Trellis Session Insight
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
Debug AI suggestion quality, context issues, and code generation problems in Cursor.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cursor-debug-bundle --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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/cursor-debug-bundle .claude/skills/cursor-debug-bundle && 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 "cursor-debug-bundle" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cursor-debug-bundle into .claude/skills/cursor-debug-bundle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cursor-debug-bundle", 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/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cursor-debug-bundleType 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 jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cursor-debug-bundle --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/cursor-debug-bundle .agents/skills/cursor-debug-bundle && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cursor-debug-bundle" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cursor-debug-bundle into .agents/skills/cursor-debug-bundle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cursor-debug-bundle", 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 jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cursor-debug-bundle --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/cursor-debug-bundle .cursor/skills/cursor-debug-bundle && 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 "cursor-debug-bundle" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cursor-debug-bundle into .cursor/skills/cursor-debug-bundle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cursor-debug-bundle", 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/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/cursor-debug-bundle--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 jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cursor-debug-bundle --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/cursor-debug-bundle .gemini/skills/cursor-debug-bundle && 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 "cursor-debug-bundle" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cursor-debug-bundle into .gemini/skills/cursor-debug-bundle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cursor-debug-bundle", 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 jeremylongshore/tons-of-skills-marketplace cursor-debug-bundleInstalls 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 jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/cursor-debug-bundle .github/skills/cursor-debug-bundle && 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 "cursor-debug-bundle" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cursor-debug-bundle into .github/skills/cursor-debug-bundle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cursor-debug-bundle", 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 jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cursor-debug-bundle --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/cursor-debug-bundle .opencode/skills/cursor-debug-bundle && 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 "cursor-debug-bundle" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cursor-debug-bundle into .opencode/skills/cursor-debug-bundle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cursor-debug-bundle", 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.
cursor-debug-bundleDebug AI suggestion quality, context issues, and code generation problems in Cursor.
Cursor Debug Bundle is an agent skill from jeremylongshore/tons-of-skills-marketplace. Debug AI suggestion quality, context issues, and code generation problems in Cursor. Triggers on "debug cursor ai", "cursor suggestions wrong", "bad cursor completion", "cursor ai debug", "cursor hallucination".
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/debugging-chat-issues.md`, `references/debugging-completions.md` and `references/errors.md`). Compatibility notes: Designed for Claude Code
It sits in Development, covering Debugging. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditBash(cmd:*)From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npmcursorFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comdocs.cursor.comFrom 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.
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Cursor Debug Bundle loads about 2.1k tokens when it runs, and up to ~2.8k if it reads all its reference files. Until then it costs about 58 tokens; SKILL.md has 690 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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 690 words, ~2,096 tokens.
.claude/skills/cursor-debug-bundle/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Collect a minimal, redacted reproduction for a Cursor issue involving context, rules, indexing, model behavior, or extensions. Debug material may contain proprietary code or prompts, so scope and retention matter as much as reproducibility.
Diagnose and fix AI suggestion quality issues in Cursor. Covers why AI generates wrong code, how to improve context, and systematic debugging workflows.
When AI suggestions are wrong, the cause is almost always one of these:
┌─ Context Problems (80% of issues) ───────────────────────┐
│ 1. Missing context: AI doesn't have the relevant code │
│ 2. Wrong context: AI has stale or irrelevant files │
│ 3. Too much context: context window overflow │
│ 4. No project rules: AI doesn't know your conventions │
└──────────────────────────────────────────────────────────┘
┌─ Model Problems (15% of issues) ─────────────────────────┐
│ 5. Wrong model for the task │
│ 6. Model hallucinating APIs or patterns │
└──────────────────────────────────────────────────────────┘
┌─ Prompt Problems (5% of issues) ─────────────────────────┐
│ 7. Ambiguous or vague instructions │
│ 8. Conflicting requirements in prompt │
└──────────────────────────────────────────────────────────┘Symptom: Generated code uses React.createClass, old Express syntax, or deprecated patterns.
Root cause: Model training data includes old code. No project rules specifying versions.
Fix:
# .cursor/rules/stack-versions.mdc
---
description: "Tech stack version pinning"
globs: ""
alwaysApply: true
---
# Stack Versions (ALWAYS use these)
- React 19 with Server Components (NOT class components)
- Next.js 15 App Router (NOT Pages Router)
- TypeScript 5.7 strict mode
- Prisma 6 (NOT Sequelize or TypeORM)
- Tailwind CSS 4 (NOT styled-components)
- Node.js 22 (ESM, NOT CommonJS require())Symptom: Generated code uses different naming, structure, or patterns than your codebase.
Root cause: AI does not have your existing code as context.
Fix: Reference your existing patterns explicitly:
@src/api/users/route.ts
Create src/api/products/route.ts following the EXACT same patterns:
same error handling, same response format, same validation approach.Symptom: AI calls functions or uses imports that do not exist in your project or in the library.
Root cause: Model confuses similar libraries or invents plausible-sounding APIs.
Fix:
@Docs context: @Docs Prisma gives the AI real API documentationnpm run build immediately after applying@Files to show the actual module interface: @src/lib/database.tsSymptom: You ask for one thing, AI does something different.
Root cause: Context window overflow -- your instructions get pushed out by file contents.
Fix:
@ references -- each consumes context budget@Files instead of @Codebase to reduce context volumeSymptom: Tab keeps suggesting the same wrong pattern.
Root cause: Tab has limited context compared to Chat/Composer.
Fix:
Esc (trains the model)When AI output is consistently wrong:
Step 1: Check context
- Open Chat, look at context pills at top
- Are the right files included?
- Are stale files adding noise?
Step 2: Check rules
- @Cursor Rules in chat -- what rules are active?
- Do rules conflict with each other?
- Are glob patterns matching the right files?
Step 3: Test with minimal context
- Start new chat
- Add ONLY the most relevant file: @src/the-file.ts
- Ask your question with explicit constraints
- If this works, the issue was context pollution
Step 4: Test with different model
- Switch from Sonnet to Opus or GPT-5
- If better model gives better results, the task needs more reasoning power
Step 5: Check indexing
- Is the codebase indexed? (status bar shows "Indexed")
- Is the relevant file excluded by .cursorignore?
- Run Cmd+Shift+P > "Cursor: Resync Index"Cmd+Shift+P > Developer: Toggle Developer Tools
Check the Console tab for:
Enable verbose output: Cursor Settings > search "log level" > set to "Debug"
Logs location:
~/Library/Application Support/Cursor/logs/~/.config/Cursor/logs/1. Note Cursor version: Help > About
2. Note model used (from Chat/Composer header)
3. Copy the exact prompt that produced wrong output
4. Copy the wrong output
5. List active extensions: Cmd+Shift+P > "Extensions: Show Installed"
6. Note if Privacy Mode is on (affects model behavior)
7. Report at forum.cursor.com or github.com/getcursor/cursor/issues.cursor/rules/ for outdated or conflicting rules| Condition | Safe response |
|---|---|
| Bundle contains proprietary code or credentials | Stop distribution, remove the material, rotate exposed secrets, and recreate a minimal redacted reproducer. |
| Issue cannot reproduce | Record the exact environment delta and keep the issue open for additional evidence. |
| Debugging changes global settings | Revert after the test or use a disposable profile. |
For a bad-context report, create a new chat with one sanitized file and a short non-sensitive request. Record the Cursor version, active rules, selected model, expected and observed behavior, then attach only redacted material approved for the support channel.
© jeremylongshore, 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 4 other files (references) in skills/.curated/cursor-debug-bundle of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Cursor Debug Bundle 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 |
|---|---|---|---|---|---|---|
| Cursor Debug Bundle this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Trellis Session Insightmindfold-ai/Trellis | 15k | 4 repos | ~1.7k | Automated safety check: Pass | AGPL-3.0 | |
| Native Data FetchingCherryHQ/cherry-studio-app | 4k | 6 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Debugging Executionsn8n-io/n8n | 207k | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Aoti Debugpytorch/pytorch | 104k | 1 repos | ~1.7k | Automated safety check: Pass | Custom licence | |
| Herdr Throwaway Reproductionherdrdev/herdr | 43k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 |
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
CherryHQ/cherry-studio-app
A skill your agent uses when implementing or debugging ANY network request, API call, or data fetching.
n8n-io/n8n
Debug failed or wrong-output workflow executions using executions tools.
pytorch/pytorch
Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.
herdrdev/herdr
Runs a disposable, uniquely named Herdr session inside an existing one so runtime, pane, terminal or API bugs can be reproduced without touching the main session.
ultralisp/ultralisp
A skill your agent uses when encountering any bug, test failure, or unexpected behavior, before proposing fixes
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
jeremylongshore/tons-of-skills-marketplace
Execute proactive auto-loading: automatically detects and loads agents.md files.
jeremylongshore/tons-of-skills-marketplace
Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
jeremylongshore/tons-of-skills-marketplace
Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Categories
Debug AI suggestion quality, context issues, and code generation problems in Cursor. Cursor Debug Bundle is an agent skill from jeremylongshore/tons-of-skills-marketplace. Debug AI suggestion quality, context issues, and code generation problems in Cursor.
Cursor Debug Bundle fits situations like: debug cursor ai; Cursor suggestions wrong; bad cursor completion; Cursor ai debug.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a claude-code`. Or copy the skill folder (skills/.curated/cursor-debug-bundle in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/cursor-debug-bundle in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a codex`. Or copy the skill folder (skills/.curated/cursor-debug-bundle in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/cursor-debug-bundle 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 jeremylongshore/tons-of-skills-marketplace --skill cursor-debug-bundle -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cursor-debug-bundle, .gemini/skills/cursor-debug-bundle, .github/skills/cursor-debug-bundle and .opencode/skills/cursor-debug-bundle in your project.
Going by SKILL.md and its folder, Cursor Debug Bundle needs the command-line tools its instructions call (npm and cursor). Our summary lists: Node.js. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(cmd:*). Compatibility (from SKILL.md): Designed for Claude Code.
SKILL.md names 2 domains. As links in the text: github.com and docs.cursor.com. 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.
Cursor Debug Bundle is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.4k 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 682 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Cursor Debug Bundle: Trellis Session Insight (mindfold-ai/Trellis, 15k stars), Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Debugging Executions (n8n-io/n8n, 207k stars) and Aoti Debug (pytorch/pytorch, 104k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.