.md's change sites touch the packaging surface (pyproject
entry points, CLI commands, MCP tools/schema, wheel layout), one
more ring the gate does not run: python scripts/wheel_smoke.py,
with its pinned expectations updated in this same commit.
A gate failure caused by your change is information: if a fixture depended on the defective behavior (FIX.md predicted it), update the fixture minimally so it exercises what the test actually guards; if the failure is NOT predicted by FIX.md, your fix is wrong — revert to the last green state and return to the orchestrator for re-diagnosis. Never weaken an assertion to green.
If a live run root is needed for the next phase and the identity is
occupied: retire it — procedure canonical in dr-drive-harness §3
(retire by rename, commit the rename FIRST as its own commit).
Update the map in THIS commit — see "Map obligations" below.
Before committing, run the mechanized budget gate against FIX.md's
Estimated-diff ceiling — the same instrument dr-execute-step uses
for Family-2 steps, so this check can no longer be an eyeballed
git diff --stat compare:
python tools/diff_budget.py <tranche-base> --ceiling <FIX.md's
Estimated-diff ceiling> --paths <FIX.md's change sites>Read DIFF_BUDGET_RESULT_V1.verdict. WITHIN/NO_CEILING:
continue. EXCEEDED is a STOP in the standard format (decision,
priced options, recommendation), not a footnote — the by-eye
version of this check missed an over-budget diff before this gate
existed (V1 tranche 2026-08-05: 193 insertions landed against a
<=150 ceiling with no stop). Then commit once, push with retry:
git add <exact files> <map files> && git commit -m "<what and
why, with the live evidence and 'Full gate: N passed, 0
failed'>"
git push -u origin <branch> # retry x4, backoff 2s 4s 8s 16sSame procedure dr-execute-step uses for Family-2 steps (same commit
not a follow-up; SEAM before subsystem docs; new invariant needs a new
check; advance Verified-at: only if re-run; docs_verify full +
--audit must pass before commit) — canonical there, not restated here.
One Family-1-specific addition: every fix earns a Traps entry in
the SUB-/CON-/SEAM- document covering the changed code. A defect
that reached the record is exactly the memory the map exists to keep.
Name the run id or the tranche. Never delete an old Traps entry —
rewrite it to say it was fixed and when.
env files — both
procedures canonical in dr-drive-harness §1/§3.python tools/docs_verify.py passes, and the map documents covering
the changed code carry a Traps entry for this defect.© 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-implement-fix of AHepi/DeepReason.
Open the folder on GitHubat commit 9607fba
Dr Implement Fix 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 Implement Fix this skillAHepi/DeepReason | 141 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Adk Verify Snippetsgoogle/adk-python | 22k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Hermetic Python Unit TestsdimensionalOS/dimos | 4.6k | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| Test GuardamElnagdy/guard-skills | 1.3k | 2 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Fla Optimization Loopfla-org/flash-linear-attention | 5.8k | — | ~2.6k | Automated safety check: Pass | MIT | |
| Pytest Runnersaleor/saleor | 23k | — | ~251 | Automated safety check: Pass | BSD-3-Clause |
google/adk-python
Checks that every Python code block in a Markdown file actually compiles and runs, by extracting each block to a temporary file, executing it in an isolated subprocess, and writing a pass/fail…
dimensionalOS/dimos
Rules for writing, fixing and reviewing pytest unit tests that are hermetic: behavior-focused, deterministic, isolated and cheap to run.
amElnagdy/guard-skills
Reviews newly written or edited tests against nine rules that cut test bloat, such as mock-heavy checks and near-duplicate cases, before they are committed.
fla-org/flash-linear-attention
Disciplined, reproducible loop for making an FLA kernel faster (Triton, Gluon, TileLang, CuTe) without ever breaking or gaming correctness.
saleor/saleor
Run pytest tests with automatic virtual environment activation. Use this skill whenever running tests, executing pytest, or when asked to "run tests", "test…
oldrev/edgelinkd
Port a Node-RED node into EdgeLinkd the way this repo does it: implement the node in Rust under crates/core/src/runtime/nodes, mirror Node-RED's mocha spec as pytest tests under tests/, register the…
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
Categories
Apply an approved FIX.md to DeepReason with regression tests and the full gate. Dr Implement Fix is an agent skill from AHepi/DeepReason.md to DeepReason with regression tests and the full gate.
Dr Implement Fix fits situations like: testing & QA work in your project.
Run `npx skills add AHepi/DeepReason --skill dr-implement-fix -a claude-code`. Or copy the skill folder (.claude/skills/dr-implement-fix in AHepi/DeepReason) into .claude/skills/dr-implement-fix in your project. Claude Code loads it when a task matches its description.
Run `npx skills add AHepi/DeepReason --skill dr-implement-fix -a codex`. Or copy the skill folder (.claude/skills/dr-implement-fix in AHepi/DeepReason) into .agents/skills/dr-implement-fix 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-implement-fix -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-implement-fix, .gemini/skills/dr-implement-fix, .github/skills/dr-implement-fix and .opencode/skills/dr-implement-fix in your project.
Going by SKILL.md and its folder, Dr Implement Fix needs the command-line tools its instructions call (python 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 Implement Fix is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.9k 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 Implement Fix: Adk Verify Snippets (google/adk-python, 22k stars), Hermetic Python Unit Tests (dimensionalOS/dimos, 4.6k stars), Test Guard (amElnagdy/guard-skills, 1.3k stars) and Fla Optimization Loop (fla-org/flash-linear-attention, 5.8k 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.