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    <item>
      <title>Omnigent</title>
      <link>https://tomrochette.com/agents/harnesses/omnigent/</link>
      <pubDate>Tue, 06 Oct 2026 00:00:00 +0000</pubDate>
      <author>tom@tomrochette.com (Tom Rochette)</author>
      <guid>https://tomrochette.com/agents/harnesses/omnigent/</guid>
      <category>research-note</category><category>agent-curated</category><category>fully-ai-generated</category><category>llm=glm-5.3-flash</category><category>harnesses</category><category>meta-harness</category><category>orchestration</category><category>policies</category><category>sandboxing</category>
      <description>&lt;p&gt;Omnigent is Databricks&amp;rsquo; open-source meta-harness: an orchestration layer that wraps Claude Code, Codex, Cursor, OpenCode, Hermes, Pi, and your own YAML-defined agents behind one uniform API, then adds policies, sandboxing, and real-time collaboration on top.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;What it is&#xA;    &lt;div id=&#34;what-it-is&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#what-it-is&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;&lt;strong&gt;It sits above the harness, not beside it: sessions, policies, and history live in Omnigent, while the model-carrying harness underneath stays swappable with one-line changes.&lt;/strong&gt;&#xA;A runner wraps any agent in a sandboxed session with a uniform API, a local or deployed server provides policies and shared history, and every session is reachable from the terminal, the web, mobile, or the macOS desktop app.&#xA;Policies stack across server, agent, and session levels to cap spend, pause risky actions for approval, and broker credentials through an egress proxy so the agent never sees the token.&#xA;Agents are short YAML files (prompt, harness, tools, sub-agents); the same file runs on any supported harness, and example agents include Polly, a coding orchestrator that delegates to parallel worktree sub-agents and routes each diff to a reviewer from a different vendor.&#xA;Apache-2.0, Python 3.12+, installed via installer, uv, pip, or Homebrew; built by the Databricks AI team with Neon and contributors, announced June 13, 2026 by Matei Zaharia, Kasey Uhlenhuth, and Corey Zumar, in alpha.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Status&#xA;    &lt;div id=&#34;status&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#status&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;&lt;strong&gt;Active, well-resourced, and young, with traction that far outruns its independent discussion.&lt;/strong&gt;&#xA;10,601 stars and 1,695 forks as of 2026-10-06 (repository created 2026-06-11), PyPI 0.17.0 published 2026-10-06 after 40+ releases, and the default branch was pushed the same day.&#xA;The HN footprint is thin: the top thread (the Databricks announcement, June 2026) reached 15 points with 4 comments, and resubmits stayed at 1 to 6 points.&#xA;The 1,814 open issues against 10.6k stars read as heavy use plus heavy traffic, under an alpha badge the README still wears.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Strengths&#xA;    &lt;div id=&#34;strengths&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#strengths&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;Harness portability as the product&lt;/strong&gt;: the same agent YAML runs on claude, codex, cursor, hermes, pi, and opencode harnesses plus SDK harnesses, with a harness test bench that checks each one&amp;rsquo;s capability matrix against observed behavior.&lt;/li&gt;&#xA;&lt;li&gt;Governance at the right layer: stateful contextual policies (cost budgets, tool restrictions, approval gates) enforced outside the prompt, where the agent cannot argue with them.&lt;/li&gt;&#xA;&lt;li&gt;Sandboxing with teeth: bubblewrap on Linux (mandatory), seatbelt on macOS, and cloud sandboxes on Modal, Daytona, Blaxel, E2B, Kubernetes, Databricks, and more, includable per session.&lt;/li&gt;&#xA;&lt;li&gt;Collaboration: live session sharing by URL, co-driving, forking, and the same session from terminal, web, phone, or desktop app.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Cautions&#xA;    &lt;div id=&#34;cautions&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#cautions&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;Alpha at 0.x: expect churn (40+ PyPI releases in under four months), and the README says so itself.&lt;/li&gt;&#xA;&lt;li&gt;It is another layer to own: a local server at minimum, optionally a deployed one, plus credential routing and sandbox providers; if you run one harness happily, this is overhead, and an HN commenter made exactly that trade against its sandbox abstraction.&lt;/li&gt;&#xA;&lt;li&gt;Windows support is explicitly degraded: no OS sandbox, no terminal wrappers, Job Object containment only.&lt;/li&gt;&#xA;&lt;li&gt;Most evidence is the vendor&amp;rsquo;s own: the thin independent discussion means no second opinion on real-world governance behavior yet.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Pricing&#xA;    &lt;div id=&#34;pricing&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#pricing&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Apache-2.0 open source; no paid tiers surfaced as of 2026-10-06 (the site and README document no plans; the costs are your model tokens and any cloud sandbox hosting you attach), so pricing does not apply.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Compared to&#xA;    &lt;div id=&#34;compared-to&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#compared-to&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/pi/&#34; &gt;Pi&lt;/a&gt;: the minimal, extension-first single harness; choose Pi to go deep on one harness, Omnigent to rotate harnesses without rewriting agents.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/opencode/&#34; &gt;OpenCode&lt;/a&gt;: the provider-neutral single harness; Omnigent treats it as one more engine in the rotation.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/warp-agent-cli/&#34; &gt;Warp Agent CLI&lt;/a&gt;: the commercial, credit-metered agent platform; Omnigent is the open governance layer over the harnesses you already run.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Bottom line&#xA;    &lt;div id=&#34;bottom-line&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#bottom-line&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Recommended for teams running several coding harnesses that need shared policy, sandboxing, and session collaboration above them, and who accept alpha churn.&#xA;Not for developers happy inside one harness, and not for Windows-first setups that need OS-level isolation.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Changes&#xA;    &lt;div id=&#34;changes&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#changes&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;2026-10-06 - Created.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;See also&#xA;    &lt;div id=&#34;see-also&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#see-also&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/pi/&#34; &gt;Pi&lt;/a&gt; - the extension-first harness Omnigent can wrap&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/opencode/&#34; &gt;OpenCode&lt;/a&gt; - the provider-neutral harness in Omnigent&amp;rsquo;s rotation&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/claude-code/&#34; &gt;Claude Code&lt;/a&gt; - the flagship harness most Omnigent sessions will drive&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/harnesses/harness-feature-matrix/&#34; &gt;Harness Feature Matrix&lt;/a&gt; - where the meta-harness column sits&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;References&#xA;    &lt;div id=&#34;references&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#references&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://api.github.com/repos/omnigent-ai/omnigent&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=api.github.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://api.github.com/repos/omnigent-ai/omnigent&lt;/a&gt; - repository facts (10,601 stars, 1,695 forks, Apache-2.0, Python, pushed 2026-10-06, 1,814 open issues, as of 2026-10-06)&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://raw.githubusercontent.com/omnigent-ai/omnigent/main/README.md&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=raw.githubusercontent.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://raw.githubusercontent.com/omnigent-ai/omnigent/main/README.md&lt;/a&gt; - harness list, agent YAML, policies, sandboxes, install, Windows limits, collaboration&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://www.databricks.com/blog/introducing-omnigent-meta-harness-combine-control-and-share-your-agents&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=www.databricks.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://www.databricks.com/blog/introducing-omnigent-meta-harness-combine-control-and-share-your-agents&lt;/a&gt; - Databricks origin (Zaharia, Uhlenhuth, Zumar, June 13, 2026), architecture, Apache-2.0 open-sourcing&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://omnigent.ai&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=omnigent.ai&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://omnigent.ai&lt;/a&gt; - product site (alpha status, &amp;ldquo;Built by the Databricks AI team, Neon and the Omnigent Contributors&amp;rdquo;)&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://hn.algolia.com/api/v1/search?query=omnigent&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=hn.algolia.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://hn.algolia.com/api/v1/search?query=omnigent&lt;/a&gt; - the thin HN footprint (15-point top thread of June 2026; resubmits at 1 to 6 points)&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://pypi.org/pypi/omnigent/json&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=pypi.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://pypi.org/pypi/omnigent/json&lt;/a&gt; - PyPI 0.17.0 published 2026-10-06, Python 3.12+, release history&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;</description>
      
    </item>
    
    <item>
      <title>Ruflo</title>
      <link>https://tomrochette.com/agents/orchestration/ruflo/</link>
      <pubDate>Tue, 06 Oct 2026 00:00:00 +0000</pubDate>
      <author>tom@tomrochette.com (Tom Rochette)</author>
      <guid>https://tomrochette.com/agents/orchestration/ruflo/</guid>
      <category>research-note</category><category>agent-curated</category><category>fully-ai-generated</category><category>llm=glm-5.3-flash</category><category>orchestration</category><category>meta-harness</category><category>claude-code</category><category>codex</category><category>swarms</category><category>agent-memory</category><category>federation</category>
      <description>&lt;p&gt;Ruflo is an MIT-licensed, npm-installed meta-harness that wraps Claude Code and Codex with 100+ prebuilt specialized agents, coordinated swarms, persistent self-learning memory, and cross-machine federation.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Ruflo is the starriest column in this category and the one whose adoption story I trust least: the 73.9k stars measure the renamed Claude Flow repository, the download badges link to proof files committed inside the project&amp;rsquo;s own repo, and the entire independent footprint I can find is a three-point Show HN thread.&lt;/strong&gt;&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;What it is&#xA;    &lt;div id=&#34;what-it-is&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#what-it-is&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;A layer around Claude Code and Codex from rUv Cohen&amp;rsquo;s Cognitum.One: one &lt;code&gt;npx ruflo init&lt;/code&gt; installs 100+ agents, swarm coordination, a learning loop, vector RAG, and security guardrails on top of the CLIs you already run.&#xA;The README&amp;rsquo;s own framing is &amp;ldquo;Agent = Model + Harness&amp;rdquo;, with Ruflo as the harness: an execution layer that routes work from CLI and MCP surfaces through a router into swarms, memory, and model providers.&#xA;Federation lets installations on different machines talk to each other without leaking data, a claim no other column in this category&amp;rsquo;s matrix makes at the agent level.&#xA;It ships under MIT, installs from npm, and drives the Claude Code and Codex accounts you already have.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Status&#xA;    &lt;div id=&#34;status&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#status&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Active and shipping almost daily: v3.52.1 released 2026-10-06, v3.52.0 the day before, with 40 contributors and an npm release feed that still carries claude-flow-named packages.&#xA;73,943 stars, 8,795 forks, and 1,113 open issues as of 2026-10-06.&#xA;npm &lt;code&gt;ruflo&lt;/code&gt; served 60,190 downloads in the week ending 2026-10-04.&#xA;&lt;strong&gt;Those stars are inherited: &lt;code&gt;github.com/ruvnet/claude-flow&lt;/code&gt; returns a 301 redirect to &lt;code&gt;ruvnet/ruflo&lt;/code&gt;, and the README&amp;rsquo;s star badge still points at the claude-flow shields URL, so the number measures the repository&amp;rsquo;s history under the Claude Flow name plus a rename, not adoption of Ruflo the product.&lt;/strong&gt;&#xA;The independent evidence for that product is thin: a Show HN from July 2026 at 3 points and an April 2026 &amp;ldquo;Is any one using ruflo?&amp;rdquo; post at 1 point.&#xA;The &amp;ldquo;8.1M+ ecosystem downloads&amp;rdquo; and &amp;ldquo;106k git clones in 14 days&amp;rdquo; badges link to JSON proof files committed inside the repository, which is self-measurement, not third-party measurement.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Strengths&#xA;    &lt;div id=&#34;strengths&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#strengths&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;Breadth per install: agents, swarms, memory, RAG, hooks, and federation in one &lt;code&gt;npx ruflo init&lt;/code&gt;, where most columns here do one of those.&lt;/li&gt;&#xA;&lt;li&gt;Shipping cadence: multiple releases in the first days of October 2026, and 60k weekly npm installs even after discounting the self-reported badges.&lt;/li&gt;&#xA;&lt;li&gt;Cross-machine federation is a capability claim no other column in the matrix makes at the agent level.&lt;/li&gt;&#xA;&lt;li&gt;MIT and provider-agnostic at the model layer: it drives the Claude Code and Codex subscriptions you already pay for.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Cautions&#xA;    &lt;div id=&#34;cautions&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#cautions&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;The provenance problem: the project built its reputation as Claude Flow, renamed to Ruflo, and kept the number, while the README badge still points at the old URL and old write-ups describe a different scope.&lt;/li&gt;&#xA;&lt;li&gt;Every adoption number that matters is self-reported: the badges cite in-repo proof JSONs, the fourteen-chapter guide is written by the founder, and it is a republished LinkedIn post.&lt;/li&gt;&#xA;&lt;li&gt;The community footprint contradicts the star count: 3 points and 1 point on Hacker News against 73.9k stars is the widest gap I have measured in this category.&lt;/li&gt;&#xA;&lt;li&gt;1,113 open issues as of 2026-10-06 suggests support load that has outrun the maintainers.&lt;/li&gt;&#xA;&lt;li&gt;The scope is enormous (memory, RAG, swarms, federation, guardrails) for a project past major version 52, which is churn risk by definition.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Pricing&#xA;    &lt;div id=&#34;pricing&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#pricing&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Free and open source under MIT.&#xA;No hosted tier and no Ruflo bill: agents run on your existing Claude Code and Codex accounts, so inference is billed by those providers.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Compared to&#xA;    &lt;div id=&#34;compared-to&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#compared-to&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/openrig/&#34; &gt;OpenRig&lt;/a&gt;: the other local meta-harness over your existing Claude Code and Codex installs; choose OpenRig for named, snapshot-restorable teams of terminal sessions, Ruflo for in-process swarms with memory and federation.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/oh-my-codex/&#34; &gt;oh-my-codex&lt;/a&gt;: the workflow layer for Codex CLI alone; choose it if Codex is your only CLI, Ruflo if you run Claude Code and Codex and want agents, memory, and federation around both.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/crewai/&#34; &gt;CrewAI&lt;/a&gt;: the Python framework where you assemble the crew yourself; choose CrewAI when you must own the orchestration code, Ruflo when you want the crew prebuilt.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Bottom line&#xA;    &lt;div id=&#34;bottom-line&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#bottom-line&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;&lt;strong&gt;Recommended for Claude Code and Codex users who want a maximal prebuilt agent layer and will verify claims against their own usage rather than the repository&amp;rsquo;s badges.&lt;/strong&gt;&#xA;Not for teams that need an independently verified adoption history, a stable API surface, or a scope that fits in one afternoon.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Changes&#xA;    &lt;div id=&#34;changes&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#changes&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;2026-10-06 - Created.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;See also&#xA;    &lt;div id=&#34;see-also&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#see-also&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/orchestration-feature-matrix/&#34; &gt;Orchestration Feature Matrix&lt;/a&gt; - the category comparison this note joins&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/openrig/&#34; &gt;OpenRig&lt;/a&gt; - the other local meta-harness over your existing installs&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/oh-my-codex/&#34; &gt;oh-my-codex&lt;/a&gt; - the single-CLI version of the same instinct&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/crewai/&#34; &gt;CrewAI&lt;/a&gt; - the build-it-yourself alternative to prebuilt swarms&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/the-agentic-development-environment-landscape/&#34; &gt;The Agentic Development Environment Landscape&lt;/a&gt; - the tracker this category extends&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;References&#xA;    &lt;div id=&#34;references&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#references&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://api.github.com/repos/ruvnet/ruflo&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=api.github.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://api.github.com/repos/ruvnet/ruflo&lt;/a&gt; - stars, forks, open issues, MIT license, and push date as of 2026-10-06&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://raw.githubusercontent.com/ruvnet/ruflo/main/README.md&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=raw.githubusercontent.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://raw.githubusercontent.com/ruvnet/ruflo/main/README.md&lt;/a&gt; - the meta-harness definition, the 100+ agents claim, the claude-flow badge URLs, and the in-repo proof badges&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://api.github.com/repos/ruvnet/ruflo/releases&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=api.github.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://api.github.com/repos/ruvnet/ruflo/releases&lt;/a&gt; - v3.52.1 (2026-10-06), the daily cadence, and the claude-flow-named npm packages&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://raw.githubusercontent.com/ruvnet/ruflo/main/docs/ruflo-explained.md&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=raw.githubusercontent.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://raw.githubusercontent.com/ruvnet/ruflo/main/docs/ruflo-explained.md&lt;/a&gt; - the fourteen-chapter guide and its Cognitum.One authorship&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://api.npmjs.org/downloads/point/last-week/ruflo&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=api.npmjs.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://api.npmjs.org/downloads/point/last-week/ruflo&lt;/a&gt; - 60,190 downloads in the week ending 2026-10-04&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://github.com/ruvnet/claude-flow&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=github.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://github.com/ruvnet/claude-flow&lt;/a&gt; - the 301 redirect to ruvnet/ruflo behind the inherited star count&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://cognitum.one/agentic-engineering&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=cognitum.one&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://cognitum.one/agentic-engineering&lt;/a&gt; - the company page the README banner promotes&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://hn.algolia.com/api/v1/search?query=ruflo&amp;amp;tags=story&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=hn.algolia.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://hn.algolia.com/api/v1/search?query=ruflo&amp;tags=story&lt;/a&gt; - the thin Hacker News footprint, both threads and their point counts&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://news.ycombinator.com/item?id=49051072&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=news.ycombinator.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://news.ycombinator.com/item?id=49051072&lt;/a&gt; - the Show HN thread at 3 points, July 2026&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://news.ycombinator.com/item?id=47943679&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=news.ycombinator.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://news.ycombinator.com/item?id=47943679&lt;/a&gt; - &amp;ldquo;Is any one using ruflo?&amp;rdquo; at 1 point, April 2026&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;</description>
      
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