SfSkills — Salesforce AI Skill Library

The universal Salesforce knowledge layer for AI coding assistants.

Drop this into Claude Code, Cursor, Aider, Windsurf, or any AI tool and get role-accurate, source-grounded Salesforce guidance — for every role, every cloud, every task.

397 skills built. 640+ planned across 5 roles × 16 clouds.

Who This Is For

Supported AI Tools

5-Minute Setup (Claude Code)

# 1. Clone
git clone https://github.com/PranavNagrecha/AwesomeSalesforceSkills.git
cd AwesomeSalesforceSkills

# 2. Install dependencies
python3 -m pip install -r requirements.txt

# 3. Search what's available
python3 scripts/search_knowledge.py "trigger recursion"
python3 scripts/search_knowledge.py "permission sets" --domain admin
python3 scripts/search_knowledge.py "bulk data load"

# 4. Open in Claude Code — skills activate automatically

5-Minute Setup (Cursor / Windsurf / Aider / Augment)

# 1. Clone
git clone https://github.com/PranavNagrecha/AwesomeSalesforceSkills.git
cd AwesomeSalesforceSkills

# 2. Install dependencies
python3 -m pip install -r requirements.txt

# 3. Export for your tool
python3 scripts/export_skills.py --platform cursor      # or windsurf / aider / augment
python3 scripts/export_skills.py --all                  # export for every platform at once

# 4. Copy the output into your Salesforce project
cp -r exports/cursor/.cursor/ /path/to/your/sf-project/

What a Skill Looks Like

Every skill is a structured guide an AI follows end-to-end. Example for apex/trigger-framework:

trigger-framework/
├── SKILL.md              ← the AI's instructions: modes, gather questions, step-by-step
├── references/
│   ├── examples.md       ← real code examples with test classes
│   ├── gotchas.md        ← non-obvious platform behaviors
│   └── well-architected.md  ← WAF pillar mapping + official sources
├── templates/
│   └── trigger-framework-template.md  ← deployable scaffold
└── scripts/
    └── check_trigger.py  ← local validator (stdlib only, no pip)

Skills are plain markdown. They work in any AI tool that can read a file.

Covered Skills

See the full catalog: docs/SKILLS.md

Using Skills in Practice

Ask your AI to use a specific skill

"Use the trigger-framework skill to build an Account trigger handler"
"Follow the batch-apex-patterns skill to review this batch class"
"Apply the permission-set-architecture skill to this org assessment"

Let the AI find the right skill

"My trigger is firing twice on the same record update"
→ AI searches, finds recursive-trigger-prevention skill, applies it

"Why can't my user see the field even though they have object access?"
→ AI searches, finds soql-security + permission-set-architecture, applies both

Search skills yourself

python3 scripts/search_knowledge.py "my flow is hitting limits"
python3 scripts/search_knowledge.py "callout timeout" --domain integration
python3 scripts/search_knowledge.py "data skew performance" --domain data

Request a Missing Skill

If you need a skill that doesn't exist yet:

Option 1 — Tell the AI (Claude Code):

/request-skill

The agent asks what you need, checks for existing coverage, and adds it to the build queue.

Option 2 — Add directly to the queue:
Open MASTER_QUEUE.md and add a row to the relevant section:

| TODO | your-skill-name | What it does. NOT for what it doesn't cover. | |

Option 3 — Open a GitHub issue:
Title: [Skill Request] <domain>: <skill-name>
Body: describe the use case, the role, and what cloud it applies to.

Contribute a Skill

See CONTRIBUTING.md for the full workflow.

The short version:

# 1. Check it doesn't already exist
python3 scripts/search_knowledge.py "<your topic>"

# 2. Scaffold it
python3 scripts/new_skill.py <domain> <skill-name>

# 3. Fill every TODO in the generated files

# 4. Sync and validate
python3 scripts/skill_sync.py --skill skills/<domain>/<skill-name>
python3 scripts/validate_repo.py

# 5. Open a PR

Every skill must pass two gates before merging:

• Structural gate: validate_repo.py exits 0
• Quality gate: standards/skill-content-contract.md — source grounding, content depth, agent usability, contradiction check, freshness

Update an Existing Skill

Found something wrong? Source changed? Platform behavior updated?

# Edit the skill files
# Then:
python3 scripts/skill_sync.py --skill skills/<domain>/<skill-name>
python3 scripts/validate_repo.py
# Open a PR with what changed and why

Or tell the AI:

"The trigger-framework skill is missing guidance for the new Flow-triggered Apex pattern in Spring '25"

The Currency Monitor agent will handle it if you flag it during a release cycle.

Standards and Rules

Architecture

MASTER_QUEUE.md          ← what needs to be built
      │
      ▼
Orchestrator Agent       ← routes tasks to the right builder
      │
      ├── Task Mapper         ← researches Cloud × Role task universes
      ├── Content Researcher  ← grounds every claim in official sources (Tier 1-3)
      ├── Admin Skill Builder ← builds Admin + BA skills
      ├── Dev Skill Builder   ← builds Apex, LWC, Flow, Integration, DevOps skills
      ├── Data Skill Builder  ← builds data modeling, migration, SOQL skills
      ├── Architect Builder   ← builds solution design, WAF review skills
      ├── Currency Monitor    ← flags stale skills after each SF release
      └── Validator           ← structural + quality gates before every commit

Skills are grounded in a 4-tier source hierarchy:

• Tier 1: Official Salesforce docs (ground truth)
• Tier 2: Trailhead, Salesforce Architects blog, Salesforce Ben
• Tier 3: Andy in the Cloud, Apex Hours, Salesforce Stack Exchange
• Tier 4: Community signal (context only, never the basis for a claim)

Roadmap

• Core Platform skills (77 built)
• Sales Cloud × all roles
• Service Cloud × all roles
• Experience Cloud × all roles
• Marketing Cloud / MCAE × all roles
• Revenue Cloud (CPQ) × all roles
• Field Service × all roles
• Health Cloud × all roles
• Financial Services Cloud × all roles
• Nonprofit Cloud × all roles
• Commerce Cloud × all roles
• Agentforce / Einstein AI × all roles
• OmniStudio / Industries × all roles
• CRM Analytics × all roles
• Integration (MuleSoft) × all roles
• DevOps × all roles

Track progress: MASTER_QUEUE.md

Maintainer

Pranav Nagrecha — Salesforce Technical Architect

Version: 1.0.0 | Last Updated: April 2026

Issues → GitHub Issues
Skill requests → /request-skill in Claude Code or open an issue with [Skill Request] prefix