Implement complex features by breaking them into chunks, querying Snipara for context, and using RLM Runtime for safe execution of each chunk. Use for multi-step implementations spanning multiple files.
From sniparanpx claudepluginhub snipara/snipara-claude --plugin sniparaThis skill uses the workspace's default tool permissions.
Fetches up-to-date documentation from Context7 for libraries and frameworks like React, Next.js, Prisma. Use for setup questions, API references, and code examples.
Retrieves current documentation, API references, and code examples for libraries, frameworks, SDKs, CLIs, and services via Context7 CLI. Ideal for API syntax, configs, migrations, and setup queries.
Uses ctx7 CLI to fetch current library docs, manage AI coding skills (install/search/generate), and configure Context7 MCP for AI editors.
When implementing complex features (5+ files, multiple steps):
Phase 1: Upload & Plan
rlm_upload_document(path="docs/features/...", content="...")rlm_plan(query="Implement X", max_tokens=16000)rlm_decompose(query="Implement X", max_depth=2)Phase 2: Chunk-by-Chunk Implementation For each chunk:
rlm_context_query(query="chunk task", max_tokens=6000)from rlm import RLM
rlm = RLM(backend="anthropic", environment="docker")
result = rlm.completion(f"""
Implement: {chunk_task}
Context: {snipara_context}
Steps:
1. Write implementation
2. Write tests
3. Run tests with pytest
4. Return results
""")
rlm_remember(type="decision", content="...")Phase 3: Verification
rlm.completion("""
Run full test suite:
- pytest
- pnpm lint
- pnpm type-check
- pnpm build
""")
Benefits:
Example:
User: Implement OAuth 2.0 integration
Phase 1: Planning
- Upload spec → Plan → Decompose into 6 chunks
Phase 2: Implement chunks
Chunk 1: Database schema
→ rlm_context_query("OAuth database schema")
→ RLM: Write migration + tests + run
→ rlm_remember("decision", "Used JWT tokens table")
Chunk 2: OAuth provider config
→ rlm_context_query("OAuth configuration patterns")
→ RLM: Write config + env vars + tests
→ rlm_remember("decision", "Support Google + GitHub providers")
... repeat for remaining chunks ...
Phase 3: Integration test
→ RLM: Run full test suite