{"slug": "running-out-of-context-no-more", "title": "Running Out of Context? No More", "summary": "ScopeKit launched a new tool that creates task-specific context packs for AI coding agents, providing relevant files, symbols, tests, and relationships for a given task. The tool claims to reduce context size by up to 94% compared to alternatives while maintaining or improving code quality, aiming to improve efficiency for developers using AI assistants like Claude, Codex, and Cursor.", "body_md": "ScopeKit creates task-complete context packs for AI coding agents. It gives Claude, Codex, Cursor, and MCP clients the relevant files, symbols, tests, relationships, risks, and validation commands for a specific task.\n\n**The right files, not a graph to wander.**\n\n```\nnpm install -g scopekit\nscopekit setup\nscopekit index .\nscopekit pack \"Find auth/session logic\" --profile claude\n```\n\n`scopekit setup`\n\nwrites repo-local instruction files for Claude, Codex, and Cursor.- It does\n**not** globally install anything into Claude or Codex accounts. - For remote or cloud agents, commit the generated instruction files to the repo.\n\n```\nnpx scopekit setup\nnpx scopekit pack \"Find auth/session logic\" --profile claude\n```\n\n| File | Purpose |\n|---|---|\n`CLAUDE.md` |\nClaude Code instructions |\n`AGENTS.md` |\nCodex / agent instructions |\n`.cursor/rules/scopekit.mdc` |\nCursor rule |\n`.scopekit/mcp-config.example.json` |\nMCP snippet (when you run `scopekit install mcp` ) |\n`.scopekit/README.md` |\nLocal quick reference |\n\nThese files teach repo-local agents to use ScopeKit before broad repo search.\n\n| Command | Description |\n|---|---|\n`scopekit setup` |\nWrite repo-local agent instructions |\n`scopekit status` |\nShow graph/cache status |\n`scopekit index .` |\nBuild graph + context cache |\n`scopekit query \"<task>\"` |\nCompact query answer |\n`scopekit pack \"<task>\"` |\nTask-specific context pack (default profile) |\n`scopekit pack \"<task>\" --profile claude` |\nRicher pack for Claude / Cursor |\n`scopekit pack \"<task>\" --profile ultra` |\nSmallest pack for Codex-style workflows |\n`scopekit install cursor` |\nWrite Cursor rule only |\n`scopekit install claude` |\nWrite `CLAUDE.md` only |\n`scopekit install codex` |\nWrite `AGENTS.md` only |\n`scopekit install mcp` |\nWrite MCP config snippet |\n`scopekit mcp` |\nStart optional MCP server (stdio) |\n\n| Profile | Best for |\n|---|---|\n`default` |\nBalanced markdown pack |\n`ultra` |\nSmallest context — Codex-style workflows |\n`claude` |\nRicher relationships, tests, and risks — Claude / Cursor |\n\n*Illustrative pack (not from a specific repo):*\n\n```\nTask: Find auth/session logic\n\nRelevant files:\n  src/auth/login.ts — login entrypoint\n  src/auth/session.ts — session validation/storage\n  src/server/auth.controller.ts — API route layer\n\nRelationships:\n  controller calls session service\n  login UI calls auth endpoint\n  tests cover session behavior\n\nValidation:\n  npm test\n  npm run test:auth\n```\n\n**Claude / Cursor**\n\n```\nscopekit pack \"Plan a safe edit to auth flow\" --profile claude\n```\n\n**Codex**\n\n```\nscopekit pack \"Find impacted files for this change\" --profile ultra\n```\n\n**Remote / cloud agents**\n\nCommit the files `scopekit setup`\n\ncreates so agents can see them:\n\n```\ngit add CLAUDE.md AGENTS.md .cursor/rules/scopekit.mdc .scopekit/\ngit commit -m \"chore: add ScopeKit agent instructions\"\n```\n\nThe CLI/skill workflow by default. MCP is optional and gives live tool access to compatible clients.\n\n```\nscopekit install mcp   # writes .scopekit/mcp-config.example.json\nscopekit mcp             # stdio MCP server\n```\n\nClient setup guides: [docs/client-configs/](/shrey1110-dotcom/CLAUDE_API_SAVER/blob/clean-main/docs/client-configs) · Example config: [examples/generic-stdio/mcp-server.json](/shrey1110-dotcom/CLAUDE_API_SAVER/blob/clean-main/examples/generic-stdio/mcp-server.json)\n\nScoped benchmarks in this repository — not universal superiority claims.\n\n**Codex (supplied context, no MCP):** Across a 5-task Codex supplied-context benchmark, ScopeKit produced ~94% smaller supplied context than Graphify best-effort, achieved equal-or-better quality on 5/5 tasks, and lowered median Codex usage on 5/5 tasks.\n\n**Claude (supplied context, no MCP):** Across a 5-task Claude supplied-context benchmark in Cursor, ScopeKit's Claude profile produced 79–88% smaller supplied context than Graphify-derived context, with equal-or-better quality on 5/5 tasks. Exact Claude token usage was not available from Cursor, so no Claude token-savings claim is made.\n\n**MCP locked-mode:** Scoped Codex locked-mode MCP proofs show 80.0% mean reduction on auth-discovery and 94.3% mean reduction on impact-analysis.\n\nDetails: [docs/benchmarks.md](/shrey1110-dotcom/CLAUDE_API_SAVER/blob/clean-main/docs/benchmarks.md) · [docs/benchmarks/skill-head-to-head.md](/shrey1110-dotcom/CLAUDE_API_SAVER/blob/clean-main/docs/benchmarks/skill-head-to-head.md) · [docs/proofs/](/shrey1110-dotcom/CLAUDE_API_SAVER/blob/clean-main/docs/proofs)\n\nBenchmarks are scoped to this repo, tasks, and clients. They are not universal Graphify superiority claims. Diagnostic compression metrics are not proof of real agent savings. Token savings are not guaranteed.\n\n```\ngit clone https://github.com/shrey1110-dotcom/CLAUDE_API_SAVER.git\ncd CLAUDE_API_SAVER\nnpm install\nnpm run build\nnpm run graph:build\nnpm run context:build\nnpm link\nscopekit --help\nscopekit setup --dry-run\n```\n\n`repo-context`\n\nand `repo-context-mcp`\n\nstill work as deprecated aliases. They print a rename notice and forward to ScopeKit. New users should use `scopekit`\n\n.\n\n| Resource | URL |\n|---|---|\n| npm package |\n|", "url": "https://wpnews.pro/news/running-out-of-context-no-more", "canonical_source": "https://github.com/shrey1110-dotcom/CLAUDE_API_SAVER", "published_at": "2026-06-14 03:42:35+00:00", "updated_at": "2026-06-14 03:59:58.057714+00:00", "lang": "en", "topics": ["developer-tools", "ai-tools", "ai-agents", "large-language-models", "ai-products"], "entities": ["ScopeKit", "Claude", "Codex", "Cursor", "MCP"], "alternates": {"html": "https://wpnews.pro/news/running-out-of-context-no-more", "markdown": "https://wpnews.pro/news/running-out-of-context-no-more.md", "text": "https://wpnews.pro/news/running-out-of-context-no-more.txt", "jsonld": "https://wpnews.pro/news/running-out-of-context-no-more.jsonld"}}