| 1 | 36,774 | 14,591 | ask-agent | Agent loop, session management, tool execution, context compaction, hooks, and extensions. |
| 2 | 56,762 | 42,533 | ask-llm-providers | Supports OpenAI, Anthropic, Google Gemini + Vertex, Amazon Bedrock, Ollama (local), Mis... |
| 3 | 62,961 | 15,227 | yamine | Gives every Ruby app a stable https://.localhost URL instead of a memorized port. ... |
| 4 | 78,503 | 21,530 | ask-web-fetch | Fetches a URL and converts its content to clean markdown for LLM consumption. A pluggab... |
| 5 | 79,435 | 24,061 | ask-core | Provides Ask::Provider (abstract interface), Ask::Conversation, Ask::Stream, Ask::Model... |
| 6 | 84,992 | 31,221 | ask-ruby-harness | Harness for AI coding agents working in any Ruby project. Ships a language-agnostic too... |
| 7 | 85,045 | 35,731 | ask-web-fetch-mcp | A minimal MCP (Model Context Protocol) server that exposes ask_web_fetch
as a callable ... |
| 8 | 86,487 | 25,816 | ask-app-server | Exposes Ask::Agent::Session behind the standard app-server JSON-RPC/stdio protocol. Dro... |
| 9 | 93,944 | 42,533 | ask-rails | Rails generators, file conventions, and railtie for using ask-agent in Rails apps. |
| 10 | 97,817 | 87,723 | ask-graph | Define workflows as graphs of named steps with conditional routing, parallel execution,... |
| 11 | 98,337 | 28,078 | ask-coding-harness | DEPRECATED — maintenance mode only, superseded by the canonical ask-app-server + ask-se... |
| 12 | 100,025 | 42,533 | ask-web-search-mcp | A minimal MCP (Model Context Protocol) server that exposes ask_web_search
as a callable... |
| 13 | 100,278 | 35,731 | ask-tools | Defines Ask::Tool (base class), tool discovery, and the Ask::Result returned by tools. |
| 14 | 105,476 | 42,533 | ask-rag | Document loaders, text splitters, vector stores, and retrieval queries for building RAG... |
| 15 | 114,201 | 31,221 | ask-rails-harness | Rails Engine that mounts an admin AI agent at /ask. Ships Rails-aware tools (QueryDatab... |
| 16 | 114,427 | 55,182 | ask-ruby-harness-mcp | Exposes the ask-ruby-harness tools (QueryDatabase, ReadModel, ReadLog,
RunCommand, Sche... |
| 17 | 119,326 | 87,723 | ask-acp | Ruby implementation of the Agent Client Protocol (ACP) — a JSON-RPC standard for agent-... |
| 18 | 119,727 | 55,182 | ask-state-providers | Provides Ask::State adapter implementations for SQLite, Redis, PostgreSQL, and MySQL. E... |
| 19 | 121,549 | 55,182 | ask-decisions | Typed questions (Choice, Score, Noul) with calibrated probabilities and confidence. Shi... |
| 20 | 123,685 | 28,078 | ask-auth | Env, file, Rails credentials, database, and OAuth providers. Zero external dependencies. |
| 21 | 124,924 | 42,533 | ask-tools-shell | Bash, Read, Write, Edit, Glob, Grep, and Code tools for the ask-rb ecosystem. |
| 22 | 126,827 | 87,723 | ask-rails-harness-mcp | Mount an MCP endpoint in your Rails app that exposes SchemaGraph, QueryDatabase,
ReadMo... |
| 23 | 127,679 | 55,182 | ask-coding-providers | Coding agent adapter interface and implementations (ACP, Codex, Claude, AskAgent) for t... |
| 24 | 129,005 | 35,731 | ask-mcp | Connect to MCP servers via stdio, SSE, and Streamable HTTP transports. Run as an MCP se... |
| 25 | 131,212 | 42,533 | ask-skills | Discovers, validates, and formats agent skills from project directories, user config, a... |
| 26 | 137,828 | 87,723 | ask-observability | Turns ask-instrumentation events into Prometheus metrics (calls, tokens, duration, erro... |
| 27 | 139,794 | 19,007 | ask-tokens-rails | Adds an ActiveRecord-backed wallet store, has_token_wallet concern, token wallet/transa... |
| 28 | 145,730 | 35,731 | ask-anychat-mcp | A minimal MCP (Model Context Protocol) server that exposes the agents an Anychat worksp... |
| 29 | 146,404 | 87,723 | gemchain | When you maintain multiple gems that depend on each other, Gemchain helps you coordinat... |
| 30 | 148,288 | 87,723 | ask-guests | Give anonymous visitors a durable identity with metered AI access: signed guest session... |
| 31 | 158,602 | 87,723 | ask-local-rails | Railtie, install generator, and helpers wiring a Rails app into ask-local's stable .loc... |
| 32 | 158,900 | 31,221 | ask-session | Provides immutable session records, event envelopes, an in-memory store with concurrenc... |
| 33 | 163,143 | 87,723 | ask-local | Gives every Ruby app a stable https://.localhost URL instead of a memorized port. ... |
| 34 | 163,298 | 42,533 | ask-anychat | Creates and manages the agents an Anychat workspace owns. Anychat gives a business an a... |
| 35 | 163,585 | 42,533 | ask-web-search | Web search returning results as clean numbered markdown. Two selectable backends: a loc... |
| 36 | 163,874 | 55,182 | ask-permissions | Provides framework-independent permission rules, policies, and approval queues for ask-... |
| 37 | 164,309 | 42,533 | ask-rails-mcp | Mount an MCP endpoint in your Rails app that exposes SchemaGraph, QueryDatabase,
ReadMo... |
| 38 | 165,867 | 55,182 | ask-computer | Drive desktop apps in the background via Cua Driver — screenshots, clicks, typing, sand... |
| 39 | 167,216 | 87,723 | ask-computer-mcp | Exposes the ask-computer tools (HistoryStatus, HistoryQuery, Screenshot,
Click, Type, K... |
| 40 | 168,391 | 87,723 | ask-channel-providers | Channel adapter interface and implementations (Telegram, Discord, Slack) for connecting... |
| 41 | 168,639 | 87,723 | ask-sandbox-providers | Isolated code execution via Local (subprocess + rlimits), Docker (containers), Daytona ... |
| 42 | 168,858 | 35,731 | ask-schema | A compact Ruby DSL for building standards-oriented JSON Schema documents. Zero dependen... |
| 43 | 171,504 | 42,533 | ask-instrumentation | Emits ActiveSupport::Notifications events for chat completions, embeddings, tool calls,... |
| 44 | 174,020 | 87,723 | ask-runtime | Provides the foundational value objects and adapter contracts for tool-call execution i... |
| 45 | 174,260 | 21,530 | ask-github | Provides authenticated Octokit client, context metadata, and error guide for AI agents. |
| 46 | 179,372 | 87,723 | ask-session-protocol | The contract between the ask session host and every client (terminal TUI, web console, ... |
| 47 | 180,968 | 87,723 | ask-terminal | The first thin client of the ask ecosystem: an interactive terminal coding agent that s... |
| 48 | 181,913 | 55,182 | myrr-rb | Count tokens on text/markdown responses, add an X-Token-Count header, and serve .md.erb... |
| 49 | 182,465 | 87,723 | ask-honeybadger | Error context for agents via Honeybadger for the ask-rb ecosystem. |
| 50 | 182,707 | 25,816 | ask-ag-ui | The AG-UI (Agent-User Interaction) protocol server for the ask-rb ecosystem — SSE event... |
| 51 | 183,010 | 55,182 | ask-sentry | Error context for agents via Sentry for the ask-rb ecosystem. |
| 52 | 184,083 | 55,182 | ask-tokens | A Rails-free foundation for token-based usage tracking. Count real tokens with tiktoken... |
| 53 | 185,139 | 55,182 | ask-eval | Test LLM outputs with Minitest-native assertions. LLM-as-judge for faithfulness, halluc... |
| 54 | 185,309 | 55,182 | ask-linear | Provides authenticated GraphQL client, context metadata, and error guide for AI agents ... |
| 55 | 186,038 | 42,533 | ask-slack | Provides authenticated Slack client helper, context metadata, and error guide for AI ag... |
| 56 | 186,335 | 55,182 | ask-notion | Provides authenticated Notion client, context metadata, and error guide for AI agents. |
| 57 | 186,428 | 87,723 | ask-solid_errors | Error context for agents via SolidErrors for the ask-rb ecosystem. |
| 58 | 186,657 | 19,775 | ask-token-usage-rails | Adds an ActiveRecord-backed wallet store, has_token_wallet concern, token wallet/transa... |
| 59 | 188,425 | 87,723 | ask-opentelemetry | Adds OpenTelemetry tracing to ask-rb LLM operations. Subscribes to ask-instrumentation ... |
| 60 | 190,058 | 55,182 | ask-token-usage | A Rails-free foundation for token-based usage tracking. Count real tokens with tiktoken... |
| 61 | 190,301 | 87,723 | solid_events | SolidEvents captures controller, job, SQL, business and record-link events into a query... |
| 62 | 191,444 | 25,816 | ask-monitoring | Rails engine that provides real-time monitoring for LLM usage. Cost tracking, throughpu... |
| 63 | 192,556 | 87,723 | solid_agents | Solid Agent stores agent runs in its own database and dispatches staged workflow tasks ... |
| 64 | 196,498 | 87,723 | runbox | Official Ruby client for Runbox, a fast and secure API for running code in isolated con... |
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