cyberneticlibrary

The library

Everything we index — ranked by what works, never by stars.

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only550 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 51
Design BigQuery table schemasskillDataL2
bigquery-schema-design · Multi-type schema generation for complex pages targeting multiple rich result types.
WORKS 48
Search and upload Figshare datasetsskillDataL2
figshare-skill · Searching and downloading datasets that need to be cited in reproducible research.
WORKS 48
Publish research to Zenodo with DOIskillDataL2
zenodo-skill · Publishing research artifacts with permanent DOIs and managing versioning without post-publication deletion.
WORKS 48
Plan Qdrant vector database scalingskillEngineeringDataL2
qdrant-scaling · When data or queries exceed single-node capacity and strategy choice is non-obvious.
WORKS 48
Compile AI/ML literature survey with taxonomyskillDataL2
survey-generator · When you want to compile a structured, cited literature survey on an AI/ML topic.
WORKS 48
Execute stateful research with validationskillDataL3
autoresearch · When you want measured research that keeps nudging until explicit validation evidence exists.
WORKS 48
Orchestrate multi-stage data pipelineskillDataEngineeringL3
pipeline · Best for sequencing multi-stage workflows where dependencies, conditional logic, and state must be managed transparently.
WORKS 48
Search distributed knowledge graphskillProductDataL2
agora · Querying interconnected knowledge graphs and wiki-like networks across domains.
WORKS 52
Scrape Facebook posts and engagementskillMarketingDataL2
facebook-page-profile-posts · Large-scale social media monitoring across public Facebook pages with structured engagement metrics.
WORKS 56
Scrape Instagram posts by hashtagskillMarketingDataL2
instagram-hashtag-posts · Hashtag or location-based Instagram post discovery with paginated feed iteration.
WORKS 55
Scrape Instagram posts by locationskillMarketingDataL2
instagram-place-posts · Hashtag or location-based Instagram post discovery with paginated feed iteration.
WORKS 48
Extract comments from Instagram postsskillMarketingDataL2
instagram-post-comments · Hashtag or location-based Instagram post discovery with paginated feed iteration.
WORKS 48
Score documents against any criteriaskillDataOpsL3
brain-in-the-fish · Specialized technical execution where structured input/output contracts improve throughput.
WORKS 55
Scrape Instagram user profile postsskillMarketingDataL2
instagram-profile-posts · Hashtag or location-based Instagram post discovery with paginated feed iteration.
WORKS 48
Analyze competitor mentions on RedditskillMarketingDataL2
reddit-competitor-analysis-api-skill · Specialized technical execution where structured input/output contracts improve throughput.
WORKS 48
Search and scrape tweets from XskillMarketingDataL2
x-tweet-search · Collecting structured tweet data for analysis without API access or rate limits.
WORKS 48
Extract Zhihu articles and track trendsskillMarketingDataL2
zhihu-search-api-skill · Unknown (see artifact 4935)
WORKS 48
Scrape web content and bypass blocksskillDataL2
openclaw-ultra-scraping · When you need data from sites with JavaScript rendering or form interactions that static scraping cannot handle.
WORKS 48
Write and test data transformations with SQLMeshskillDataEngineeringL3
sqlmesh · Automating workflows for sqlmesh without manual intervention.
WORKS 48
Instrument code for reliable metrics collectionskillEngineeringDataL2
sentry-instrumentation · Automating workflows for sentry instrumentation without manual intervention.
WORKS 48
Query on-chain intelligence and transactionsskillDataL3
pinion-chain-intel · When you need lightweight on-chain queries at $0.01 per call via micropayments.
WORKS 48
Search academic literature and papersskillDataL2
openalex · When you need comprehensive academic metadata with proper citation tracking beyond simple Google Scholar.
WORKS 48
Digest arXiv announcements into ZoteroskillDataL3
arxiv-digest · When tracking robotics research trends daily with automated Zotero library sync.
WORKS 48
Track ETF news by categoryskillDataL2
etf-news · Fetch and tag news articles by Indian ETF category with sentiment scores
WORKS 48
Track Latest AI Research PapersskillDataL2
arxiv-watcher · Researcher staying current on rapid-moving fields (ML, quantum, NeurIPS-era AI) without manual arXiv.org browsing.
WORKS 48
Profile system resources and design experimentsskillEngineeringDataL1
system-info · planning compute resource allocation for ML training
WORKS 48
Run multi-agent research war roomskillProductDataL3
war-room · orchestrating heterogeneous viewpoints on complex decisions
WORKS 48
Benchmark AI agent skillsskillEngineeringDataL3
skill-benchmarking · When you need evidence-based skill evaluation across multiple models.
WORKS 48
Track macro events and ETF impactsskillFinanceDataL2
macro-scanner · When tracking live market macro events and mapping ETF directional impacts.
WORKS 48
Manage Apache Iceberg on DatabricksskillDataL3
databricks-iceberg · Cross-platform data lakes requiring Snowflake interop and external query engines.
WORKS 48
Build knowledge graph for entity discoveryskillMarketingDataL1
entity-optimizer · Knowledge graph optimization requiring structured entity markup refinement.
WORKS 48
Set ranking and traffic alertsskillMarketingDataL2
alert-manager · SEO monitoring when proactive alerts on ranking/traffic/backlink changes beat reactive dashboards.
WORKS 55
Generate SEO stakeholder reportsskillMarketingDataL2
performance-reporter · Stakeholder reporting when multi-metric aggregation with ROI calculation beats raw dashboards.
WORKS 48
Track ranking and SERP deltasskillMarketingDataL2
rank-tracker · Keyword monitoring when position-delta tracking over snapshots beats broader reports.
WORKS 48
Run metric-driven optimization experimentsskillDataL3
ce-optimize · Tuning converges faster with hard gates and parallel experiments than one-shot tweaks.
WORKS 48
Mine text data for humanities researchskillDataL2
digital-humanities-guide · Analyzing historical texts and correspondence networks.
WORKS 48
Query ClickHouse for analytics and metricsskillDataL2
clickhouse-query · Debugging event analytics on replica clusters without writing custom export code.
WORKS 48
Evaluate LLM agent responses against rubricsskillProductDataL2
evaluating-llms · Validating agent responses against business rules without manual test review.
WORKS 48
Build PySpark data transformation pipelinesskillDataEngineeringL3
spark-architect · Building ETL jobs that process terabytes without driver memory issues.
WORKS 48
Compress LLM KV cache with TurboQuantskillEngineeringDataL2
turboquant-pytorch · Implementing turboquant pytorch workflows that require automation.
WORKS 48
Build RAG pipeline for knowledge extractionskillEngineeringDataL2
llm-pipeline · Extracting structured knowledge from unstructured messaging with high-signal batching.
WORKS 48
Classify structural genome variantsskillDataL2
genomics-sv-detection · When you have SV VCF output from Manta/Delly/Sniffles and need aggregated counts and size bins.
WORKS 48
Build Databricks AI agentsskillDataL3
databricks-agent-bricks · Reduces AI app deployment time by assembling pre-built conversational components without code.
WORKS 48
Verify geographic and location dataskillOpsDataL2
geoint_web_search · Enables remote site assessment and change detection over time without travel, useful for infrastructure planning.
WORKS 48
Set up vector semantic search in PostgreSQLskillEngineeringDataL2
pgvector-semantic-search · Scaling semantic search to millions of embeddings using approximate nearest neighbor indexes.
WORKS 48
Combine keyword and semantic search resultsskillEngineeringDataL2
postgres-hybrid-text-search · Combining keyword and semantic search results using BM25 + vector embeddings with RRF fusion.
WORKS 48
Verify database schemas before changesskillEngineeringDataL1
schema-verify · Runtime validation of structured data before processing or API responses
WORKS 48
Analyze complex networks and graphsskillDataEngineeringL1
networkx · Graph analysis and algorithm computation for networks, collaboration, supply-chain, and social-graph problems
WORKS 48
Analyze sales with DAX promo measuresskillDataFinanceL2
DAX Promo Period Analysis and Volume Calculation · Quantifying market impact of promotional events on trading behavior and stock volatility
WORKS 54
Query databases with SSH tunnelskillDataL2
db-query · Finding slow queries and writing efficient SQL.
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