The library

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.

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.

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

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-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-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

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

bushdrum-events · Querying live public event data by city with read-only MCP that requires no authentication.

slack-mcp-server · Integrating Slack as a messaging and collaboration layer for agents with channel/thread support.

dynatrace-mcp-server · Real-time observability integration—querying metrics, entities, and incident data from Dynatrace.

neon-init · Setting up Neon database development in your editor without manual API key copy/paste.

mcp-server · Letting AI agents query and evaluate LaunchDarkly flags without CLI or API docs.

sdk · Integrating metered billing and usage tracking into SaaS applications.

mcp-tanstack-start · Bootstrapping TanStack Start projects from AI without typing CLI commands.

gmail · Automating Gmail triage and message extraction for AI workflows.

googlecalendar · Letting AI agents check availability and book meetings without calendar app access.

clickhouse · Letting AI agents run analytical queries on ClickHouse without SQL editor.

math-mcp · Letting AI agents solve math problems and algebra without leaving the chat.

vistoya · E-commerce agents needing semantic product discovery across fashion brands.

discourse-forum-mcp · Community knowledge extraction and moderation from Discourse forums.