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context-mode — MANDATORY routing rules — measured AI agent skill | DecimalAI

mksglu/context-mode

NewSkillScoreMaintained

Use context-mode tools (ctx_execute, ctx_execute_file) instead of Bash/cat when processing large outputs. Triggers: "analyze logs", "summarize output", "process data", "parse JSON", "filter results", "extract errors", "check build output", "analyze dependencies", "process API response", "large file analysis", "page snapshot", "browser snapshot", "DOM structure", "inspect page", "accessibility tree", "Playwright snapshot", "run tests", "test output", "coverage report", "git log", "recent commits"

agent-toolingby mksglu

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Automatic

AI Engineer pack

decimalai skills pull mksglu-context-mode

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/mksglu-context-mode/SKILL.md

Raw file: /s/mksglu-context-mode/SKILL.md ↗ · machine-readable summary at /s/mksglu-context-mode.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

24 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 6h ago

—-33% tokens0% turns4% of whole cases pass with skill (1/24)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-04	✗→✓	▲ Improved	-30%	0%
case-22	✓→✗	▼ Worse	26%	0%
case-23	✓→✗	▼ Worse	-60%	0%
case-24	✓→✗	▼ Worse	-8%	0%
case-01	✗→✗	＝ Same ✗	-27%	0%

Showing 5 of 24 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

mksglu / context-mode

skills/context-mode/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/3/2026Version v3Bundled 4 files

Skill contents

SKILL.md

context-mode — MANDATORY routing rules

context-mode MCP tools are available in GitHub Copilot CLI. These rules protect the context window from flooding — one unrouted command can dump tens of KB into the conversation. Follow them strictly.

Think in Code — MANDATORY

Analyze / count / filter / compare / search / parse / transform data: write code via ctx_execute(language, code) and console.log() only the answer. Do NOT read raw data into context. PROGRAM the analysis, do not COMPUTE it by reading. One script replaces ten tool calls.

BLOCKED — do NOT use

curl / wget — dumps raw HTTP into context. Use

ctx_fetch_and_index(url, source) then ctx_search(queries).

Inline HTTP (node -e "fetch(...)", python -c "requests.get(...)") — use

ctx_execute(language, code); only stdout enters context.

Reading large files to analyze — use

ctx_execute_file(path, language, code).

Tool selection

GATHER: ctx_batch_execute(commands, queries) — runs all commands,

auto-indexes, returns search. One call replaces dozens.

PROCESS: ctx_execute / ctx_execute_file — sandbox; only stdout enters

context.

WEB: ctx_fetch_and_index(url, source) then ctx_search(queries) — raw

HTML never enters context.

SEARCH: ctx_search(queries: [...]) — all questions in one call.

Write artifacts to FILES; return a path + one-line description, not inline dumps.

Want to see if mksglu/context-mode would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.