Agent skill

Cursor Context Management

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy.

MITAuto-check: notesAgent Workflows

Install Cursor Context Management

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill cursor-context-management -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace cursor-context-management --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-context-management .claude/skills/cursor-context-management && rm -rf skills-src

Use ~/.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/

Facts

Skill name
cursor-context-management
GitHub stars
2.8k
Token cost
~2.1k tokens
SKILL.md length
734 words
Files
8 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy.

  • Works in 4 steps: Start with the exact files, symbols, and… → Inspect context pills/attachments before… → Start a new chat when topic or… → …
  • Context management
  • SKILL.md covers Overview, Prerequisites, Instructions and Output, plus 11 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Cursor Context Management is an agent skill from jeremylongshore/tons-of-skills-marketplace. Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy. Triggers on "cursor context", "context window", "context limit", "cursor memory", "context management", "@-mentions", "context pills".

Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including reference files (for example `references/advanced-techniques.md`, `references/best-practices.md` and `references/context-optimization-strategies.md`). Compatibility notes: Designed for Claude Code

It sits in Agent Workflows, covering Context engineering. 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.

When your agent uses it

  • Context management
  • Tasks that involve Context engineering

Example prompts

  • “cursor context”
  • “context window”
  • “context limit”
  • “/cursor-context-management”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(cmd:*)

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Start with the exact files, symbols, and constraints needed; avoid indiscriminate @Codebase use.
  2. Inspect context pills/attachments before submitting and remove stale or sensitive material.
  3. Start a new chat when topic or repository boundary changes.
  4. Verify generated output against the source and tests; context relevance never replaces validation.

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Bash(cmd:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are gitignore and yaml).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • docs.cursor.com

    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.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

Cursor Context Management loads about 2.1k tokens when it runs, and up to ~3.3k if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 734 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~2.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.3k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:180
    .env
  • NoteMentions a .env fileSKILL.md:181
    .env.*

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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 734 words, ~2,083 tokens.

Download SKILL.mdSave it as .claude/skills/cursor-context-management/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.
name
cursor-context-management
description
Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy. Triggers on "cursor context", "context window", "context limit", "cursor memory", "context management", "@-mentions", "context pills".
allowed-tools
Read, Write, Edit, Bash(cmd:*)
compatibility
Designed for Claude Code
version
1.19.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, cursor, cursor-context

Cursor Context Management

Overview

Control what Cursor sees so each conversation has the minimum relevant, policy-permitted context required for a reliable answer or edit.

Prerequisites

  • A task scope, approved privacy setting, data classification, and working ignore configuration.
  • Relevant files/interfaces that can be shared without credentials, customer data, or unrelated repositories.

Instructions

  1. Start with the exact files, symbols, and constraints needed; avoid indiscriminate @Codebase use.
  2. Inspect context pills/attachments before submitting and remove stale or sensitive material.
  3. Start a new chat when topic or repository boundary changes.
  4. Verify generated output against the source and tests; context relevance never replaces validation.

Output

  • A minimal documented context set and a scoped result that can be independently reviewed.

Error Handling

ConditionSafe response
Context is stale or contradictoryStart a new topic-scoped chat with current files.
Sensitive path appearsStop, remove it, repair exclusions, and follow exposure procedure.
Model misses key factAttach the authoritative file/interface rather than expanding the whole codebase.

Examples

For a bug in one service, attach its handler, interface, and focused test, state the failing behavior, and ask for a minimal fix. If the conversation starts discussing a different service, open a new chat instead of piling on more context.

Optimize how Cursor AI uses context to produce accurate, relevant responses. Context is everything the model sees when generating a response -- managing it well is the single biggest lever for output quality.

Context Sources

Cursor assembles context from multiple sources before each AI request:

┌─ Always Included ─────────────────────────────────────┐
│  System prompt (Cursor internal)                      │
│  Active .cursor/rules/*.mdc with alwaysApply: true    │
│  Current file (for Tab, Inline Edit)                  │
└───────────────────────────────────────────────────────┘
┌─ Conditionally Included ──────────────────────────────┐
│  Selected code (highlighted before Cmd+L/Cmd+K)       │
│  @-mention targets (@Files, @Folders, @Code)          │
│  Glob-matched rules (.mdc with matching globs)        │
│  Conversation history (prior turns in chat)           │
│  Open editor tabs (lightweight reference)             │
└───────────────────────────────────────────────────────┘
┌─ On-Demand (explicit @-mention) ──────────────────────┐
│  @Codebase  → semantic search across indexed files    │
│  @Docs      → crawled external documentation          │
│  @Web       → live web search results                 │
│  @Git       → uncommitted diff or branch diff         │
│  @Lint Errors → current file lint diagnostics         │
└───────────────────────────────────────────────────────┘

Context Pills

Active context appears as pills at the top of the Chat/Composer panel:

[main.ts] [src/utils/] [@Web: next.js 15] [Rule: typescript-standards]
  • Click a pill to expand and see its contents
  • Click x on a pill to remove it from context
  • Adding too many pills fills the context window, degrading response quality

@-Mention Strategy by Task

Code Understanding
@src/auth/middleware.ts @src/types/user.ts
Explain how the JWT validation works and what happens when a token expires.

Use @Files for specific files. Avoid @Folders unless you need the full directory -- it consumes a lot of context.

Bug Investigation
@src/hooks/useCart.ts @Lint Errors @Recent Changes
The cart total is NaN after the latest changes. What broke?

@Recent Changes + @Lint Errors gives the model forensic context.

Architecture Questions
@Codebase where are database queries made?

@Codebase triggers semantic search across the indexed codebase. Good for discovery when you do not know which files are relevant. Costs more context than targeted @Files mentions.

Using External Knowledge
@Docs Prisma @Web prisma client extensions 2025
How do I add soft-delete as a Prisma Client extension?

@Docs uses pre-indexed documentation. @Web does a live search. Combine both for comprehensive answers about third-party tools.

Context Budget Management

Each model has a context limit. Overloading it causes the model to drop information silently:

ModelContext WindowPractical Limit
GPT-4o128K tokens~80K usable
Claude Sonnet200K tokens~150K usable
Claude Opus200K tokens~150K usable
cursor-small8K tokens~5K usable
Signs of Context Overflow
  • Model forgets instructions from earlier in the conversation
  • Responses become generic or repetitive
  • Model contradicts what it said 3 turns ago
  • Suggested code ignores file context you provided
Show full SKILL.md (281 more words)Show less
Mitigation Strategies
  1. Start new conversations frequently. One topic per conversation.
  2. Use specific @Files, not @Folders. @src/api/users.ts is better than @src/api/.
  3. Remove context pills you no longer need. Click x to drop stale files.
  4. Avoid @Codebase for narrow questions. It pulls in many code chunks. Use @Files when you know the location.
  5. Break large tasks into steps. Ask for the type definitions first, then the implementation, then the tests -- in separate turns or chats.

Automatic vs Manual Context

Cursor automatically includes context in some cases:

FeatureAutomatic Context
Tab CompletionCurrent file + open tabs + recent edits
Inline Edit (Cmd+K)Selected code + surrounding file
Chat (Cmd+L)Conversation history + explicitly added context
Composer (Cmd+I)Referenced files + codebase search

For Chat and Composer, you control context through @-mentions. Tab and Inline Edit manage their own context automatically.

.cursorignore for Context Control

Prevent files from ever being included in AI context:

gitignore
# .cursorignore (project root)

# Secrets and credentials
.env
.env.*
**/secrets/
**/credentials/

# Large generated files
dist/
build/
node_modules/
*.min.js
*.bundle.js

# Data files that consume context budget
*.csv
*.sql
*.sqlite
fixtures/

Note: .cursorignore is best-effort. It prevents files from appearing in indexing and AI features, but is not a security boundary for protecting secrets. Use .gitignore and environment variables for actual secret management.

Advanced: Scoped Rules as Context

Project rules automatically inject context when relevant files are opened:

yaml
# .cursor/rules/database-patterns.mdc
---
description: "Database query patterns and conventions"
globs: "src/db/**/*.ts,src/repositories/**/*.ts"
alwaysApply: false
---
# Database Conventions
- Use parameterized queries exclusively
- All queries go through repository pattern
- Wrap multi-table operations in transactions
- Use connection pooling (pool size: 10)

This rule automatically loads when editing database files, giving the AI the right conventions without you manually adding context each time.

Enterprise Considerations

  • Data sensitivity: Use .cursorignore to exclude files with PII, credentials, or regulated data
  • Privacy Mode: Ensures code sent as context has zero data retention at model providers
  • Conversation hygiene: Train teams to start new chats per task to avoid context bleed
  • Cost awareness: Larger context = more tokens = higher API costs when using BYOK

Resources

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 7 other files (references) in skills/.curated/cursor-context-management of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/advanced-techniques.md
  • references/best-practices.md
  • references/context-optimization-strategies.md
  • references/conversation-context.md
  • references/errors.md
  • references/examples.md
  • references/managing-large-codebases.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Cursor Context Management 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.

Cursor Context Management compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cursor Context Management this skilljeremylongshore/tons-of-skills-marketplace2.8k—~2.1kAutomated safety check: NotesMIT
Context Mode Output Sandboxmksglu/context-mode26k—~4.1kAutomated safety check: PassCustom licence
Memori Long-Term MemoryMemoriLabs/Memori17k—~2kAutomated safety check: NotesCustom licence
Picoclaw Skill Creatorsipeed/picoclaw30k—~4.4kAutomated safety check: PassMIT
ccc Semantic Code Searchcocoindex-io/cocoindex-code2.8k—~938Automated safety check: PassApache-2.0
Context Mode for Antigravity CLImksglu/context-mode26k—~850Automated safety check: PassCustom licence

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Categories

Questions about Cursor Context Management

What does Cursor Context Management do?

Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy. Cursor Context Management is an agent skill from jeremylongshore/tons-of-skills-marketplace. Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy.

When should I use Cursor Context Management?

Cursor Context Management fits situations like: context management; tasks that involve Context engineering.

How do I install Cursor Context Management in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cursor-context-management -a claude-code`. Or copy the skill folder (skills/.curated/cursor-context-management in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/cursor-context-management in your project. Claude Code loads it when a task matches its description.

How do I install Cursor Context Management in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cursor-context-management -a codex`. Or copy the skill folder (skills/.curated/cursor-context-management in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/cursor-context-management in your project. Codex loads it when a task matches its description.

Can I use Cursor Context Management 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 jeremylongshore/tons-of-skills-marketplace --skill cursor-context-management -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-context-management, .gemini/skills/cursor-context-management, .github/skills/cursor-context-management and .opencode/skills/cursor-context-management in your project.

What does Cursor Context Management need to run?

SKILL.md names no scripts, command-line tools or credentials: Cursor Context Management is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(cmd:*). Compatibility (from SKILL.md): Designed for Claude Code.

Does Cursor Context Management access the network?

SKILL.md names 1 domain. As links in the text: docs.cursor.com. This is read from the text; nothing was executed.

Is Cursor Context Management safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Cursor Context Management use?

Cursor Context Management is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Cursor Context Management use?

About 2.1k tokens (SKILL.md is roughly 8.3k 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 1.2k tokens, read only when the agent opens those files.

What are the alternatives to Cursor Context Management?

Skills that share tags, products or a category with Cursor Context Management: Context Mode Output Sandbox (mksglu/context-mode, 26k stars), Memori Long-Term Memory (MemoriLabs/Memori, 17k stars), Picoclaw Skill Creator (sipeed/picoclaw, 30k stars) and ccc Semantic Code Search (cocoindex-io/cocoindex-code, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cursor Context Management?

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.