SKILL.md
$2b
When uncertain, use context-mode. Every KB of unnecessary context reduces the quality and speed of the entire session.
Decision Tree
About to run a command / read a file / call an API?
│
├── Command is on the Bash whitelist (file mutations, git writes, navigation, echo)?
│ └── Use Bash
│
├── Output MIGHT be large or you're UNSURE?
│ └── Use context-mode ctx_execute or ctx_execute_file
│
├── Fetching web documentation or HTML page?
│ └── Use ctx_fetch_and_index → ctx_search
│
├── Using Playwright (navigate, snapshot, console, network)?
│ └── ALWAYS use filename parameter to save to file, then:
│ browser_snapshot(filename) → ctx_index(path) or ctx_execute_file(path)
│ browser_console_messages(filename) → ctx_execute_file(path)
│ browser_network_requests(filename) → ctx_execute_file(path)
│ ⚠ browser_navigate returns a snapshot automatically — ignore it,
│ use browser_snapshot(filename) for any inspection.
│ ⚠ Playwright MCP uses a SINGLE browser instance — NOT parallel-safe.
│ For parallel browser ops, use agent-browser via execute instead.
│
├── Using agent-browser (parallel-safe browser automation)?
│ └── Run via execute (shell) — each call gets its own subprocess:
│ execute("agent-browser open example.com && agent-browser snapshot -i -c")
│ ✓ Supports sessions for isolated browser instances
│ ✓ Safe for parallel subagent execution
│ ✓ Lightweight accessibility tree with ref-based interaction
│
├── Processing output from another MCP tool (Context7, GitHub API, etc.)?
│ ├── Output already in context from a previous tool call?
│ │ └── Use it directly. Do NOT re-index with ctx_index(content: ...).
│ ├── Need to search the output multiple times?
│ │ └── Save to file via ctx_execute, then ctx_index(path) → ctx_search
│ └── One-shot extraction?
│ └── Save to file via ctx_execute, then ctx_execute_file(path)
│
└── Reading a file to analyze/summarize (not edit)?
└── Use ctx_execute_file (file loads into FILE_CONTENT, not context)
When to Use Each Tool
Situation
Tool
Example
Hit an API endpoint
ctx_execute
fetch('http://localhost:3000/api/orders')
Run CLI that returns data
ctx_execute
gh pr list, aws s3 ls, kubectl get pods
Run tests
ctx_execute
npm test, pytest, go test ./...
Git operations
ctx_execute
git log --oneline -50, git diff HEAD~5
Docker/K8s inspection
ctx_execute
docker stats --no-stream, kubectl describe pod
Read a log file
ctx_execute_file
Parse access.log, error.log, build output
Read a data file
ctx_execute_file
Analyze CSV, JSON, YAML, XML
Read source code to analyze
ctx_execute_file
Count functions, find patterns, extract metrics
Fetch web docs
ctx_fetch_and_index
Index React/Next.js/Zod docs, then search
Playwright snapshot
browser_snapshot(filename) → ctx_index(path) → ctx_search
Save to file, index server-side, query
Playwright snapshot (one-shot)
browser_snapshot(filename) → ctx_execute_file(path)
Save to file, extract in sandbox
Playwright console/network
browser_*(filename) → ctx_execute_file(path)
Save to file, analyze in sandbox
MCP output (already in context)
Use directly
Don't re-index — it's already loaded
MCP output (need multi-query)
ctx_execute to save → ctx_index(path) → ctx_search
Save to file first, index server-side
Wipe indexed KB content
ctx_purge(confirm: true)
Permanently deletes all indexed content
Automatic Triggers
Use context-mode for ANY of these, without being asked:
- API debugging: "hit this endpoint", "call the API", "check the response", "find the bug in the response"
- Log analysis: "check the logs", "what errors", "read access.log", "debug the 500s"
- Test runs: "run the tests", "check if tests pass", "test suite output"
- Git history: "show recent commits", "git log", "what changed", "diff between branches"
- Data inspection: "look at the CSV", "parse the JSON", "analyze the config"
- Infrastructure: "list containers", "check pods", "S3 buckets", "show running services"
- Dependency audit: "check dependencies", "outdated packages", "security audit"
- Build output: "build the project", "check for warnings", "compile errors"
- Code metrics: "count lines", "find TODOs", "function count", "analyze codebase"
- Web docs lookup: "look up the docs", "check the API reference", "find examples"
Language Selection
Situation
Language
Why
HTTP/API calls, JSON
javascript
Native fetch, JSON.parse, async/await
Data analysis, CSV, stats
python
csv, statistics, collections, re
Shell commands with pipes
shell
grep, awk, jq, native tools
File pattern matching
shell
find, wc, sort, uniq
Search Query Strategy
- BM25 uses OR semantics — results matching more terms rank higher automatically
- Use 2-4 specific technical terms per query
- **Always use
sourceparameter** when multiple docs are indexed to avoid cross-source contamination
- Partial match works:
source: "Node"matches"Node.js v22 CHANGELOG"
- **Always use
queriesarray** — batch ALL search questions in ONE call:
ctx_search(queries: ["transform pipe", "refine superRefine", "coerce codec"], source: "Zod")
- NEVER make multiple separate ctx_search() calls — put all queries in one array
External Documentation
- **Always use
ctx_fetch_and_index** for external docs — NEVERcatorctx_executewith local paths for packages you don't own
- For GitHub-hosted projects, use the raw URL:
https://raw.githubusercontent.com/org/repo/main/CHANGELOG.md
- After indexing, use the
sourceparameter in search to scope results to that specific document
Critical Rules
- Always console.log/print your findings. stdout is all that enters context. No output = wasted call.
- Write analysis code, not just data dumps. Don't
console.log(JSON.stringify(data))— analyze first, print findings.
- Be specific in output. Print bug details with IDs, line numbers, exact values — not just counts.
- For files you need to EDIT: Use the normal Read tool. context-mode is for analysis, not editing.
- For Bash whitelist commands only: Use Bash for file mutations, git writes, navigation, process control, package install, and echo. Everything else goes through context-mode.
- **Never use
ctx_index(content: large_data).** Usectx_index(path: ...)to read files server-side. Thecontentparameter sends data through context as a tool parameter — use it only for small inline text.
- **Always use
filenameparameter** on Playwright tools (browser_snapshot,browser_console_messages,browser_network_requests). Without it, the full output enters context.
- Don't re-index data already in context. If an MCP tool returned data in a previous response, it's already loaded — use it directly or save to file first.
Sandboxed Data Workflow
<sandboxed_data_workflow>
<critical_rule>
When using tools that support saving to a file: ALWAYS use the 'filename' parameter.
NEVER return large raw datasets directly to context.
</critical_rule>
LargeDataTool(filename: "path") → mcp__context-mode__ctx_index(path: "path") → ctx_search()
</sandboxed_data_workflow>
This is the universal pattern for context preservation regardless of
the source tool (Playwright, GitHub API, AWS CLI, etc.).
Examples
Debug an API endpoint
const resp = await fetch('http://localhost:3000/api/orders');
const { orders } = await resp.json();
const bugs = [];
const negQty = orders.filter(o => o.quantity < 0);
if (negQty.length) bugs.push(`Negative qty: ${negQty.map(o => o.id).join(', ')}`);
const nullFields = orders.filter(o => !o.product || !o.customer);
if (nullFields.length) bugs.push(`Null fields: ${nullFields.map(o => o.id).join(', ')}`);
console.log(`${orders.length} orders, ${bugs.length} bugs found:`);
bugs.forEach(b => console.log(`- ${b}`));
Analyze test output
npm test 2>&1
echo "EXIT=$?"
Check GitHub PRs
gh pr list --json number,title,state,reviewDecision --jq '.[] | "\(.number) [\(.state)] \(.title) — \(.reviewDecision // "no review")"'
Read and analyze a large file
# FILE_CONTENT is pre-loaded by ctx_execute_file
import json
data = json.loads(FILE_CONTENT)
print(f"Records: {len(data)}")
# ... analyze and print findings
Browser & Playwright Integration
When a task involves Playwright snapshots, screenshots, or page inspection, ALWAYS route through file → sandbox.
Playwright browser_snapshot returns 10K–135K tokens of accessibility tree data. Calling it without filename dumps all of that into context. Passing the output to ctx_index(content: ...) sends it into context a SECOND time as a parameter. Both are wrong.
The key insight: browser_snapshot has a filename parameter that saves to file instead of returning to context. ctx_index has a path parameter that reads files server-side. ctx_execute_file processes files in a sandbox. None of these touch context.
Workflow A: Snapshot → File → Index → Search (multiple queries)
Step 1: browser_snapshot(filename: "/tmp/playwright-snapshot.md")
→ saves to file, returns ~50B confirmation (NOT 135K tokens)
Step 2: ctx_index(path: "/tmp/playwright-snapshot.md", source: "Playwright snapshot")
→ reads file SERVER-SIDE, indexes into FTS5, returns ~80B confirmation
Step 3: ctx_search(queries: ["login form email password"], source: "Playwright")
→ returns only matching chunks (~300B)
Total context: ~430B instead of 270K tokens. Real 99% savings.
Workflow B: Snapshot → File → Execute File (one-shot extraction)
Step 1: browser_snapshot(filename: "/tmp/playwright-snapshot.md")
→ saves to file, returns ~50B confirmation
Step 2: ctx_execute_file(path: "/tmp/playwright-snapshot.md", language: "javascript", code: "
const links = [...FILE_CONTENT.matchAll(/- link \"([^\"]+)\"/g)].map(m => m[1]);
const buttons = [...FILE_CONTENT.matchAll(/- button \"([^\"]+)\"/g)].map(m => m[1]);
const inputs = [...FILE_CONTENT.matchAll(/- textbox|- checkbox|- radio/g)];
console.log('Links:', links.length, '| Buttons:', buttons.length, '| Inputs:', inputs.length);
console.log('Navigation:', links.slice(0, 10).join(', '));
")
→ processes in sandbox, returns ~200B summary
Total context: ~250B instead of 135K tokens.
Workflow C: Console & Network (save to file if large)
browser_console_messages(level: "error", filename: "/tmp/console.md")
→ ctx_execute_file(path: "/tmp/console.md", ...) or ctx_index(path: "/tmp/console.md", ...)
browser_network_requests(includeStatic: false, filename: "/tmp/network.md")
→ ctx_execute_file(path: "/tmp/network.md", ...) or ctx_index(path: "/tmp/network.md", ...)
CRITICAL: Why filename + path is mandatory
Approach
Context cost
Correct?
browser_snapshot() → raw into context
135K tokens
NO
browser_snapshot() → ctx_index(content: raw)
270K tokens (doubled!)
NO
browser_snapshot(filename) → ctx_index(path) → ctx_search
~430B
YES
browser_snapshot(filename) → ctx_execute_file(path)
~250B
YES
Key Rule
**ALWAYS use filename parameter when calling browser_snapshot, browser_console_messages, or browser_network_requests.**
Then process via ctx_index(path: ...) or ctx_execute_file(path: ...) — never ctx_index(content: ...).
Data flow: Playwright → file → server-side read → context. Never: Playwright → context → ctx_index(content) → context again.
Subagent Usage
Subagents automatically receive context-mode tool routing via a PreToolUse hook. You do NOT need to manually add tool names to subagent prompts — the hook injects them. Just write natural task descriptions.
Anti-Patterns
- Using
curl http://api/endpointvia Bash → 50KB floods context. Usectx_executewith fetch instead.
- Using
cat large-file.jsonvia Bash → entire file in context. Usectx_execute_fileinstead.
- Using
gh pr listvia Bash → raw JSON in context. Usectx_executewith--jqfilter instead.
- Piping Bash output through
| head -20→ you lose the rest. Usectx_executeto analyze ALL data and print summary.
- Narrowing
ctx_executeoutput upstream of capture →ctx_executecaptures,ctx_searchfilters; merging the layers drops data that the index never sees. Seereferences/anti-patterns.md§8.
- Running
npm testvia Bash → full test output in context. Usectx_executeto capture and summarize.
- Calling
browser_snapshot()WITHOUTfilenameparameter → 135K tokens flood context. Always usebrowser_snapshot(filename: "/tmp/snap.md").
- Calling
browser_console_messages()orbrowser_network_requests()WITHOUTfilename→ entire output floods context. Always use thefilenameparameter.
- Passing ANY large data to
ctx_index(content: ...)→ data enters context as a parameter. Always usectx_index(path: ...)to read server-side. Thecontentparameter should only be used for small inline text you're composing yourself.
- Calling an MCP tool (Context7
query-docs, GitHub API, etc.) then passing the response toctx_index(content: response)→ doubles context usage. The response is already in context — use it directly or save to file first.
- Ignoring
browser_navigateauto-snapshot → navigation response includes a full page snapshot. Don't rely on it for inspection — callbrowser_snapshot(filename)separately.
- Expecting
ctx_statsto reset or wipe anything →ctx_statsis read-only (shows stats only). Usectx_purge(confirm: true)to permanently delete all indexed content.