LM40R4YandGitHub a5a8ccc378 fix: auto-continuation overly biased toward Claude-style output — breaks with non-Claude models (#1713)
* fix: auto-continuation overly biased toward Claude-style output

When using non-Claude models (OpenAI, Gemini, local models, etc.), the
continuation detection frequently fails, causing the agent to stop after
each turn and wait for manual user input.

Changes:
- Expand CONTINUATION_SIGNALS verb list to include common verbs used by
  non-Claude models: process, download, upload, compile, train, evaluate,
  test, continue, generate, extract, merge, deploy, install, configure,
  refactor, optimize (plus their -ing forms)
- Fix COMPLETION_MARKERS check to only block continuation when no
  continuation signal is present nearby (prevents false positives when
  words like 'complete' or 'done' appear mid-sentence)
- Add soft fallback nudging when text has no terminal punctuation and
  no explicit completion signal (assumes model intends to continue by
  default)
- Increase MAX_CONTINUATION_NUDGES from 3 to 20 for longer multi-step
  tasks
- Pass 'interrupt' reason to abortController.abort() in the TUI control
  interrupt handler for consistent signal propagation

Fixes #1707

* fix: add 429 retry, disable microcompact, disable command-queue abort

- Add 429 rate limit retry with backoff for non-Claude providers
  (src/services/api/withRetry.ts)
- Disable microcompact to prevent aggressive conversation trimming
  (src/query.ts)
- Disable command-queue abort to prevent interrupting running tools
  (src/cli/print.ts)

* fix: address PR review feedback

- 429 retry: use separate counter instead of manipulating attempt
- Soft fallback: remove aggressive fallback nudging all unpunctuated text
- Microcompact: honor maxMessagesCompactionThreshold 'off' setting
- Fix typecheck issues (pendingCacheEdits, imports)

* fix: address second round of PR review

- Remove 429 retry policy (out of scope for continuation fix)
- Add presentProgressive check for 'complete. Now processing...' case
- Restore command queue preemption (split to separate PR)
- Fix PendingCacheEdits type for typecheck

* fix: address third round of PR review

- Fix completion guard condition (inverted logic — was blocking with continuation signals present)
- Narrow presentProgressive to only 'Now [verb]ing' (avoid gerund false positives)
- Restore original microcompact call (remove config gate)
- Add 'interrupt' reason to permission deny abort calls

* fix: address fourth round of PR review

- [P1] Add 'continuing with' and 'proceeding to' to strongIntent regex
  so punctuated transition phrases survive terminal-punctuation gate
- [P2] Pass 'interrupt' reason to abortController.abort() in
  PermissionContext.runHooks() for interactive permission hooks

* fix: address fifth round of PR review

- [P1] Add missing -ing gerund forms to line 15 (creating, writing,
  editing, running, checking, building, etc.) so the late gerund
  transition fix covers the original action verbs too
- [P2] Add imperative/declarative signals for bare patterns:
  'need to <verb>' ('Need to process files'),
  'now <verb>' ('Now process files', with negative lookahead
  to avoid 'Now you' false positives),
  'next (i|we) <verb>' ('Next I process files')

* fix: address sixth round of PR review

Addresses all 5 findings from jatmn's CHANGES_REQUESTED review:

1. (code-quality) Extract verb list to shared ACTION_VERBS array;
   build all continuation regexes from it via buildContinuationSignals()
2. (minor) Restrict presentProgressive to gerund forms of the
   same verb list instead of broad \w+ing
3. (nit) Remove accidental 'nul' entry from .gitignore
4. (medium) Add focused tests for new verbs, imperative patterns,
   present-progressive fallback, completion-marker guard, and
   verb-list deduplication
5. (minor) Add tests verifying MAX_CONTINUATION_NUDGES = 20
   and the guard comparison

* fix: address seventh round of PR review

Addresses all 4 findings from jatmn's CHANGES_REQUESTED review:

1. [P1] Remove dead 'take' branch from VERB_ING gerund map
2. [P2] Pass 'interrupt' reason to abort() in print.ts SIGINT handler
   and PermissionContext.ts cancelAndAbort path
3. [P3] Fix tab indentation in query.ts,
   PermissionPromptToolResultSchema.ts, and permissions.ts
4. [P3] Update PR description to match actual code changes

* fix: address PR review feedback (indentation, filter-based verb exclusion)

- Fix indentation (2-space style) in PermissionPromptToolResultSchema.ts
  else-if block (jatmn review finding 1)
- Use ACTION_VERBS.filter() instead of fragile v.replace(/^do\|/, '')
  for 'time to' regex (finding 2)
- Clarify default fallback behavior in PR description (finding 4)
- Note: queryLifecycle cleanup (finding 3) not applicable — field
  does not exist in this codebase

* fix: punctuated imperative/declarative patterns now signal continuation intent

The new imperative patterns (need to <verb>, now <verb>, next i/we <verb>)
matched in the late-window signal check but were silently dropped when
the text had terminal punctuation, because the punctuated branch only
checked strongIntent / presentProgressive / endsWithColon.

This left examples like 'Need to process files.' and 'Now create the
component.' returning shouldNudge: false, even though the bare variants
correctly returned true.

Fix: add hasImperativeSignal to the punctuated gate, re-testing lowerText
against the imperative patterns so punctuated action-intent signals are
recognized.

Also narrows the #1707 closure claim in the PR description: the default
fallback remains shouldNudge: false (the broader inversion suggested in
the issue introduced false positives in earlier rounds).

Tests added for punctuated imperative variants.

* fix: address ninth round of PR review

- [Medium] Restore abortController.abort('interrupt') in onInterrupt()
  bridge/SDK callback to keep interrupt-reason fix consistent
- [Minor] Normalize indent (tabs -> 2-space) in imperative/declarative
  test block in bugfixes.test.ts
- [Nit] Use lateText (last 120 chars) for hasImperativeSignal check
  for consistency with surrounding late-window logic
- queryLifecycle removal is intentional cleanup from earlier round;
  no longer referenced in callModel options

* fix: tighten need-to pattern to exclude subject-led advice (You need to...)

CodeRabbit review flagged that the `need to` continuation pattern was
overmatching subject-led advice like "You need to update..." causing
false-positive nudges. Added negative lookbehind `(?<!\b(?:you|i|we|...)\s+)`
to both `CONTINUATION_SIGNALS` and `hasImperativeSignal` so only bare
imperatives (no subject) trigger continuation. Added regression tests.

Also confirmed three earlier findings were already fixed:
- print.ts onInterrupt() already uses abort('interrupt') 
- Indentation in bugfixes.test.ts:172-200 already 2-space 
- hasImperativeSignal already uses lateText 
- queryLifecycle removal was intentional cleanup 
2026-06-26 10:14:34 +08:00
2026-04-30 18:22:01 +08:00
2026-04-30 18:22:01 +08:00
2026-04-03 09:40:17 +08:00

OpenClaude

OpenClaude is an open-source coding-agent CLI for cloud and local model providers.

Use OpenAI-compatible APIs, Gemini, GitHub Models, Codex OAuth, Codex, Ollama, Atomic Chat, and other supported backends while keeping one terminal-first workflow: prompts, tools, agents, MCP, slash commands, and streaming output.

PR Checks Release Discussions Discord X Security Policy License

OpenClaude is also mirrored to GitLawb: gitlawb.com/node/repos/z6MkqDnb/openclaude

Quick Start | Setup Guides | Providers | Source Build | VS Code Extension | Sponsors | Community

Sponsors

GitLawb logo Bankr.bot logo Atomic Chat logo Xiaomi MiMo logo Atlas Cloud logo
GitLawb Bankr.bot Atomic Chat Xiaomi MiMo Atlas Cloud

Star History

Star History Chart

Why OpenClaude

  • Use one CLI across cloud APIs and local model backends
  • Save provider profiles inside the app with /provider
  • Run with OpenAI-compatible services, Gemini, GitHub Models, Codex OAuth, Codex, Ollama, Atomic Chat, and other supported providers
  • Keep coding-agent workflows in one place: bash, file tools, grep, glob, agents, tasks, MCP, and web tools
  • Use the bundled VS Code extension for launch integration and theme support

Quick Start

Install

OpenClaude requires Node.js >=22.0.0 for npm installs and runtime. Bun is only needed for source builds and local development.

npm install -g @gitlawb/openclaude@latest

If you're on Arch Linux, you can install OpenClaude from the community-maintained AUR package:

paru -S openclaude

If the install later reports ripgrep not found, install ripgrep system-wide and confirm rg --version works in the same terminal before starting OpenClaude.

Verify / troubleshoot installed version:

openclaude --version
npm view @gitlawb/openclaude dist-tags
npm install -g @gitlawb/openclaude@latest

Start

openclaude

Inside OpenClaude:

  • run /provider for guided provider setup and saved profiles
  • run /onboard-github for GitHub Models onboarding

Note: OpenClaude does not automatically load project .env files. We recommend using the /provider command for setup, which saves provider profiles and credentials in .openclaude-profile.json. If you prefer environment variables, export them explicitly or run openclaude --provider-env-file .env for provider/setup variables. Export runtime/debug knobs from your shell or launcher.

Background sessions

Run long non-interactive prompts detached from the current terminal:

openclaude --bg "fix failing tests"
openclaude --bg --name auth-refactor "refactor auth middleware"
openclaude ps
openclaude logs auth-refactor
openclaude logs auth-refactor -f
openclaude kill auth-refactor

Background sessions are local child processes. OpenClaude does not start a daemon or network service, and permission/provider/model/settings flags are passed to the child process the same way they are for a foreground --print run. Session metadata and logs are stored under the resolved OpenClaude config directory, usually ~/.openclaude/bg-sessions/; OPENCLAUDE_CONFIG_DIR can point OpenClaude somewhere else, with CLAUDE_CONFIG_DIR still supported as the legacy fallback. Session names can be reused after older sessions reach a terminal state; use the session ID to inspect older logs with the same name.

openclaude attach <id-or-name> currently reports the matching session and points to openclaude logs <id> -f; full terminal reattach is not implemented for local background sessions yet.

Fastest OpenAI setup

macOS / Linux:

export CLAUDE_CODE_USE_OPENAI=1
export OPENAI_API_KEY=sk-your-key-here
export OPENAI_MODEL=gpt-4o

openclaude

Windows PowerShell:

$env:CLAUDE_CODE_USE_OPENAI="1"
$env:OPENAI_API_KEY="sk-your-key-here"
$env:OPENAI_MODEL="gpt-4o"

openclaude

Fastest local Ollama setup

macOS / Linux:

export CLAUDE_CODE_USE_OPENAI=1
export OPENAI_BASE_URL=http://localhost:11434/v1
export OPENAI_MODEL=qwen2.5-coder:7b

openclaude

Windows PowerShell:

$env:CLAUDE_CODE_USE_OPENAI="1"
$env:OPENAI_BASE_URL="http://localhost:11434/v1"
$env:OPENAI_MODEL="qwen2.5-coder:7b"

openclaude

Setup Guides

Beginner-friendly guides:

Advanced and source-build guides:

Supported Providers

Provider Setup Path Notes
OpenAI-compatible /provider or env vars Works with OpenAI, OpenRouter, DeepSeek, Groq, Mistral, LM Studio, and other compatible /v1 servers
Z.AI GLM Coding Plan /provider or OpenAI-compatible env vars Uses OPENAI_API_KEY at https://api.z.ai/api/coding/paas/v4 and defaults to glm-5.2
Hicap /provider or OpenAI-compatible env vars Uses api-key auth, discovers models from unauthenticated /models, and supports Responses mode for gpt- models
Fireworks AI /provider or env vars First-class provider with 276 curated models (DeepSeek, Qwen, Llama, Gemma, and more); uses FIREWORKS_API_KEY
Gemini /provider or env vars Supports API key only
GitHub Models /onboard-github Interactive onboarding with saved credentials
Codex OAuth /provider Opens ChatGPT sign-in in your browser and stores Codex credentials securely
Codex /provider Uses existing Codex CLI auth, OpenClaude secure storage, or env credentials
Gitlawb Opengateway Startup default, /provider, or env vars Smart gateway at https://opengateway.gitlawb.com/v1; requires an API key from https://gitlawb.com/opengateway/keys and routes Xiaomi MiMo and GMI Cloud partner models by OPENAI_MODEL
OpenCode Zen /provider or env vars Pay-as-you-go AI gateway (48 models); uses OPENCODE_API_KEY via https://opencode.ai/zen/v1; shared key with OpenCode Go
OpenCode Go /provider or env vars $10/mo subscription for open models (13 models); uses OPENCODE_API_KEY via https://opencode.ai/zen/go/v1; shared key with OpenCode Zen
Xiaomi MiMo /provider or env vars OpenAI-compatible API at https://mimo.mi.com; uses MIMO_API_KEY and defaults to mimo-v2.5-pro
NEAR AI /provider or env vars Unified gateway (Claude, GPT, Gemini + TEE open models); uses NEARAI_API_KEY at https://cloud-api.near.ai/v1
Ollama /provider or env vars Local inference with no API key
Atomic Chat /provider, env vars, or bun run dev:atomic-chat Local Model Provider; auto-detects loaded models
Bedrock / Vertex / Foundry env vars Anthropic-family cloud routes; Vertex is for Claude on Vertex AI, not arbitrary Model Garden models

What Works

  • Tool-driven coding workflows: Bash, file read/write/edit, grep, glob, agents, tasks, MCP, and slash commands
  • Streaming responses: Real-time token output and tool progress
  • Tool calling: Multi-step tool loops with model calls, tool execution, and follow-up responses
  • Images: URL and base64 image inputs for providers that support vision
  • Provider profiles: Guided setup plus saved user-level provider profile support
  • Local and remote model backends: Cloud APIs, local servers, and Apple Silicon local inference

Provider Notes

OpenClaude supports multiple providers, but behavior is not identical across all of them.

  • Anthropic-specific features may not exist on other providers
  • Tool quality depends heavily on the selected model
  • Smaller local models can struggle with long multi-step tool flows
  • Some providers impose lower output caps than the CLI defaults, and OpenClaude adapts where possible
  • Gitlawb Opengateway is the fresh-install startup default and requires an API key from https://gitlawb.com/opengateway/keys. It uses one OpenAI-compatible base URL; switch between mimo-* and google/gemini-3.1-flash-lite-preview with /model, and do not pin the base URL to /v1/xiaomi-mimo.
  • Z.AI GLM Coding Plan uses https://api.z.ai/api/coding/paas/v4 with glm-5.2 by default. Use glm-5.2?reasoning=high for enhanced reasoning, glm-5.2?reasoning=xhigh to request Z.AI reasoning_effort=max, or glm-5.2?thinking=disabled for faster direct answers.
  • Xiaomi MiMo uses api-key header auth on the direct OpenAI-compatible route and currently does not support /usage reporting in OpenClaude

GitHub Copilot sub-agent optimization

When CLAUDE_CODE_USE_GITHUB=1, OpenClaude serializes sub-agent execution to reduce GitHub Copilot Premium Request consumption. Default behavior is GITHUB_COPILOT_MAX_SUBAGENTS=1 (synchronous, one sub-agent at a time). Tuning vars (all optional):

Var Effect
GITHUB_COPILOT_MAX_SUBAGENTS=0 Suppress sub-agents entirely (sub-agents throw an error).
GITHUB_COPILOT_MAX_SUBAGENTS=1 Force synchronous execution. Default.
GITHUB_COPILOT_MAX_SUBAGENTS=2..10 Parsed/clamped but not enforced differently from =1 (any positive cap = synchronous).
GITHUB_COPILOT_ALLOW_SUBAGENTS=1 Re-enable parallel/background sub-agents, overriding the cap.
GITHUB_COPILOT_FORCE_SYNC_SUBAGENTS=1 Force synchronous execution regardless of cap.
GITHUB_COPILOT_OPTIMIZATION_DISABLED=1 Disable all of the above; sub-agents run as before this feature.

The is_async field reported in the tengu_agent_tool_selected event and the agent metadata now reflects the final execution mode (i.e., false when synchronous is forced). See .env.example for the full descriptions.

For best results, use models with strong tool/function calling support.

Agent Routing

OpenClaude can route different agents to different models through settings-based routing. This is useful for cost optimization or splitting work by model strength.

Add to ~/.openclaude.json:

{
  "agentModels": {
    "deepseek-v4-flash": {
      "base_url": "https://api.deepseek.com/v1",
      "api_key": "sk-your-key"
    },
    "zai-default": {
      "model": "glm-5.2",
      "base_url": "https://api.z.ai/api/coding/paas/v4",
      "api_key": "sk-your-key"
    },
    "gpt-4o": {
      "base_url": "https://api.openai.com/v1",
      "api_key": "sk-your-key"
    }
  },
  "agentRouting": {
    "Explore": "deepseek-v4-flash",
    "Plan": "gpt-4o",
    "general-purpose": "gpt-4o",
    "frontend-dev": "zai-default",
    "default": "gpt-4o"
  }
}

When no routing match is found, the global provider remains the fallback.

agentRouting values and explicit Agent tool model overrides match keys in agentModels. By default, that key is also the model string sent to the provider. Set agentModels.<key>.model when you want a local route key such as zai-default to call a different provider model name such as glm-5.2.

Note: /provider changes the global/parent provider for your current session. agentModels and agentRouting are specifically for configuring per-agent provider overrides while keeping the parent session unchanged.

Note: api_key values in settings.json are stored in plaintext. Keep this file private and do not commit it to version control.

Model-only routes (same provider): Omit base_url and api_key to run an agent on a different model using your current provider's endpoint and key — no credential duplication:

{
  "agentModels": {
    "mini": { "model": "gpt-5-mini" }
  },
  "agentRouting": {
    "verification": "mini"
  }
}

Built-in agents are routable by their type name. Useful keys: verification (the read-only auditor that runs before completion), Explore, and Plan. For example, "agentRouting": { "verification": "mini" } runs the verifier on gpt-5-mini while your main session stays on its model. Absent any entry, the verifier inherits the main-loop model.

Web Search and Fetch

By default, WebSearch works on non-Anthropic models using DuckDuckGo. This gives GPT-4o, DeepSeek, Gemini, Ollama, and other OpenAI-compatible providers a free web search path out of the box.

Note: DuckDuckGo fallback works by scraping search results and may be rate-limited, blocked, or subject to DuckDuckGo's Terms of Service. If you want a more reliable supported option, configure Firecrawl.

For Anthropic-native backends and Codex responses, OpenClaude keeps the native provider web search behavior.

WebFetch works, but its basic HTTP plus HTML-to-markdown path can still fail on JavaScript-rendered sites or sites that block plain HTTP requests.

Set a Firecrawl API key if you want Firecrawl-powered search/fetch behavior:

export FIRECRAWL_API_KEY=your-key-here

With Firecrawl enabled:

  • WebSearch can use Firecrawl's search API while DuckDuckGo remains the default free path for non-Claude models
  • WebFetch uses Firecrawl's scrape endpoint instead of raw HTTP, handling JS-rendered pages correctly

Free tier at firecrawl.dev includes 500 credits. The key is optional.


Headless gRPC Server

OpenClaude can be run as a headless gRPC service, allowing you to integrate its agentic capabilities (tools, bash, file editing) into other applications, CI/CD pipelines, or custom user interfaces. The server uses bidirectional streaming to send real-time text chunks, tool calls, and request permissions for sensitive commands.

1. Start the gRPC Server

Start the core engine as a gRPC service on localhost:50051:

npm run dev:grpc

Configuration

Variable Default Description
GRPC_PORT 50051 Port the gRPC server listens on
GRPC_HOST localhost Bind address. Use 0.0.0.0 to expose on all interfaces (not recommended without authentication)

2. Run the Test CLI Client

We provide a lightweight CLI client that communicates exclusively over gRPC. It acts just like the main interactive CLI, rendering colors, streaming tokens, and prompting you for tool permissions (y/n) via the gRPC action_required event.

In a separate terminal, run:

npm run dev:grpc:cli

Note: The gRPC definitions are located in src/proto/openclaude.proto. You can use this file to generate clients in Python, Go, Rust, or any other language.


Source Build And Local Development

Use Node.js >=22.0.0 and Bun 1.3.13 or newer for source builds.

bun install
bun run build
node dist/cli.mjs

Helpful commands:

  • bun run dev
  • bun test
  • bun run test:coverage
  • bun run security:pr-scan -- --base origin/main
  • bun run smoke
  • bun run doctor:runtime
  • bun run verify:privacy
  • focused bun test ... runs for the areas you touch

Testing And Coverage

OpenClaude uses Bun's built-in test runner for unit tests.

Run the full unit suite:

bun test

Generate unit test coverage:

bun run test:coverage

Open the visual coverage report:

open coverage/index.html

If you already have coverage/lcov.info and only want to rebuild the UI:

bun run test:coverage:ui

Use focused test runs when you only touch one area:

  • bun run test:provider
  • bun run test:provider-recommendation
  • bun test path/to/file.test.ts

Recommended contributor validation before opening a PR:

  • bun run build
  • bun run smoke
  • bun run test:coverage for broader unit coverage when your change affects shared runtime or provider logic
  • focused bun test ... runs for the files and flows you changed

Coverage output is written to coverage/lcov.info, and OpenClaude also generates a git-activity-style heatmap at coverage/index.html.

Repository Structure

  • src/ - core CLI/runtime
  • scripts/ - build, verification, and maintenance scripts
  • docs/ - setup, contributor, and project documentation
  • python/ - standalone Python helpers and their tests
  • vscode-extension/openclaude-vscode/ - VS Code extension
  • .github/ - repo automation, templates, and CI configuration
  • bin/ - CLI launcher entrypoints

VS Code Extension

The repo includes a VS Code extension in vscode-extension/openclaude-vscode for OpenClaude launch integration, provider-aware Control Center, in-editor chat, theme support, and optional Microsoft Foundry / Azure OpenAI configuration (endpoint, API version, deployment, API key via Secret Storage) injected into launched terminals. See that folders README.

Security

If you believe you found a security issue, see SECURITY.md.

Community

Contributing

Contributions are welcome.

For larger changes, open an issue first so the scope is clear before implementation. Helpful validation commands include:

  • bun run build
  • bun run test:coverage
  • bun run smoke
  • focused bun test ... runs for files and flows you changed

Disclaimer

OpenClaude is an independent community project and is not affiliated with, endorsed by, or sponsored by Anthropic.

OpenClaude originated from the Claude Code codebase and has since been substantially modified to support multiple providers and open use. "Claude" and "Claude Code" are trademarks of Anthropic PBC. See LICENSE for details.

License

MIT for OpenClaude contributors' modifications; the derived Claude Code remains Anthropic's. See more.

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