The library

customer-feedback-theme-extractor · Bulk customer feedback analysis when you want quick theme extraction + ranking by frequency

retro-audit-engine · Continuous monitoring of sprint health through multi-lens transcript audit when retro findings need adversarial validation.

finish-track · Graduate-level monographs on statistical/mathematical topics where step-by-step derivations and honest real-world examples are mandatory.

migdal-infra-change · Non-trivial infrastructure changes (network, IAM, scaling) where blast-radius analysis spans design, systems, devops, observability, and health.

fanout · Batched parallel work where cost/quota capping is required and partial-failure detection is needed.

layer2-facet · Exploratory grant faceting where open-ended vocabularies evolve (seed values provided but new entries created per grant).

todo-scanner · Quick inventory of technical debt across a Python codebase when distributed priorities and actionable top-3 recommendations are needed.

sonnet-validate-fix · Second-tier quality gate on bulk machine-translated game localization when register, terminology, formatting preservation, and idiomatic rewrite are critical.

systems-check-workflow · Iterative code review when language-specific inspectors and optional specialist agents (security, perf, migration) are needed and findings must be actionable.

bug-hunt · Exploratory correctness/security/resource-leak testing when multiple independent finders and majority-refute skeptics must verify candidates.

fi-theme-pipeline · Off-the-battlefield historical narrative when locked house voice, fact-pack validation, and parallel critic review are mandatory.

kokimoto-migration · Version upgrades of complex config systems when automated transformation and validation must preserve backward compatibility.

author-carousel-missing-days · Editorial scheduling when author carousel coverage must be contiguous and gaps auto-filled.

paper-redraft · Batch academic/technical paper authoring when spec-driven drafting and multi-phase review are needed.

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.