MnemonIntegration (__init__.py)

Mnemon · score 9.8 · ai, auto-instrumentation, framework-detection, runtime-patching, agent-scanning
mnemon.moth ----------- Auto-instrumentation engine. On mnemon.init(), the moth wakes up, scans the environment for installed agent frameworks, and patches each one at the right ex

buildTriggerPattern (config.ts)

openbrowserclaw · score 9.6 · ai, regex-pattern, mention-detection, agent-trigger, automation
Builds a case-insensitive regex pattern matching @mentions of a name for triggering agent invocation.

AsyncDendrite (dendrite_browser.py)

dendrite-python-sdk · score 9.3 · ai, playwright-automation, async-browser, web-authentication, ai-agent-workflows
Provides async browser automation using Playwright, supporting page interactions, authentication, and AI agent workflows.

build_fingerprint_worker_js (fingerprint_builder)

pydoll · score 9.1 · scraping, fingerprint-evasion, web-worker-spoofing, javascript-injection, automation
Generates a JavaScript injection script to spoof Web Worker fingerprinting surfaces like navigator and WebGL, ensuring consistent evasion in worker contexts.

validate_graph (workflow_engine.py)

JIGGA · score 9.1 · automation
Workflow engine v2 — DAG runner with persisted, resumable run state. A v2 workflow declares `nodes` + `edges` instead of a linear `steps` list. Node types: `tool` (capability actio

startAgentLoop (agent-loop.ts)

room · score 9.1 · database, agent-loop, db-ops, automation
Launches agent DB ops loop.

Divider to Separator Codemod (components/divider.ts)

chakra-ui · score 9.1 · dev-tools, codemod, migration, chakra, react
jscodeshift script that renames Chakra UI Divider imports and JSX elements to Separator for migration purposes.

TaskCustomFieldDefinitionBase (task_custom_fields.py)

openclaw-mission-control · score 9.1 · automation
Schemas for task custom field metadata, board bindings, and payloads.

Unified Data Collector Orchestrator (collectors/index.js)

agentsys · score 8.9 · automation, collector, data, aggregation, llm
Coordinates multiple data collectors (GitHub, docs, code, etc.) into a single LLM call, enabling token‑efficient data gathering for various agents.

Plugin Discovery Engine (discovery/index.js)

agentsys · score 8.9 · dev-tools, discovery, filesystem, plugins, cache
Scans the repository using convention‑based paths to auto‑discover plugins, commands, agents, and skills with caching for fast lookups.

execute_remote_command (ExecuteRemoteCommand)

coolify · score 8.9 · automation, ssh-execution, deployment-orchestration, remote-shell
Executes one or more remote commands on a server via SSH, logs output, handles sudo for non-root users, and optionally saves outputs. Central to deployment orchestration.

Mouse

pydoll · score 8.8 · automation, mouse-simulation, human-mimicry, anti-detection, browser-automation
Simulates realistic human mouse input with movement, clicks, and drags using Bezier curves, Fitts's Law timing, tremor, and overshoot for browser automation.

TicketRow (tickets.py)

hermes-recipes · score 8.8 · automation
Ticket handler-level operations — list / move / assign / dispatch / complete. Port of clawrecipes/src/handlers/tickets.ts plus the dispatch handler from clawrecipes/index.ts. OpenC

tickSubAgent (SubAgentFSM.ts)

openclaw-pixel-agents · score 8.8 · automation
SubAgentFSM — pure planner for sub-agent fade-out ticks. Lifecycle authority: the server-reported sub-agent status is the sole owner of a sub-agent's lifetime (issue #102). PixelOf

CrewAgentExecutor (crew_agent_executor.py)

crewAI · score 8.8 · ai, agent-execution, llm-orchestration, tool-invocation, reasoning-loop
Executes CrewAI agent tasks by managing LLM interactions, tool invocations, and iterative reasoning loops until task completion.

WebElement

pydoll · score 8.8 · automation, dom-wrapper, browser-automation, cdp-commands, element-interaction
Wraps a DOM element for browser automation via CDP, providing interaction (click, type), inspection (attributes, visibility), and manipulation (screenshot, shadow DOM) with iframe-

Workflow Step Execution (step/index.ts)

CodeMachine-CLI · score 8.7 · automation, step, execution, workflow, engine
Handles execution of individual workflow steps, including engine selection, lifecycle hooks, resume logic, and scenario resolution.

create_task (tasks.py)

JIGGA · score 8.7 · automation
Task store + a lightweight index (Hardening H1b). Tasks are one JSON file each under `tasks_dir/`. The hot paths — the supervisor picking pending assignees every tick, an agent cla

HermesCronApi (hermes_cron.py)

hermes-recipes · score 8.7 · automation
Bridge :class:`hermes_recipes.cron_reconcile.CronApi` to Hermes's cron module. The :class:`HermesCronApi` adapter loads ``hermes_agent.cron.jobs`` (or the hermes-agent equivalent —

apply_fingerprint (tab)

pydoll · score 8.7 · automation, fingerprint-spoofing, anti-detection, cdp, js-injection
Applies a browser fingerprint profile to a tab, overriding identity signals via CDP and JS injection to evade detection.

CronReconcileEntry (cron_reconcile.py)

hermes-recipes · score 8.7 · automation
Reconcile recipe-declared cron jobs with the host cron system. Port of the reconciliation algorithm from clawrecipes/src/handlers/cron.ts. The OpenClaw plugin shells out to ``openc

handleWorkflowsRun (workflows.ts)

ClawRecipes · score 8.7 · automation
Handles workflow run lifecycle: tick, approval, and execution.

Postfix Ansible Role

ansible-postfix · score 8.6 · email, automation, smtp-server, tls-config, sasl-auth
Complete Ansible role for configuring a full-featured Postfix SMTP server with TLS, SASL authentication, aliases, virtual aliases, transport maps, canonical rewrites, and relay hos

Phisher Agent Factory (standard/phisher.py)

Decepticon-Cobaltai · score 8.6 · ai, AI / Agents, agent, phishing, redteam
Creates a Phisher agent for initial‑access phishing operations, wiring GoPhish, evilginx2, OAuth helpers and lure management into the LLM‑driven workflow.

evaluateEvidence (evidence-gate.ts)

oh-my-matrix · score 8.6 · evidence-gate, validation-evaluation, pure-functions, automation
M2.6 Evidence Gate Evaluates validation command results before marking a run as done. Pure functions — no command execution, no I/O. /

evaluate (runtime_commands)

pydoll · score 8.6 · automation, js-evaluation, cdp-commands, browser-runtime, dev-tools
Builds a command to execute a JavaScript expression in the browser's global context, supporting many execution options like context, timeout, and promise handling.

runTaskNow (runtime.ts)

room · score 8.6 · database, cron-scheduler, db-maintenance, scheduled-tasks, automation
Runs scheduled database maintenance tasks via cron.

Hermes Config Migration Runner (hermes_cli/config_migrations.py)

mperkins0155/hermes-agent · score 8.6 · dev-tools, config, migration, cli, versioning
Runs versioned configuration migrations in strict ascending order, preserving original semantics and handling file‑based persistence.

ConnectionHandler

pydoll · score 8.6 · automation, websocket, cdp, connection-lifecycle, dev-tools
Manages WebSocket connections to Chrome DevTools Protocol endpoints, handling command execution, event subscription, and connection lifecycle for browser automation.

Task

crewAI · score 8.6 · ai, task-management, task-execution, result-handling, automation
Creates task objects for crewAI agents, managing configuration, execution, and result handling.

New (agy.go)

agent-orchestrator · score 8.6 · ui, agent-adapter, session-management, hooks, agent-orchestration
Package agy implements the Agy (Antigravity) agent adapter: launching new sessions, resuming sessions by native ID, installing workspace-local hooks, and reading hook-derived sessi

click (web_element)

pydoll · score 8.6 · automation, mouse-simulation, element-interaction, human-emulation, visibility-checks
Clicks a web element using simulated mouse events, with optional human-like movement and offsets. Handles visibility checks, scrolling, and special option elements.

run (agent)

swarms · score 8.5 · ai, automation, agent-execution, streaming, multimodal-inputs
Primary entrypoint for executing an agent's reasoning flow on a task, supporting interactive/autonomous modes, image inputs, streaming, and fallback error handling.

RetryConfig

pydoll · score 8.4 · automation, retry-logic, backoff-strategy, error-handling, resilience
Configures retry behavior for operations, including max attempts, delay, backoff, and exception matching, enabling resilient automation.

execute_command (main.py)

OpenClaw-RL · score 8.4 · automation
Executes terminal commands, captures screen, parses accessibility tree, retrieves app output, and launches applications.

Bot Flow Builder

builderbot · score 8.4 · ai, conversation-flow, chatbot-framework, chainable-api, state-machine
Core flow builder with addKeyword/addAnswer/addAction chainable API for defining conversation trees. Framework-agnostic bot logic layer.

Plugin List Generator Script (scripts/generate-plugin-list.js)

agentsys · score 8.4 · automation, cli, script, plugin, manifest
CLI tool that discovers plugins in the repository and writes a plugins.txt manifest for downstream bash scripts.

FingerprintApplier

pydoll · score 8.4 · scraping, browser-fingerprinting, cdp-override, js-injection, identity-masking
Applies a browser fingerprint profile to a tab and its workers via CDP overrides and JS injection, ensuring consistent identity across pages, iframes, and workers.

Enhance Module Export (enhance/index.js)

agentsys · score 8.4 · dev-tools, analysis, patterns, enhancement, reporting
Aggregates analyzers and pattern collections for plugins, tools, security, agents, docs, project memory, prompts, hooks, skills, cross‑file checks, plus reporting and benchmarking

computeNextDueAt (schedule.ts)

threadhunt · score 8.3 · scheduling, cron-math, time-anchor, automation
Per-topic scheduling math (pure). Spread scansPerDay evenly across 24h; if a preferred timeOfDay (HH:MM) is set, anchor the daily slots to it. Returns the epoch ms of the next due

checkStall (stall-detector.ts)

oh-my-matrix · score 8.3 · stall-detection, inactivity-monitor, orchestration-state, automation
M2.5 Stall Detector Detects when an autopilot run has been inactive for too long. Only checks stall while orchestrationState is 'running'. /

SensorVisitor.cs

LibreHardwareMonitor · score 8.3 · automation
Implements the visitor pattern to traverse hardware component hierarchies, triggering sensor events through an event handler during traversal.

shouldNotify (policy.ts)

agentglass · score 8.3 · automation
Which alerts are worth a buzz, and which are the same alert twice. Pure and separate from the raising, because the decision is the whole feature. A companion that notifies too much

classify_error (error_classify.py)

hermes-recipes · score 8.3 · payments, error-classification, retry-logic, workflow-error, automation
Classify workflow errors so the worker can decide retry vs. user-error. Port of clawrecipes/src/lib/workflows/workflow-error-classify.ts. The TS version interrogates ``ToolsInvokeE

DocumentStatus (document.py)

MetaGPT · score 8.3 · files, document-lifecycle, state-machine, workflow-tracking, automation
Tracks and manages document processing lifecycle states (draft, review, approved, archived).

Ops Control Lifecycle Tools (ops/__init__.py)

Decepticon-Cobaltai · score 8.3 · automation, ops, lifecycle, client, orchestration
Provides client and helper functions to start, stop, query status, and clean up specialist workloads via the opscontrol daemon. Ideal for orchestrating security tool agents.

Hermes One-shot CLI Runner (hermes_cli/oneshot.py)

mperkins0155/hermes-agent · score 8.3 · ai, AI / Agents, cli, oneshot, inference
Executes a single prompt via the Hermes CLI, bypassing interactive UI and outputting only the final assistant text to stdout.

Benchmark Harness (benchmark/harness.py)

Decepticon-Cobaltai · score 8.2 · automation, benchmark, docker, python, testing
Benchmark harness that runs challenges, manages optional Docker execution, logs results, and aggregates LangGraph agent responses.

Accessibility Service UI Controller

PokeClaw · score 8.2 · ui-automation, gesture-control, screen-reading, ui-tree-extraction, mobile-automation
Android AccessibilityService that captures UI tree, performs gestures (tap/swipe/long_press), and reads screen content for the agent harness to drive any app.

Tab

pydoll · score 8.2 · automation, dev-tools, browser-automation, dom-manipulation, js-execution
Primary interface for browser tab automation via CDP, handling navigation, DOM manipulation, JS execution, event monitoring, and specialized tasks like Cloudflare bypass.