The library

claude-md-audit-detect · Multi-repo governance when CLAUDE.md documentation standards must be enforced and drift detected.

test-expander · Test suite expansion when round-trip generation and adversarial validation are needed.

wf-execute · Complex multi-phase workflows when barrier synchronization and per-phase label tracking are required.

forge-phase4-review · Stage-gate project reviews when distributed team consensus and blockers are tracked.

wf-review · Post-workflow synthesis when parallel-phase outputs must be reconciled into actionable findings.

bench-s2-parallel · Model selection when parallel-agent latency and throughput baselines must be measured.

tooltuner-judge · Tool optimization when results must be ranked against a baseline and winner declared.

lens-debate · Code reviews where structural fit matters more than style, paired with expedited fix application.

surface-functional-audit-2 · Comprehensive UI audit where engagement flows (like/save/comment) must be traced end-to-end.

review-files · Scanning a subset of files for a concrete concern (e.g., hardcoded secrets, missing validation).

ratatui-tui-review · Systematic dimensional review of ratatui apps before release, catching architecture + safety drift.

bb-methodology-core · Assembling a comprehensive, cross-verified security curriculum from existing + new research.

session-orchestrate-build · Large features where chunked implementation avoids bloat + auto-escalation prevents silent failure.

m1m8-gap-audit · Verifying that large real-time systems stay synchronized between intent (design) and implementation.

api-contract-drift-detector · Catching API shape evolution that outruns documentation, automated on every release.

acgs-growth-plan · Pivoting a project's growth strategy while grounding decisions in actual codebase state + market data.

mishkan-deep-research · In-depth multi-angle research reports where contradictory sources must be reconciled by skeptic review.

adversarial_review · Quality gates where reducing false positives via skeptic consensus beats upfront filtering.

references-audit-remediate · Batching reference-fix decisions (from a prior classification gate) for parallel execution.

loop-c-ingestion · Validating backlog artifacts against live source before promoting to canon.

tournament-sort · Ranking hundreds of items by a nuanced criterion without exhausting a single agent's context window.

module-result · Testing and exercising the module-result contract in the Workflow runtime.

mishkan-init · Fast-tracking project bootstrap by starting research stages as soon as their upstream dependencies become available.

icons8mpc · Generate icon assets for UI projects when needing massive, styled collections with style consistency.

gread · Equip agents to understand library source code and docs without web searches.

add-mcp · Bootstrap MCP setup across multiple agents uniformly without manual JSON editing.

tickerr-live-status · Route agent calls to cheapest/fastest available LLM model dynamically based on live pricing and failure signals.

mcp · Automate Azure infrastructure tasks (deploy VMs, manage databases, configure storage) within agent workflows.

mcp-malaysiatransit · Build Malaysia-specific transit assistance (ETA, fare estimates, route planning) for multi-modal journey queries.

mcp-gitlab · Integrate GitLab workflows (CI/CD, code review, issue tracking) into agent-driven development pipelines.

caveman-shrink · Reduce token cost of large MCP tool catalogs by 20-40% without changing tool semantics.

quantoracle · Enable agents to price derivatives and compute portfolio risk without external finance APIs.

client · Create browser-based MCP tool explorers and dashboards for non-technical users.

mcp · Use Genkit's multi-model orchestration with MCP tools as drop-in resource providers.

mcp-remote · Connect Claude Desktop or Cursor (stdio-only) to cloud-hosted MCP servers without client upgrade.

turbopuffer · Add semantic search to agent systems needing fast, scalable vector DB without managing infrastructure.

picoads · Monetize agent services by surfacing relevant sponsored content alongside answers.

mcp-man · Discover, understand, and test MCP servers without reading GitHub READMEs or guessing parameters.

mcp-adapters · Making MCP servers compatible with LangChain.js and LangGraph.js agents

notion-mcp-server · When you need notion-mcp-server capabilities in your MCP stack

social-superpowers · Live social media monitoring and sentiment analysis for AI agents

hlims-mcp · When you need hlims-mcp capabilities in your MCP stack

mcp-server · When you need mcp-server capabilities in your MCP stack

quantoracle · Fast, deterministic quant finance calculations for trading agents

mcp · When you need mcp capabilities in your MCP stack

tavily-mcp · Multi-mode web research (search, extract, map, crawl) for autonomous agents

sic-codes · Classifying UK businesses by Standard Industrial Classification codes

mcp-inspector · When you need mcp-inspector capabilities in your MCP stack

mcp-server-sfmc · When you need mcp-server-sfmc capabilities in your MCP stack

mcp · When you need mcp capabilities in your MCP stack