LLM Fine Tuning
sickn33/agentic-awesome-skills
Set up infrastructure for fine-tuning LLMs with QLoRA, LoRA, and full fine-tuning using Hugging Face TRL, Axolotl, and distributed training with DeepSpeed or FSDP.
Appeal a parking ticket, penalty charge, or administrative fine with the grounds that actually get appeals granted — not indignation.
MITAuto-check passed
Install Fine Appeal Letter
$ npx skills add mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mohitagw15856/pm-claude-skills fine-appeal-letter --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/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/fine-appeal-letter .claude/skills/fine-appeal-letter && 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 "fine-appeal-letter" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/fine-appeal-letter into .claude/skills/fine-appeal-letter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fine-appeal-letter", 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/mohitagw15856/pm-claude-skills/tree/main/skills/fine-appeal-letterType 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 mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mohitagw15856/pm-claude-skills fine-appeal-letter --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/fine-appeal-letter .agents/skills/fine-appeal-letter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "fine-appeal-letter" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/fine-appeal-letter into .agents/skills/fine-appeal-letter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fine-appeal-letter", 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 mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mohitagw15856/pm-claude-skills fine-appeal-letter --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/fine-appeal-letter .cursor/skills/fine-appeal-letter && 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 "fine-appeal-letter" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/fine-appeal-letter into .cursor/skills/fine-appeal-letter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fine-appeal-letter", 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/mohitagw15856/pm-claude-skills.git --path skills/fine-appeal-letter--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 mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mohitagw15856/pm-claude-skills fine-appeal-letter --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/fine-appeal-letter .gemini/skills/fine-appeal-letter && 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 "fine-appeal-letter" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/fine-appeal-letter into .gemini/skills/fine-appeal-letter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fine-appeal-letter", 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 mohitagw15856/pm-claude-skills fine-appeal-letterInstalls 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 mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/fine-appeal-letter .github/skills/fine-appeal-letter && 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 "fine-appeal-letter" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/fine-appeal-letter into .github/skills/fine-appeal-letter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fine-appeal-letter", 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 mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mohitagw15856/pm-claude-skills fine-appeal-letter --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/fine-appeal-letter .opencode/skills/fine-appeal-letter && 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 "fine-appeal-letter" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/fine-appeal-letter into .opencode/skills/fine-appeal-letter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "fine-appeal-letter", 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.
Facts
- Skill name
fine-appeal-letter- GitHub stars
- 1.4k
- Token cost
- ~1k tokens
- SKILL.md length
- 511 words
- Files
- 1
- Skills in repo
- 1,348
- Repo updated
- First seen
- Licence
- MIT
At a glance
Appeal a parking ticket, penalty charge, or administrative fine with the grounds that actually get appeals granted — not indignation.
- Works in 4 steps: Signage/markings defective or ambiguous… → Procedural error — wrong… → The situation exempted you — loading,… → …
- Someone got a ticket/fine/penalty notice and either has a legitimate case
- SKILL.md covers Required Inputs, The Grounds That Work (match…, Output Format and Quality Checks, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Fine Appeal Letter is an agent skill from mohitagw15856/pm-claude-skills. Appeal a parking ticket, penalty charge, or administrative fine with the grounds that actually get appeals granted — not indignation. Use when someone got a ticket/fine/penalty notice and either has a legitimate case or wants an honest read on whether they do. Produces a short formal appeal letter built on recognised grounds (signage, procedure, mitigation, first-offence discretion), the evidence checklist, and a candid win-likelihood note — or the honest advice to just pay it.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: 1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in… The licence is MIT.
When your agent uses it
- Someone got a ticket/fine/penalty notice and either has a legitimate case
- Wants an honest read on whether they do
Example prompts
- “/fine-appeal-letter”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Signage/markings defective or ambiguous — obscured, contradictory, missing at point of decision (photo-dependent; the strongest ground…
- Procedural error — wrong plate/location/time on the notice, issued outside rules, meter fault (the notice's own text is the evidence)
- The situation exempted you — loading, medical emergency, breakdown, valid permit not visible through no fault (documentation-dependent)
- Mitigation + first-offence discretion — no legal ground, but clean record + genuine circumstance + polite request for discretion…
What it can do on your machine
Read from SKILL.md and the folder at commit 1cbf1f0. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
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.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Fine Appeal Letter loads about 1k tokens when it runs. Until then it costs about 125 tokens; SKILL.md has 511 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from mohitagw15856/pm-claude-skills at commit 1cbf1f0, republished under its MIT licence (© mohitagw15856). 511 words, ~1,036 tokens.
Download SKILL.mdSave it as
.claude/skills/fine-appeal-letter/SKILL.md (or your agent's skills folder).- name
- fine-appeal-letter
- description
- Appeal a parking ticket, penalty charge, or administrative fine with the grounds that actually get appeals granted — not indignation. Use when someone got a ticket/fine/penalty notice and either has a legitimate case or wants an honest read on whether they do. Produces a short formal appeal letter built on recognised grounds (signage, procedure, mitigation, first-offence discretion), the evidence checklist, and a candid win-likelihood note — or the honest advice to just pay it.
Fine Appeal Letter
Appeals officers read thousands of letters. Anger loses; length loses; the word "outrageous" loses. What wins is a short letter matching one recognised ground to attached evidence. This skill writes that letter — and tells you when you don't have one, because the second-best outcome is not wasting an afternoon.
Required Inputs
- The notice — what for, when, where, the cited code/rule if shown, the deadline (appeals have clocks; state it back).
- What actually happened — the honest version. The letter will be built only from defensible facts.
- Evidence available — photos (signage, meter, bay markings), receipts, tickets, medical/breakdown documentation, prior clean record.
The Grounds That Work (match one, lead with it)
- Signage/markings defective or ambiguous — obscured, contradictory, missing at point of decision (photo-dependent; the strongest ground when real)
- Procedural error — wrong plate/location/time on the notice, issued outside rules, meter fault (the notice's own text is the evidence)
- The situation exempted you — loading, medical emergency, breakdown, valid permit not visible through no fault (documentation-dependent)
- Mitigation + first-offence discretion — no legal ground, but clean record + genuine circumstance + polite request for discretion; explicitly a request, not an argument (issuers grant more of these than people expect — but only to letters that don't pretend it's ground 1-3)
Output Format
- The honesty gate first — one short paragraph: which ground applies, its realistic strength (strong / arguable / discretion-only / none), and if none: "pay it; here's why fighting costs more."
- The letter — ≤250 words: reference numbers up top, ground stated in sentence one, facts in neutral past tense, evidence enumerated ("Photo A shows…"), the specific request (cancel / reduce to warning), deadline-respecting close. No adjectives about the issuer.
- Evidence checklist — exactly what to photograph or attach for the chosen ground, and what's missing that would upgrade the case.
- The realistic note — what happens next (timeline, escalation tier if refused) and whether escalation is worth it at this fine size.
Show full SKILL.md (194 more words)Show less
Quality Checks
- Exactly one primary ground, stated in the first sentence — letters that argue three grounds signal none is strong
- Every factual claim is attachable-evidence-backed or clearly framed as the appellant's account
- Zero emotional language survives — the tone test is "written by a calm lawyer with a train to catch"
- The honesty gate is present even when the letter is written — strength stated, not implied
- Reference number, date, and deadline appear correctly and the request is specific
Anti-Patterns
- Do not fabricate or shade circumstances — beyond ethics, issuers cross-check timestamps and records, and a caught embellishment kills a real ground
- Do not write the indignation draft "to feel heard" — this skill produces the version that wins, not the version that vents
- Do not bury the ground under narrative — officers triage in the first sentence
- Do not promise outcomes — likelihood language stays calibrated ("this ground succeeds regularly when photographed clearly")
- Do not encourage appealing a fair fine on volume tactics — the honesty gate exists precisely for this
Example Trigger Phrases
- "Appeal this parking ticket."
- "I got a penalty charge notice: can I challenge it?"
- "Write an appeal for this fine."
- "Is it worth appealing this ticket?"
© mohitagw15856, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/fine-appeal-letter of mohitagw15856/pm-claude-skills.
Open the folder on GitHubat commit 1cbf1f0
Compare with similar skills
Fine Appeal Letter 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 |
|---|---|---|---|---|---|---|
| Fine Appeal Letter this skillmohitagw15856/pm-claude-skills | 1.4k | — | ~1k | Automated safety check: Pass | MIT | |
| LLM Fine Tuningsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.3k | Automated safety check: Pass | MIT | |
| To Ticketsvinvcn/mattpocock-skills-zh-CN | 4.7k | — | ~924 | Automated safety check: Pass | MIT | |
| To Ticketsbestofjs/bestofjs | 3.1k | 20 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Peft Fine TuningOrchestra-Research/AI-Research-SKILLs | 13k | 6 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Fine Tuning With TrlOrchestra-Research/AI-Research-SKILLs | 13k | 6 repos | ~2.9k | Automated safety check: Pass | MIT |
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Questions about Fine Appeal Letter
What does Fine Appeal Letter do?
Appeal a parking ticket, penalty charge, or administrative fine with the grounds that actually get appeals granted — not indignation. Fine Appeal Letter is an agent skill from mohitagw15856/pm-claude-skills. Appeal a parking ticket, penalty charge, or administrative fine with the grounds that actually get appeals granted — not indignation.
When should I use Fine Appeal Letter?
Fine Appeal Letter fits situations like: someone got a ticket/fine/penalty notice and either has a legitimate case; wants an honest read on whether they do.
How do I install Fine Appeal Letter in Claude Code?
Run `npx skills add mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a claude-code`. Or copy the skill folder (skills/fine-appeal-letter in mohitagw15856/pm-claude-skills) into .claude/skills/fine-appeal-letter in your project. Claude Code loads it when a task matches its description.
How do I install Fine Appeal Letter in Codex?
Run `npx skills add mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a codex`. Or copy the skill folder (skills/fine-appeal-letter in mohitagw15856/pm-claude-skills) into .agents/skills/fine-appeal-letter in your project. Codex loads it when a task matches its description.
Can I use Fine Appeal Letter in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mohitagw15856/pm-claude-skills --skill fine-appeal-letter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fine-appeal-letter, .gemini/skills/fine-appeal-letter, .github/skills/fine-appeal-letter and .opencode/skills/fine-appeal-letter in your project.
What does Fine Appeal Letter need to run?
SKILL.md names no scripts, command-line tools or credentials: Fine Appeal Letter is instructions for the agent only.
Does Fine Appeal Letter access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Fine Appeal Letter safe to install?
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.
What licence does Fine Appeal Letter use?
Fine Appeal Letter is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Fine Appeal Letter use?
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Fine Appeal Letter?
Skills that share tags, products or a category with Fine Appeal Letter: LLM Fine Tuning (sickn33/agentic-awesome-skills, 47k stars), To Tickets (vinvcn/mattpocock-skills-zh-CN, 4.7k stars), To Tickets (bestofjs/bestofjs, 3.1k stars) and Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Fine Appeal Letter?
mohitagw15856 (a GitHub user) maintains it in mohitagw15856/pm-claude-skills, which has 1,434 GitHub stars. The repository holds 1,348 skills in this directory. The repository was last updated on October 9, 2026.
Source: mohitagw15856/pm-claude-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.