近 7 天 · 通用任务助手

OpenClaw

委托任务、调研与成果交付

体感分50.7/10049 条评论
来源 全部

大家怎么看

近 7 天的 49 条评论中,评价褒贬并存。批评最集中在「稳定性」(9/19 条负面摘录)。有用户升级OpenClaw过程顺利,所有cron任务都成功保留。有用户花了两天试图从9.4升级到9.6,多次触及限制,感到厌倦。

每日体验趋势

40506047.409-2509-2709-2809-3010-01按评论日期汇总 · UTC · 每日满 5 条显示分数

用户反馈

58 条评价摘录

负面工作流与集成

花了两天时间试图从9.4升级到9.6,期间几次触及限制。这变得越来越令人厌烦

机器翻译
展开原文

Spent two days trying to get from 9.4 to 9.6 hitting my limits a couple of times. It's getting tiresome

正面易用性

没有问题,我所有的cron jobs都迁移过来了。

机器翻译
展开原文

No problems, all of my cron jobs carried over.

正面稳定性

刚完成了升级。没问题,我所有的cron jobs都迁移过来了。 干得好,开发团队!谢谢你们

机器翻译
展开原文

Just implemented the upgrade. No problems, all of my cron jobs carried over. Great job dev team! Thank you

负面编辑与控制

它是支持的,但我需要继承之前的白名单——我不得不在openclaw.json的modelPolicy.allow中允许gpt6模型的allowlist。

机器翻译
展开原文

It’s supported but carrying over my previous whitelist - I had to allow the gpt6 models allowlist in the openclaw. json modelPolicy.allow

查看评论上下文
回复的评论 ↗

6.1-sol还不支持吗?

机器翻译
展开原文

6.1-sol isn’t supported yet?

负面编辑与控制

预算检查应该在调度之前预留支出,而不是在并行工作已经消耗完额度之后每小时检查一次。

机器翻译
展开原文

Budget checks should reserve spend before dispatch, not inspect it hourly after parallel work has already consumed the allowance.

查看评论上下文
原帖 ↗

设置了一个循环,让我的OpenClaw尽可能自主运行,同时每小时检查订阅限制(对我来说这是OpenAI,但你可以调整为你想要的任何服务)。 Main将项目分配给项目经理子代理。 Main给自己设置每小时cron任务提醒来检查订阅使用情况,低于20%时暂停所有项目和提醒,并设置新的提醒以便在限制重置时恢复。

机器翻译
展开原文

Made a loop my OpenClaw become as autonomous as possible while hourly checking subscription limits (for me it's OpenAI but you can adjust it to whatever you want). Main assigns projects to a Project Manager sub-agent. Main puts hourly cron job reminders to herself to check subscription use, below 20% pauses all projects and reminders, sets new reminder to resume when limit resets.

负面编辑与控制

在我们的设置中(OpenClaw 2026.9.5),代理在工具调用之前或之间写的文本会作为消息在心跳和隔离的cron运行中传递,而不仅仅是最终答案。NO_REPLY只有在整个回复恰好是那一个token时才抑制传递。所以"重述请求,决定是否回答,NO_REPLY"会完整发出。

机器翻译
展开原文

In our setup (OpenClaw 2026.9.5), text an agent writes before or between tool calls gets delivered as a message in heartbeat and isolated cron runs, not just the final answer. And NO_REPLY only suppresses delivery when the entire reply is exactly that one token. So "restate the request, decide whether to answer, NO_REPLY" goes out in full.

褒贬并存稳定性

如果走那条路,有一点需要注意:Claude Code自带基于文件的记忆(在~/.claude/projects/...下),它会建议将内容保存在那里,靠近OpenClaw的memory/文件夹。请尽早决定哪个是规范的,否则事实会分散在两个地方,两个地方都不完整。

机器翻译
展开原文

One thing to watch if you go that way: Claude Code brings its own file-based memory (under ~/.claude/projects/...) and will offer to save things there, next to OpenClaw's memory/ folder. Decide early which one is canonical, otherwise facts end up split across two places and neither is complete.

查看评论上下文
评论者补充 ↗

你可能根本不需要迁移。OpenClaw可以将Claude Code作为其后端运行(claude-cli运行时),这就是我运行的设置:Telegram保持不变,工作区文件(AGENTS.md、SOUL.md、USER.md、MEMORY.md)仍然被注入到系统提示中,所以你的规则继续适用。

机器翻译
展开原文

You might not need to migrate at all. OpenClaw can run Claude Code as its backend (the claude-cli runtime), and that's the setup I run on: Telegram stays, and the workspace files (AGENTS.md, SOUL.md, USER.md, MEMORY.md) still get injected into the system prompt, so your rules keep applying.

正面编辑与控制

这也是我对下面"Claude忽略代理指令"评论的回答:在这个设置中它会遵循它们。

机器翻译
展开原文

That's also my answer to the "Claude ignores the agent instructions" comment further down: in this setup it follows them.

查看评论上下文
评论者补充 ↗

OpenClaw可以将Claude Code作为其后端运行(claude-cli运行时),这就是我的配置:Telegram保持运行,工作区文件(AGENTS.md、SOUL.md、USER.md、MEMORY.md)仍然会被注入到系统提示词中,所以你的规则继续适用。

机器翻译
展开原文

OpenClaw can run Claude Code as its backend (the claude-cli runtime), and that's the setup I run on: Telegram stays, and the workspace files (AGENTS.md, SOUL.md, USER.md, MEMORY.md) still get injected into the system prompt, so your rules keep applying.

正面工作流与集成

OpenClaw可以将Claude Code作为其后端运行(claude-cli运行时),这就是我的配置:Telegram保持运行,工作区文件(AGENTS.md、SOUL.md、USER.md、MEMORY.md)仍然会被注入到系统提示词中,所以你的规则继续适用。

机器翻译
展开原文

OpenClaw can run Claude Code as its backend (the claude-cli runtime), and that's the setup I run on: Telegram stays, and the workspace files (AGENTS.md, SOUL.md, USER.md, MEMORY.md) still get injected into the system prompt, so your rules keep applying.

褒贬并存易用性

把它当作客人,给它专注的任务,然后确保尽快摆脱 Claude。

机器翻译
展开原文

Treat it like a guest and give it focused tasks and then make sure to get rid of Claude as soon as you can.

查看评论上下文
评论者补充 ↗

我注意到当你在 openclaw 中选择 Claude 作为模型时,会话运行 Claude code,所有子代理也在 Claude code 中运行。可以看出是因为 Claude 不受代理指令影响,而是遵循其 Claude code 规则。而且它还是个多管闲事的家伙,总是想办法查看过去的会话数据。

机器翻译
展开原文

I’ve noticed that when you select Claude as the model in openclaw that the session runs Claude code and all the subagents run in Claude code. You can tell because Claude doesn’t get affected by the agent instructions and instead follows its Claude code rules. And it’s a nosy bastard too finding lots of reasons to look through past session data.

负面工作流与集成

我注意到当你在 openclaw 中选择 Claude 作为模型时,会话运行 Claude code,所有子代理也在 Claude code 中运行。

机器翻译
展开原文

I’ve noticed that when you select Claude as the model in openclaw that the session runs Claude code and all the subagents run in Claude code. You can tell because Claude doesn’t get affected by the agent instructions and instead follows its Claude code rules.

负面编辑与控制

而且它还是个多管闲事的家伙,总是想办法查看过去的会话数据。

机器翻译
展开原文

And it’s a nosy bastard too finding lots of reasons to look through past session data.

正面安全与权限

这就是为什么 openclaw 仍然更胜一筹

机器翻译
展开原文

That's why openclaw still wins

查看评论上下文
评论者补充 ↗

你真的想把所有私人或商业数据放在云端的前沿模型上吗?

机器翻译
展开原文

Do you really want all your private personal or business data in the cloud on a Frontier model?

正面效果与质量

Open Claw做我的数字营销相关工作简直好得离谱。Open Claw + Claude Opus

机器翻译
展开原文

Open Claw is just insanely good for doing my digital marketing related work. Open Claw + Claude Opus

负面效果与质量

我受够了这些层出不穷的bug,索性在全新的Ubuntu虚拟机上开始操作,让claude指向我备份的旧仓库里的OC项目,然后说"我需要这个功能、那个功能,还有这个..."它就开始从零开始帮我构建所需的一切。

机器翻译
展开原文

I got tired of the roller coaster of bugs and just started on a new clean Ubuntu VM, pointed claude at my old repo backup of my OC and said "I want this feature, that feature, and this..." and it started building me from scratch whatever I needed.

负面稳定性

不会因为膨胀而在一天或一周后突然忘记什么,效率非常高。

机器翻译
展开原文

No forgetting a day or week later suddenly due to bloat, it is just very efficient.

正面编辑与控制

我喜欢的一点是,自主性受到预算、角色分离、检查点和恢复规则的限制,而不是简单地"让代理继续运行"。

机器翻译
展开原文

The part I like is that autonomy is bounded by budget, role separation, checkpoints, and recovery rules instead of just “let the agent keep going.”

正面工作流与集成

我在新SIM卡上设置了WhatsApp,然后把这个号码分配给OpenClaw。扔掉SIM卡后它仍然能用…

机器翻译
展开原文

I just set up WhatsApp on a new sim and then assigned that number to OpenClaw. Discarded the sim and it still works…

负面价格与额度

按小时运行的定时任务消耗了太多用量

机器翻译
展开原文

hourly crons eats up too much of my usage

正面编辑与控制

不,用OpenClaw和Hermes我能做很多事情,而且一切都在我的掌控之中

机器翻译
展开原文

Nop, I can do a lot of things with OpenClaw and Hermes and I control everything

查看评论上下文
原帖 ↗

Openclaw是否已经被ChatGPT关于dots的发布抹杀了? Openclaw的未来会是什么样子?

机器翻译
展开原文

Has Openclaw just been wiped out by the announcement from chatGPT regarding dots? What does the future of Openclaw look like now?

正面编辑与控制

它完全可以。

机器翻译
展开原文

It 100% can.

查看评论上下文
评论者补充 ↗

这肯定是我第1000次看到有人说Claude订阅不能用于OC了。

机器翻译
展开原文

This has to be the 1000th time I've seen someone say Claude sub can't be used with OC.

正面编辑与控制

点意味着你被锁定在openai。 openclaw仍然存在于你的环境中,你的持久化。openai的点需要它的应用程序、连接器等。openclaw让你能够构建所有这些。 数字主权仍然是openclaw的一个特性,但差异确实在缩小。 另外,你拥有你的代理文件。openai可以随时决定削弱你和它可以做的/允许的任务,而你无法控制。

机器翻译
展开原文

dots means you're locked into openai. openclaw still lives in your environment, your persistence. openai dots would need its apps, it's connectors, etc. openclaw let's you build all that. digital sovereignty is still a feature of openclaw, but the difference is definitely dwindling. also, you own your agent files. openai can decide at any point to nerf you and the tasks it can do/allows and you have no control.

负面稳定性

只是我早期用OpenClaw时它每天都在坏,但我不指望Muse也会这样

机器翻译
展开原文

Its just I used OpenClaw early on when it constantly broke every day but I'm not expecting that from muse

查看评论上下文
评论者的原帖 ↗

Muse可能由OpenClaw驱动,但没关系 我想使用Muse最好的好处是能访问模型和大量的token配额

机器翻译
展开原文

Muse is probably powered by OpenClaw but thats okay i suppose the best benefit of using muse will be access to the model and a big token allowance

负面速度

OpenClaw对我来说太慢了。 已经不用了。

机器翻译
展开原文

Open claw was too slow for me. Retired.

褒贬并存易用性

我从7.1-2升级到OpenClaw 2,不是很顺利但成功了,最新版本修复了我升级时遇到的所有问题,所以你升级应该没问题。

机器翻译
展开原文

I upgraded from 7.1-2 to OpenClaw 2, it wasn't straight forward but it worked, the latest release fixed all the issues I had when I upgraded so it should be fine for you to upgrade.

正面价格与额度

任何兼容OpenAI的东西都可以通过自定义base URL接入,所以真正的选择是按token计费还是包月套餐,如果目标是不用盯着钱包看,包月是结构性的解决方案:一口价,无需按token算账。

机器翻译
展开原文

Anything OpenAI-compatible drops in via a custom base URL, so the real choice is metered tokens vs a flat plan, and if the goal is not watching the wallet, flat is the structural fix: one price, no per-token math.

正面易用性

是的,订阅可以和OpenClaw一起使用。

机器翻译
展开原文

Yes, subscriptions work with OpenClaw.

褒贬并存价格与额度

API按单位计费更贵,但你可以清楚地看到并设置花费上限,说实话,大多数代理步骤不需要旗舰模型——把大量工作路由到便宜的按token计费层级(GLM/Qwen flash)才是保持账单合理的关键。

机器翻译
展开原文

API costs more per unit but you can see and cap exactly what you spend, and honestly most agent steps don't need a flagship model - routing bulk work to a cheap per-token tier (GLM/Qwen flash) is what keeps the bill sane.

负面工作流与集成

问题在于计费方式:消费者套餐使用滚动时间窗口计费,这是为交互式使用设计的,而一个整天循环调用工具的代理不到一小时就会耗尽重置额度。

机器翻译
展开原文

The catch is metering: consumer plans meter with rolling time windows built for interactive use, and an agent that loops tool calls all day drains a fresh reset in under an hour.

负面易用性

我学到的是不要依赖GUI,要用HTTP或CLI。在本地模型上运行任何任务之前,创建一个preflight skill来确保集群稳定。我没有时间再次测试,但使用GUI充其量是模糊的。它会丢失拓扑跟踪,CLI/HTTP比GUI更权威。

机器翻译
展开原文

What I’ve learned is don’t rely on the GUI and use HTTP or CLI instead. Create a preflight skill to make sure the cluster is stable before running any missions on the local model. I haven’t had time to test it again but using the GUI is ambiguous at best. Loses track of topology and the CLI/HTTP are more authoritative than the GUI.

正面工作流与集成

是真的,只需安装/更新并登录claude cli,然后运行openclaw configure并选择anthropic cli

机器翻译
展开原文

it is true just install/update and login to the claude cli and then run openclaw configure and choose anthropic cli

查看评论上下文
回复的评论 ↗

我真的希望这是真的。我想用20欧元的订阅试试,哪怕只是为了运行几次Opus 5.5来修复一些问题。

机器翻译
展开原文

I really hope this is true. I want to try with a 20 euro subscription even just to get a couple of runs of Opus 5.5 to bug fix some things. 

正面稳定性

是的,Openclaw已经解决压缩/遗忘问题有一段时间了。只有当我需要深入专注于一个新主题时才会刷新会话。

机器翻译
展开原文

yep, Openclaw had solved the compaction/forgetting issue for a while now. I only refresh a session when I'm in need of deep focus on a new subject.

正面编辑与控制

Muse很酷,但供应商/生态系统锁定问题很严重。Openclaw可以采用Meta实现的最佳想法并复制它们。

机器翻译
展开原文

Muse is cool, but the vendor/ecosystem lock-in is serious. Openclaw can take the best ideas Meta implements and replicate them.

正面编辑与控制

有些东西是公司永远不会尝试/允许的,而像openclaw这样的测试工具可以让你自由实验。

机器翻译
展开原文

There are some things that companies would never try/allow that harnesses like openclaw give you the freedom to experiment with.

正面工作流与集成

使用两次重放。第一次冻结工具结果和状态,然后只重运行模型。接下来冻结模型决策并重放测试工具。第一次比较隔离决策差异;第二次暴露传输、权限和检查点bug。

机器翻译
展开原文

Use two replays. First freeze tool results and state, then rerun only the model. Next freeze the model decisions and replay the harness. The first comparison isolates decision variance; the second exposes transport, permission and checkpoint bugs.

正面工作流与集成

它遵守了两个人工关卡(批准研究概要和脚本),并从晚上11:30运行到凌晨3:30。

机器翻译
展开原文

It respected two human gates (to approve the research brief and the script) and ran from 11:30 pm till 3:30 am.

查看评论上下文
评论者补充 ↗

第一个,也是我用来测试的,是一个多智能体(6个)、多频道的YouTube制作流。我构建它是为了学习如何构建编排模型。我为每个YouTube频道创建一个知识库,使用相同的智能体结构,我可以用相同的提示为任何频道创建视频,只需要调用频道名称。流程大约运行四个小时,生成一份研究简报、一个视频脚本、十个B-roll视频、一打图片和一个投放时间线。主数字虚拟人/旁白目前发送到HeyGen生成(但正在通过添加一台专用PC将其引入ComfyUI)。 这个工作流大约需要4小时运行。QWEN3.6-27B MLX-8bit处理它零掉线。

机器翻译
展开原文

The first, and the one that I ran this on as my test, is a multi-agent (6), multi-channel YouTube production stream. I built it to learn how to build an orchestration model. I create a knowledge base for each YouTube channel, and using the same agent structure I can create a video for any channel with the same prompt, just invoking the name of the channel. The process runs about four hours and generates a research brief, a video script, ten b-roll videos, a dozen images, and a placement timeline. The main digital avatar/narrator is sent to HeyGen to produce for now (but is being brought into ComfyUI by adding a PC for this specific task). This workflow takes about 4 hours to run. QWEN3.6-27B MLX-8bit handled it with zero drops.

正面稳定性

QWEN3.6-27B MLX-8bit处理它零掉线。它遵守了两个人工关卡(批准研究简报和脚本),从晚上11:30运行到凌晨3:30。

机器翻译
展开原文

QWEN3.6-27B MLX-8bit handled it with zero drops. It respected two human gates (to approve the research brief and the script) and ran from 11:30 pm till 3:30 am.

正面价格与额度

用tailscale出口连接到chromebook,再连接到verizon fios出口,这是最划算的

机器翻译
展开原文

it’s the most cost effective with a tailscale egress to chromebook connected verizon fios egress

正面效果与质量

完全正确,爱死了我的claw。我当前使用的是OpenClaw version 2026.4.2 (build d74a122)。

机器翻译
展开原文

exaclty love my claw i am on You are currently on OpenClaw version 2026.4.2 (build d74a122).

正面工作流与集成

如果我有问题,我就用claude code或codex cli来修复open claw上的问题。

机器翻译
展开原文

if i have an issue i just claude code or codex cli to fix the the problem on open claw.

褒贬并存稳定性

爪子正常运行的人很少发帖,只有出问题的人才大声嚷嚷。这不是说Openclaw是完美的。这就是为什么我们鼓励所有用户提交issue/PR来帮助我们更快地识别和修复问题。

机器翻译
展开原文

People whose claws work fine post rarely, only those who break are vocal. That's not to say that Openclaw is perfect. That's why we encourage all users to submit the issues/PRs to help us identify and fix problems quicker.

负面稳定性

我很好奇是什么让人们想用这个软件,因为我看到的帖子都是说一次更新毁掉了他们辛苦工作的一切...

机器翻译
展开原文

I'm curious about what makes ppl want to use this software when all I see are posts that an update broke everything they worked hard on...

正面价格与额度

我看到他们把Luna 6的成本相比5.6砍了一半。太棒了

机器翻译
展开原文

I saw they cut Luna 6 costs in half compared to 5.6. it's so great

正面工作流与集成速度

Telegram/discord延迟时间大幅减少,更容易管理cron任务,手机app链接,消息撤回。

机器翻译
展开原文

Telegram/discord delay time is drastically reduced, easier to manage cron, phone app linking, revert message.

查看评论上下文
回复的评论 ↗

这样巨大的飞跃中,你注意到了什么变化?

机器翻译
展开原文

What are the changes you’ve noticed with that drastic of a jump?

评论者先前的回复 ↗

我刚全新安装了9.5版本(我上一个版本是4.26)。9.5相比4.26太好了

机器翻译
展开原文

I just did fresh install the 9.5 version (my last version is 4.26). 9.5 is so good compared to 4.26

负面稳定性

然后我会再次等待最稳定的版本

机器翻译
展开原文

And then i will wait for the most stable release again

负面稳定性

自六月以来升级真的很麻烦。试过几次,每次都得回滚。

机器翻译
展开原文

I had real trouble with upgrades since June. Tried a few times and had to roll back every time.

正面工作流与集成

我也试过hermes,效果不错,但我在OpenClaw上花了很多时间定制各种功能,其他的我试过都没有它好用。

机器翻译
展开原文

I have also tried hermes and it works pretty well, but I have a lot of time into OpenClaw customizing it for various functions and nothing else I've tried works as well.

负面稳定性

昨晚我不得不强行完成更新。我的数据库比较大,有6GB。不知道为什么,更新过程会把数据库在内存里复制三份。我不得不把VM的内存加到24GB,然后增加swap空间才能完成更新。很奇怪的过程,但我终于搞定了。

机器翻译
展开原文

I had to force my way through the update last night. My database is fairly large at 6 GB. For some reason, the update process makes three copies of the database to ram. I had to increase the ram on my VM to 24 GB and then increase the swap for the update to be able to take place. Very odd process, but I finally got there.

负面易用性

我根本无法升级。

机器翻译
展开原文

I cannot even upgrade.

褒贬并存工作流与集成

我有一个openclaw-ops技能,现在默认会在做任何事情之前先检查github issues,因为确实大多数时候当某些东西不工作时,我们遇到的bug已经有对应的issue存在了。

机器翻译
展开原文

I have an openclaw-ops skill that will now by default check github issues before we do anything because sure enough most of the time something doesnt work, we hit a bug for which an issue already exists.

负面稳定性

我有一个openclaw-ops技能,现在默认会在做任何事情之前先检查github issues,因为确实大多数时候当某些东西不工作时,我们遇到的bug已经有对应的issue存在了。

机器翻译
展开原文

I have an openclaw-ops skill that will now by default check github issues before we do anything because sure enough most of the time something doesnt work, we hit a bug for which an issue already exists.

正面易用性

OpenClaw更加开放和易于使用。

机器翻译
展开原文

OpenClaw is more open and easy going on.

负面稳定性工作流与集成

我不得不在其中加入心跳系统,但我比喜欢open claw更喜欢它。

机器翻译
展开原文

I've had to build a heartbeat system into them but I love it way more than open claw.

负面稳定性

9.6让我切换到了Hermes,我真希望自己早点这么做。

机器翻译
展开原文

9.6 made me switch to Hermes and I wish I'd done it sooner.

褒贬并存编辑与控制

依我看,真正的修复方案是提供适当的插件钩子来有选择性地修改OC系统提示的每个部分。目前可用的钩子不够用,因为它们是过滤整个内容的。

机器翻译
展开原文

The real fix IMHO would be to have proper plugin hooks to modify selectively each single part of OC’s system prompt. The currently available hooks are not enough as they filter the whole thing.

正面价格与额度

切换时我的每周使用量只剩下不到5%。我同时使用所有三个代理完成的任务量让我惊讶不已,而且至今还没有用完用量。

机器翻译
展开原文

I had less than 5% of my weekly usage left when I made the switch. It blew me away how much I was able to get done, using all three agents at the same time, and still haven’t exhausted the usage.

负面价格与额度

所以他们把一个请求变成了三个,还以为习惯直接调用的模型会神奇地理解这种新方式,而不是茫然无措并浪费积分。他们是嗑药了吗?他们以为我们都是用钱做的吗?

机器翻译
展开原文

So they turned one request into three, and assumed that models used to direct calls will magically understand this new way of doing things instead of floundering and wasting credits. Are they high? Do they think we're all made of money?

查看评论上下文
回复的评论 ↗

OpenClaw现在默认启用了“tool search”功能。代理现在必须使用tool search工具来查找他们想使用的工具,然后使用tool describe来描述工具及其使用方法,再使用tool call工具来调用工具。

机器翻译
展开原文

Openclaw now has “tool search” enabled by default. Agents now have to use the tool search tool, to find matches for the tools they want to use, then use tool describe to describe the tool and how to use it, and then they use the tool call tool to call a tool.

负面工作流与集成

所以他们把一个请求变成了三个,还以为习惯直接调用的模型会神奇地理解这种新方式,而不是茫然无措并浪费积分。

机器翻译
展开原文

So they turned one request into three, and assumed that models used to direct calls will magically understand this new way of doing things instead of floundering and wasting credits.

查看评论上下文
回复的评论 ↗

代理现在必须使用tool search工具来查找他们想使用的工具,然后使用tool describe来描述工具及其使用方法,再使用tool call工具来调用工具。

机器翻译
展开原文

Agents now have to use the tool search tool, to find matches for the tools they want to use, then use tool describe to describe the tool and how to use it, and then they use the tool call tool to call a tool.