open-context-mode
Run code where the data lives — only the answer enters context.
Skill by zademy
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: spreadsheets, backend, testing, devops
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What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 26, 2026.
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Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/open-context-mode
What's inside
- Skill name
open-context-mode- Description
- Run code where the data lives — only the answer enters context. Use for any command, file, or API whose output you must read before answering: test and build logs, JSON/CSV/YAML, git history and diffs, CLI state (gh, aws, kubectl, docker), dependency trees, repo-wide greps and metrics, external docs, browser snapshots, any MCP result over ~20 lines. Tools: open_ctx_execute · open_ctx_execute_file · open_ctx_batch_execute · open_ctx_search · open_ctx_index · open_ctx_fetch_and_index. Rare: open_ctx_stats · open_ctx_doctor · open_ctx_insight · open_ctx_purge.
- License
- MIT
- Instructions
- 144 lines in SKILL.md · view on GitHub
Files (5)
- SKILL.md
- anti-patterns.md · references/
- patterns-javascript.md · references/
- patterns-python.md · references/
- patterns-shell.md · references/
SKILL.md (first lines)
# Open Context Mode
## The rule
**Print the answer, not the data.**
Raw output you read is context you spend for the rest of the session. Raw output you
never read is context you keep for the actual work. Derivation belongs where the inputs
are.
A failing suite needs its failing lines, not 3000 lines. A 40 MB log needs its errors,
not the log. Write the code that isolates them — in JavaScript, Python or shell — and let
it print only that.
## Bash stays where there is nothing to read back
Mutations and navigation: `mkdir` `mv` `cp` `rm` `touch` `chmod` · `cd` `pwd` `which` ·
`git add` `git commit` `git push` `git checkout` `git branch` `git merge` ·
`npm install` `pip install` · `kill` `pkill` · `echo` `printf`.
Single short observational commands: `whoami`, `git status` on a clean tree.
`ls` and `find` qualify only when the listing is a handful of lines — `ls -R` over a
repo is a derivation, not a listing.
Editing a file is Edit/Write. A file you intend to **edit** must be read with Read, so
the edit can match its exact text.
Everything else — anything that reads, queries, fetches, lists, diffs, logs, builds,
tests or inspects — goes through the sandbox.
## Pick the tool
| Situation | Tool |
|---|---|
| A command, and an answer derived from its output | `open_ctx_execute` |
| One file, and an answer derived from it | `open_ctx_execute_file` |
| 3+ commands or sources, plus questions about them | `open_ctx_batch_execute` |
| Web pages to consult | `open_ctx_fetch_and_index` |
| Content already indexed, or a past session | `open_ctx_search` |
| Reference worth keeping (API docs, tool schemas, a spec) | `open_ctx_index` |
| What open-context-mode itself saved; is it installed right | `open_ctx_stats` · `open_ctx_doctor` |
| Usage dashboard; delete indexed content | `open_ctx_insight` · `open_ctx_purge(confirm: true)` |
Per-tool detail: `/open-context-mode:open-ctx-search`, `:open-ctx-index`,
`:open-ctx-stats`, `:open-ctx-doctor`, `:open-ctx-insight`, `:open-ctx-purge`.
## Two levers that decide whether output lands or floods
**`intent: "<2-4 technical terms>"`** — pass it whenever output may exceed ~5 KB. The
output is indexed instead of returned: you get section titles plus previews, and
`open_ctx_search` retrieves the parts you later need. Without it the whole payload
enters context.
**`queries: ["q1", "q2", ...]`** — on `open_ctx_batch_execute` and `open_ctx_search`.
Every question in one array, one round trip. Never one call per question.
## Workflows
### Derive from a command
```javascript
const { execSync } = require('child_process');
const out = execSync('npm test', { encoding: 'utf8', stdio: ['ignore', 'pipe', 'pipe'] });
console.log(out.split('\n').filter(l => /(FAIL|✗|×|Error:|Tests +.*(failed|passed))/i.test(l)).slice(0, 40).join('\n'));
```
Wrap anything that can throw in `try/catch` — uncaught errors go to stderr, not through
your code path.
### Derive from a file
```python
import json
data = json.loads(FILE_CONTENT) # pre-loaded in the sandbox, never in context
failed = [r for r in data if r.get("status") == "failed"]
print(f"{len(data)} records, {len(failed)} failed")
print(json.dumps(failed, indent=2)[:2000])
```
### Gather and query in one round trip
```javascript
open_ctx_batch_execute({
commands: [
{ label: "history", command: "git log --oneline -50" },
{ label: "diff", command: "git diff HEAD~5 --stat" },
{ label: "commits", command: "git show --stat HEAD~2 HEAD" },
],
queries: ["root cause", "proposed fix"],
concurrency: 3,
})
```
`concurrency` parallelizes the **fetch** phase only. Keep it at `1` for CPU-bound work
or shared state: builds, tests, linters, anything touching a lock file or a port.
### Recall later
```javascript
open_ctx_search({ queries: ["auth middleware", "token refresh"], source: "issue-683", limit: 3 })
```
`source` is a partial match on the label you gave that source — `"issue-683"`,
`"react"`, `"obsidian"`. Two to four technical terms per query; synonyms dilute the
ranking. Past-session memory carries its own labels: `decision`, `error`, `blocker`,
`plan`, `user-prompt`, `compaction`.
## Language
Pick the one whose standard library makes the job shortest.
- **`javascript`** — the default. `fs`, `path` and `child_process` are built in, so
most work needs no subprocess. Use it for anything touching the filesystem or shelling
out.
- **`shell`** — when the work *is* a CLI pipeline (`git log | grep | wc`).
- **`python`** — data-shaped work where `json`, `re` or `collections` is shorter than
the JS equivalent.
Only `console.log` (JS/TS), `print` (Python/Ruby/Perl/R), `echo` (shell/PHP),From zademy/opencode-context-mode, MIT.
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Subjects every non-trivial decision to a fresh-context adversarial review before it stands.
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Conducts multi-axis code review.
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Manages deprecation and migration.
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Signals
- Stars
- 2
- Forks
- 0
- Open issues
- 1
- Last commit (this folder)
- Oct 10, 2026 (18 days ago)
- Last release
- Oct 24, 2026 (4 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/zademy/opencode-context-mode
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Establishes a project's quality bar as a written contract and stops agents quietly lowering it.
SkillAFreshness: A★ 2Claude Code +9 - 0.603score
performance-optimization
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Optimizes application performance across frontend, backend, queries, and databases.
SkillAFreshness: A★ 2Claude Code +9 - 0.603score
security-and-hardening
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Hardens code against vulnerabilities.
SkillAFreshness: A★ 2Claude Code +9 - 0.598score
frontend-ui-engineering
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SkillAFreshness: A★ 2Claude Code +9 - 0.598score
git-workflow-and-versioning
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Structures git workflow practices.
SkillAFreshness: A★ 2Claude Code +9 - 0.598score
incremental-implementation
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Delivers changes incrementally in thin, verifiable slices.
SkillAFreshness: A★ 2Claude Code +9
Cite this page
open-context-mode skill. Agent Mart. https://agentmart.dev/skills/zademy-open-context-mode (last updated 2026-10-24)