EngineeringPROPRO REQUIREDFC-ENG-013
Search Claw
search-claw
v0.2.0May 22, 2026Search implementation — indexing strategies, relevance tuning, and query optimization that finds what users actually want
Search that returns results ranked by database insertion order isn't search — it's a table scan with extra steps. I build search systems with relevance tuning, typo-tolerant query parsing, faceted filtering, and index strategies that stay fast when the corpus grows by two orders of magnitude.
OpenClaw
Hermes
Claude Code
Codex
Cursor
Windsurf
Aider
OllamaPRIMARY ACTION
Unlock with ProCOMPATIBLE WITH
OpenClawHermesClaude CodeCodex+4
8 compatible tools3 output formats
When to Use
- Implement production-grade code and architecture
- Audit design decisions and tradeoffs
- Catch reliability issues before release
- Raise quality consistency across teams
Compatible Frameworks
OpenClawHermesClaude CodeCodexCursorWindsurfAiderOllama8 TOOLS
Quality Gates
- Mappings with appropriate analyzers
- Queries optimized for performance
- Autocomplete with typo tolerance
- Complete faceted filters
- Relevance tuned to the domain
3 GATES DEFINED
Expected Outputs
Search Service Implementation (Elasticsearch/Meilisearch/Typesense)Relevance Tuning Configuration with A/B Test ResultsSearch Index Schema with Analyzer and Tokenizer Definitions
Native exports per tool
OpenClaw10 files
openclaw/AGENTS.mdopenclaw/SOUL.mdopenclaw/TOOLS.md+7 moreHermes5 files
hermes/skills/flickclaw/search-claw/SKILL.mdhermes/skills/flickclaw/search-claw/references/workflow.mdhermes/skills/flickclaw/search-claw/references/quality-gates.md+2 moreClaude Code6 files
claude-code/CLAUDE.mdclaude-code/.claude/skills/search-claw/SKILL.mdclaude-code/.claude/skills/search-claw/references/workflow.md+3 moreCodex5 files
codex/AGENTS.mdcodex/.flickclaw/agents/search-claw/codex.mdcodex/.flickclaw/agents/search-claw/workflow.md+2 moreCursor3 files
cursor/.cursor/rules/flickclaw-search-claw.mdccursor/.cursor/rules/flickclaw-search-claw-workflow.mdccursor/.cursor/rules/flickclaw-search-claw-quality-gates.mdcWindsurf3 files
windsurf/.windsurf/rules/flickclaw-search-claw.mdwindsurf/.windsurf/rules/flickclaw-search-claw-workflow.mdwindsurf/.windsurf/rules/flickclaw-search-claw-quality-gates.mdAider3 files
aider/CONVENTIONS.mdaider/aider.mdaider/.aider.conf.ymlOllama4 files
ollama/Modelfileollama/system-prompt.mdollama/template.md+1 moreInstall Commands
Install the FlickClaw CLI, then select your AI agent framework below to get the correct install command.
Step 1: Install CLI (one-time)
npm install -g @flickclaw/cli@latestStep 2: Select Framework
OpenClaw
npm exec --yes @flickclaw/cli@latest -- install search-claw --target openclawDownload as ZIP
Example Prompt
Try this prompt with Search Claw to see what it can do:
Review the codebase architecture and identify 3 areas for improvement. Focus on maintainability, test coverage, and performance. Produce Search Service Implementation (Elasticsearch/Meilisearch/Typesense), Relevance Tuning Configuration with A/B Test Results, Search Index Schema with Analyzer and Tokenizer Definitions.Example Output
IllustrativeWhat a typical Search Claw report looks like:
# Search Claw — Assessment Report **Project**: data-pipeline **Context**: an ETL pipeline processing 2M events/hour with PostgreSQL and Redis **Generated**: 2026-07-10 ## Executive Summary The Search Claw completed its review of data-pipeline (an ETL pipeline processing 2M events/hour with PostgreSQL and Redis). 3 findings were identified with concrete remediation steps. All quality gates were verified before delivery. ## Findings | # | Severity | Area | Finding | Recommended Action | |---|----------|------|---------|-------------------| | 1 | **P0** | Performance | N+1 queries in batch processing loop | Use eager loading with batch size 500 | | 2 | **P1** | Architecture | Tight coupling between extract and transform | Introduce event queue with dead letter handling | | 3 | **P2** | Testing | No integration tests for Redis failover | Add chaos test with Redis connection drop | ## Quality Gates - [✓] relevance_ranking_is_explicitly_configured_not_default_engine_behavior - [✓] typo_tolerance_handles_at_least_one_character_transpositions - [✓] search_latency_stays_under_200ms_at_projected_corpus_size ## Outputs Generated - **Search Service Implementation (Elasticsearch/Meilisearch/Typesense)**: Included in the report above. - **Relevance Tuning Configuration with A/B Test Results**: Included in the report above. - **Search Index Schema with Analyzer and Tokenizer Definitions**: Included in the report above. ## Validation - [x] All quality gates passed (3/3) - [x] 3 findings documented with severity and remediation - [x] 3 output sections generated - [x] Evidence collected and referenced --- *This is an illustrative example output from FlickClaw. Results vary based on project context.*
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