| 1 | 48,370 | 12,522 | ask-agent | Agent loop, session management, tool execution, context compaction, hooks, and extensions. |
| 2 | 71,645 | 9,691 | ask-llm-providers | Supports OpenAI, Anthropic, Google Gemini + Vertex, Amazon Bedrock, Ollama (local), Mis... |
| 3 | 92,882 | 15,928 | ask-core | Provides Ask::Provider (abstract interface), Ask::Conversation, Ask::Stream, Ask::Model... |
| 4 | 93,139 | 22,963 | ask-web-fetch | Fetches a URL and converts its content to clean markdown for LLM consumption. A pluggab... |
| 5 | 109,096 | 25,459 | ask-graph | Define workflows as graphs of named steps with conditional routing, parallel execution,... |
| 6 | 109,693 | 20,011 | ask-web-fetch-mcp | A minimal MCP (Model Context Protocol) server that exposes ask_web_fetch
as a callable ... |
| 7 | 111,758 | 22,963 | ask-coding-harness | A self-hosted web coding agent for the ask-rb ecosystem. Runs Ask::Agent::Session again... |
| 8 | 115,324 | 22,963 | ask-rag | Document loaders, text splitters, vector stores, and retrieval queries for building RAG... |
| 9 | 116,030 | 49,580 | ask-ruby-harness | Harness for AI coding agents working in any Ruby project. Ships a language-agnostic too... |
| 10 | 118,303 | 21,303 | ask-tools | Defines Ask::Tool (base class), tool discovery, and the Ask::Result returned by tools. |
| 11 | 119,456 | 21,303 | ask-rails | Rails generators, file conventions, and railtie for using ask-agent in Rails apps. |
| 12 | 127,920 | 19,015 | ask-web-search-mcp | A minimal MCP (Model Context Protocol) server that exposes ask_web_search
as a callable... |
| 13 | 129,156 | 49,580 | ask-acp | Ruby implementation of the Agent Client Protocol (ACP) — a JSON-RPC standard for agent-... |
| 14 | 139,751 | 49,580 | ask-rails-harness | Rails Engine that mounts an admin AI agent at /ask. Ships Rails-aware tools (QueryDatab... |
| 15 | 142,532 | 30,884 | ask-state-providers | Provides Ask::State adapter implementations for SQLite, Redis, PostgreSQL, and MySQL. E... |
| 16 | 142,792 | 49,580 | ask-observability | Turns ask-instrumentation events into Prometheus metrics (calls, tokens, duration, erro... |
| 17 | 146,553 | 30,884 | ask-tools-shell | Bash, Read, Write, Edit, Glob, Grep, and Code tools for the ask-rb ecosystem. |
| 18 | 148,372 | 21,303 | ask-rails-harness-mcp | Mount an MCP endpoint in your Rails app that exposes SchemaGraph, QueryDatabase,
ReadMo... |
| 19 | 148,481 | 17,497 | ask-auth | Env, file, Rails credentials, database, and OAuth providers. Zero external dependencies. |
| 20 | 152,489 | 20,011 | ask-ruby-harness-mcp | Exposes the ask-ruby-harness tools (QueryDatabase, ReadModel, ReadLog,
RunCommand, Sche... |
| 21 | 153,814 | 25,459 | ask-skills | Discovers, validates, and formats agent skills from project directories, user config, a... |
| 22 | 157,441 | 21,303 | ask-mcp | Connect to MCP servers via stdio, SSE, and Streamable HTTP transports. Run as an MCP se... |
| 23 | 157,553 | 25,459 | ask-app-server | Exposes Ask::Agent::Session behind the standard app-server JSON-RPC/stdio protocol. Dro... |
| 24 | 162,680 | 30,884 | ask-coding-providers | Coding agent adapter interface and implementations (ACP, Codex, Claude, AskAgent) for t... |
| 25 | 164,128 | 49,580 | ask-rails-mcp | Mount an MCP endpoint in your Rails app that exposes SchemaGraph, QueryDatabase,
ReadMo... |
| 26 | 173,350 | 20,011 | gemchain | When you maintain multiple gems that depend on each other, Gemchain helps you coordinat... |
| 27 | 181,017 | 49,580 | myrr-rb | Count tokens on text/markdown responses, add an X-Token-Count header, and serve .md.erb... |
| 28 | 181,438 | 12,326 | ask-tokens-rails | Adds an ActiveRecord-backed wallet store, has_token_wallet concern, token wallet/transa... |
| 29 | 181,501 | 20,011 | ask-github | Provides authenticated Octokit client, context metadata, and error guide for AI agents. |
| 30 | 182,651 | 49,580 | ask-channel-providers | Channel adapter interface and implementations (Telegram, Discord, Slack) for connecting... |
| 31 | 183,004 | 49,580 | ask-schema | A compact Ruby DSL for building standards-oriented JSON Schema documents. Zero dependen... |
| 32 | 183,695 | 49,580 | ask-sandbox-providers | Isolated code execution via Local (subprocess + rlimits), Docker (containers), Daytona ... |
| 33 | 186,323 | 49,580 | ask-instrumentation | Emits ActiveSupport::Notifications events for chat completions, embeddings, tool calls,... |
| 34 | 186,477 | 30,884 | ask-eval | Test LLM outputs with Minitest-native assertions. LLM-as-judge for faithfulness, halluc... |
| 35 | 187,070 | 30,884 | ask-slack | Provides authenticated Slack client helper, context metadata, and error guide for AI ag... |
| 36 | 187,194 | 49,580 | ask-sentry | Error context for agents via Sentry for the ask-rb ecosystem. |
| 37 | 187,258 | 49,580 | ask-honeybadger | Error context for agents via Honeybadger for the ask-rb ecosystem. |
| 38 | 187,578 | 30,884 | ask-notion | Provides authenticated Notion client, context metadata, and error guide for AI agents. |
| 39 | 187,596 | 20,011 | ask-tokens | A Rails-free foundation for token-based usage tracking. Count real tokens with tiktoken... |
| 40 | 188,050 | 22,963 | ask-web-search | Searches the web via a local SearXNG instance and returns the results as clean numbered... |
| 41 | 188,169 | 16,362 | ask-linear | Provides authenticated GraphQL client, context metadata, and error guide for AI agents ... |
| 42 | 188,410 | 49,580 | ask-solid_errors | Error context for agents via SolidErrors for the ask-rb ecosystem. |
| 43 | 188,637 | 13,121 | ask-token-usage-rails | Adds an ActiveRecord-backed wallet store, has_token_wallet concern, token wallet/transa... |
| 44 | 188,950 | 49,580 | solid_events | SolidEvents captures controller, job, SQL, business and record-link events into a query... |
| 45 | 188,987 | 20,011 | ask-token-usage | A Rails-free foundation for token-based usage tracking. Count real tokens with tiktoken... |
| 46 | 189,214 | 49,580 | ask-opentelemetry | Adds OpenTelemetry tracing to ask-rb LLM operations. Subscribes to ask-instrumentation ... |
| 47 | 191,332 | 49,580 | solid_agents | Solid Agent stores agent runs in its own database and dispatches staged workflow tasks ... |
| 48 | 191,899 | 49,580 | ask-monitoring | Rails engine that provides real-time monitoring for LLM usage. Cost tracking, throughpu... |
| 49 | 195,552 | 49,580 | runbox | Official Ruby client for Runbox, a fast and secure API for running code in isolated con... |
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