All Skills > SDK Skill Creator

Create a Sentry SDK Skill Bundle

Produce a complete, research-backed SDK skill bundle — a main wizard SKILL.md plus deep-dive reference files for every feature pillar the SDK supports.

Invoke This Skill When

Asked to "create a Sentry SDK skill" for a new platform
Asked to "add support for [language/framework]" to sentry-agent-skills
Building a new sentry-<platform>-sdk skill bundle
Porting the SDK skill pattern to a new Sentry SDK

Read ${SKILL_ROOT}/references/philosophy.md first — it defines the bundle architecture, wizard flow, and design principles this skill implements.

Phase 1: Identify the SDK

Determine what you're building a skill for:

# What SDK? What's the package name?
# Examples: sentry-go, @sentry/sveltekit, sentry-python, sentry-ruby, sentry-cocoa

Establish the feature matrix — which Sentry pillars does this SDK support?

Pillar	Check docs	Notes
Error Monitoring	Always available	Non-negotiable baseline
Tracing/Performance	Usually available	Check for span API
Profiling	Varies	May be removed or experimental
Logging	Newer feature	Check minimum version
Metrics	Newer feature	May be beta/experimental
Crons	Backend only	Not available for frontend SDKs
Session Replay	Frontend only	Not available for backend SDKs
AI Monitoring	Some SDKs	Usually JS + Python only

Reference existing SDK skills to understand the target quality level:

ls skills/sentry-*-sdk/ 2>/dev/null
# Read 1-2 existing SDK skills for pattern reference

Phase 2: Research

This is the most critical phase. Skill quality depends entirely on accurate, current API knowledge. Do NOT write skills from memory — research every feature against official docs.

Research Strategy

Spin off parallel research tasks (using the claude tool with outputFile) — one per feature area. Each task should:

Visit the official Sentry docs pages for that feature
Visit the SDK's GitHub repo for source-level API verification
Write thorough findings to a dedicated research file

Read ${SKILL_ROOT}/references/research-playbook.md for the detailed research execution plan, including prompt templates and file naming conventions.

Research the Sentry Wizard

Before diving into feature research, check whether the Sentry wizard CLI supports this framework:

# Check the SDK's docs landing page for wizard instructions
# Visit: https://docs.sentry.io/platforms/<platform>/
# Look for: "npx @sentry/wizard@latest -i <integration>"

If a wizard integration exists:

Document the exact wizard command and -i flag
Document what the wizard creates/modifies (files, config, build plugins)
Note that the wizard handles authentication interactively — login, org/project selection, and auth token creation/download all happen automatically
Note whether the wizard sets up source map upload — this is critical for frontend SDKs
This will become "Option 1: Wizard (Recommended)" in Phase 3 of the generated skill

Why this matters: The wizard handles the entire auth flow (login, org/project selection, auth token) and source map upload configuration automatically. Without source maps, production stack traces show minified code — making Sentry nearly useless for frontend debugging. And without the auth token, source maps can't be uploaded at all. The wizard is the most reliable way to get both right in a single step.

Research Batching

Batch research tasks by topic area. Run them in parallel where possible:

Batch	Topics	Output file
1	Setup, configuration, all init options, framework detection	`research/<sdk>-setup-config.md`
2	Error monitoring, panic/exception capture, scopes, enrichment	`research/<sdk>-error-monitoring.md`
3	Tracing, profiling (if supported)	`research/<sdk>-tracing-profiling.md`
4	Logging, metrics, crons (if supported)	`research/<sdk>-logging-metrics-crons.md`
5	Session replay (frontend only), AI monitoring (if supported)	`research/<sdk>-replay-ai.md`

Important: Tell each research task to write its output to a file (outputFile parameter). Do NOT consume research results inline — they're large (500–1200 lines each). Workers will read them from disk later.

Research Quality Gate

Before proceeding, verify each research file:

Has actual content (not just Claude's process notes)
Contains code examples with real API names
Includes minimum SDK versions
Covers framework-specific variations

# Quick verification
for f in research/<sdk>-*.md; do
  echo "=== $(basename $f) ==="
  wc -l "$f"
  grep -c "^#" "$f"  # should have multiple headings
done

Re-run any research task that produced fewer than 100 lines — it likely failed silently.

Phase 3: Create the Main SKILL.md

The main SKILL.md implements the four-phase wizard from the philosophy doc. Keep it focused — the main file should cover the wizard flow, quick start config, framework tables, and reference dispatch. Deep-dive details for individual features belong in references/ files, not here. Be thorough but not redundant.

Gather Context First

Before writing, run a scout or read existing skills to understand conventions:

Frontmatter pattern (name, description, license)
"Invoke This Skill When" trigger phrases
Table formatting and code example style
Troubleshooting table conventions

SKILL.md Structure

---
name: sentry-<platform>-sdk
description: Full Sentry SDK setup for <Platform>. Use when asked to "add Sentry
  to <platform>", "install <package>", or configure error monitoring, tracing,
  [features] for <Platform> applications. Supports [frameworks].
license: Apache-2.0
---

# Sentry <Platform> SDK

## Invoke This Skill When
[trigger phrases]

## Phase 1: Detect
[bash commands to scan project — package manager, framework, existing Sentry, frontend/backend]

## Phase 2: Recommend
[opinionated feature matrix with "always / when detected / optional" logic]

## Phase 3: Guide
### Option 1: Wizard (Recommended)   ← if wizard exists for this framework
[blockquote telling the user to run the wizard themselves — it requires interactive browser login. Include the command in a copy-pasteable code block inside the blockquote. Tell them to come back when done. Add a line after the blockquote: "If the user skips the wizard, proceed with Option 2 (Manual Setup) below."]
### Option 2: Manual Setup            ← always include
### Install
### Quick Start — Recommended Init
### Source Maps Setup                  ← required for frontend/mobile SDKs
### Framework Middleware (if applicable)
### For Each Agreed Feature
[reference dispatch table: feature → ${SKILL_ROOT}/references/<feature>.md]

## Configuration Reference
[key init options table, environment variables]

## Verification
[test snippet]

## Phase 4: Cross-Link
[detect companion frontend/backend, suggest matching SDK skills]

## Troubleshooting
[common issues table]

Key Principles for the Main SKILL.md

Keep it lean — deep details go in references, not here
Wizard-first for framework SDKs — if the Sentry wizard supports this framework, present it as "Option 1: Wizard (Recommended)" before any manual setup. The wizard requires interactive browser login and cannot be run by the agent — present it in a blockquote telling the user to copy-paste the command into their own terminal, and come back when done. If the user skips the wizard, the agent proceeds with full manual setup. See ${SKILL_ROOT}/references/philosophy.md for the full pattern.
Source maps are non-negotiable for frontend/mobile — the manual setup path must include source map upload configuration (build tool plugin + env vars). Without source maps, production stack traces are unreadable minified code.
Detection commands must be real — test them against actual projects
Recommendation logic must be opinionated — "always", "when X detected", not "maybe consider"
Quick Start config should enable the most features with sensible defaults
Framework middleware table — exact import paths, middleware calls, and quirks
Cross-link aggressively — if Go backend, suggest frontend. If Svelte frontend, suggest backend.

Phase 4: Create Reference Files

One reference file per feature pillar the SDK supports. These are deep dives — they can be longer than the main SKILL.md.

Reference File Structure

# <Feature> — Sentry <Platform> SDK

> Minimum SDK: `<package>` vX.Y.Z+

## Configuration

## Code Examples
### Basic usage
### Advanced patterns
### Framework-specific notes (if applicable)

## Best Practices

## Troubleshooting
| Issue | Solution |
|-------|----------|

What Makes a Good Reference

Read ${SKILL_ROOT}/references/quality-checklist.md for the full quality rubric.

Key points:

Working code examples — not pseudo-code, not truncated snippets
Tables for config options — type, default, minimum version
One complete example per pattern — don't show 5 variations of the same thing
Framework-specific notes — call out when behavior differs between frameworks
Minimum SDK version at the top — always
Honest about limitations — if a feature was removed (like Go profiling), say so

Feature-Specific Guidance

Feature	Key things to cover
Error Monitoring	Capture APIs, panic/exception recovery, scopes, enrichment (tags/user/breadcrumbs), error chains, BeforeSend, fingerprinting
Tracing	Sample rates, custom spans, distributed tracing, framework middleware, operation types
Profiling	Sample rate config, how it attaches to traces, or honest "removed/not available"
Logging	Enable flag, logger API, integration with popular logging libraries, filtering
Metrics	Counter/gauge/distribution APIs, units, attributes, best practices for cardinality
Crons	Check-in API, monitor config, schedule types, heartbeat patterns
Session Replay	Replay integration, sample rates, privacy masking, canvas/network recording

Note for frontend/mobile SDKs: Source map upload configuration belongs in the main SKILL.md (Phase 3: Guide), not in a reference file. It's part of the core setup flow — every frontend production deployment needs it. Cover the build tool plugin, the required env vars (SENTRY_AUTH_TOKEN, SENTRY_ORG, SENTRY_PROJECT), and add .env to .gitignore.

Phase 5: Verify Everything

Do NOT skip this phase. SDK APIs change frequently. Research can hallucinate. Workers can fabricate config keys.

API Verification

Run a dedicated verification pass against the SDK's actual source code:

Research prompt: "Verify these specific API names and signatures against
the <SDK> GitHub repo source code: [list every API from the skill files]"

Things that commonly go wrong:

Config option names with wrong casing (SendDefaultPii vs SendDefaultPII)
Fabricated config keys that don't exist (experimental.tracing — verify it's real)
Deprecated APIs used instead of modern replacements (configureScope → getIsolationScope)
Features listed as available when they've been removed (profiling in Go SDK)
Wrong minimum version numbers

Review Pass

Run a reviewer on the complete skill bundle:

Technical accuracy of code examples
Consistency between main SKILL.md and reference files
Consistency with existing SDK skills in the repo
Agent Skills spec compliance (frontmatter, naming)

Fix Review Findings

Triage by priority:

P0: Misleading claims (advertising removed features) — fix immediately
P1: Incorrect APIs, deprecated methods — fix before merge
P2: Style inconsistencies, version nitpicks — fix if quick
P3: Skip

Phase 6: Register and Update Docs

After the skill passes review:

Update README.md — add to the SDK Skills table
Update AGENTS.md — if the philosophy doc or skill categories section needs it
Add usage examples — trigger phrases in the Usage section
Document the bundle pattern — if this is a new SDK, note the references/ structure

Commit Strategy

Each major piece gets its own commit:

feat(<platform>-sdk): add sentry-<platform>-sdk main SKILL.md wizard
feat(<platform>-sdk): add reference deep-dives for all feature pillars
docs(readme): add sentry-<platform>-sdk to available skills
fix(skills): address review findings (if any)

Checklist

Before declaring the skill complete:

sentry-sdk-skill-creator