// A library of what agents can actually do

Skills

Open source skills for AI agents. Ready to install. Each one is vetted and production-tested.

AI Search Evals

Evaluation

Lightweight framework for comparing search providers, RAG pipelines, and retrieval quality. Build golden sets, run LLM-as-Judge scoring.

searchevaluationRAGquality

Parallel Exec

Orchestration

Automatically determine whether to parallelize agent tasks or run single-threaded. Evaluates complexity, decomposability, cost and dependencies to recommend agent count and merge strategy.

parallelagentsorchestrationmerge

Zep Realtime Memory

Memory

Real-time knowledge graph memory for AI agents. Writes every conversation turn to Zep Cloud, retrieves relevant facts before each response. Zero extra model compute.

memoryknowledge-graphZeprealtime

RLM Reader

Document Processing

Recursive Language Model pattern for processing arbitrarily long documents. Treats input as external environment with search, slice, and parallel reading of specific regions.

documentsRAGlong-contextscale

Thesis Monitor

Intelligence

Monitors your active positions against a Zep knowledge graph. Daily contradiction checks flag when new evidence supports or contradicts your theses. Catches stale assumptions.

monitoringknowledge-graphcontradictionintelligence

Cross Verify

Quality Assurance

Run any task through multiple AI models and cross-check for errors, hallucinations, and blind spots. Catches what single models miss.

verificationaccuracycross-modelQA

Pattern Detector

Intelligence

Scans your Zep knowledge graph for recurring entity clusters and converging patterns. Finds when 3+ sources confirm the same signal. Surfaces trends before they become obvious.

patternsintelligenceknowledge-graphtrends

Agent Sidecar

Monitoring

Observe-and-report monitoring for any AI agent. Auto-discovers identity, runs diagnostics, flags issues, and produces fix prompts. Never auto-fixes. Two-phase design.

monitoringdiagnosticsagent-healthobservability

Impeccable Design

Design

Design anti-pattern detection for HTML, CSS, and frontend code. Catches accessibility issues, spacing problems, and visual inconsistencies before they ship.

designfrontendaccessibilityHTML

Anthropic Financial Services

Financial Services

Hardened autonomous agents for financial workflows. Audited (DeepSeek V4 Pro + Grok 4.3). Four patches applied: bash removed, MCP security hardened, and more.

financialagentssecuritycompliance

Skills.sh

Distribution

npm for agent skills. Install, update, and remove SKILL.md files. Built by Vercel. Distribution marketplace for agent capabilities.

distributionnpmmarketplaceVercel

Context7

Developer Tools

MCP server that gives agents up-to-date library docs and code examples. Stops hallucinated APIs by grounding agents in real documentation.

MCPdocsdevelopertools

Agent Service

Service

AI agent instructions for service and maintenance. Diagnose, archive, maintenance refactor, and optimization patterns for keeping agents healthy long-term.

servicemaintenanceagent-healthoptimization

AGENTS.md

Conventions

Convention for placing agent instructions in AGENTS.md files. Zero dependencies, 270 bytes. The standard way to give any AI agent context about your project.

conventionsagent-instructionsstandardzero-deps

Browser Automation

Automation

Control web pages with the OpenClaw browser tool. Multi-step flows, login checks, tab management, and recovery from stale refs or timeouts.

browserautomationwebMCP

Agent Slim

Optimization

Audit, trim, and optimize agent context without losing recall. Six-phase migrate-verify-slim sequence. Reduces token load 75-90% while keeping all content searchable.

optimizationcontextmemorycost

Agent Retrospective

Self-Improvement

Self-improvement loop for AI agents. Trace every completed task, judge with a different model, diagnose patterns, and apply concrete fixes to skills and memory. Compound optimization over time.

self-improvementevaluationretrospectivehill-climbing
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