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    <title>code-health on tomrochette.com</title>
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    <item>
      <title>Repowise</title>
      <link>https://tomrochette.com/agents/context-engines/repowise/</link>
      <pubDate>Tue, 13 Oct 2026 00:00:00 +0000</pubDate>
      <author>tom@tomrochette.com (Tom Rochette)</author>
      <guid>https://tomrochette.com/agents/context-engines/repowise/</guid>
      <category>research-note</category><category>agent-curated</category><category>fully-ai-generated</category><category>llm=glm-5.3-flash</category><category>context-engines</category><category>code-intelligence</category><category>mcp</category><category>code-health</category><category>static-analysis</category>
      <description>&lt;p&gt;Repowise is an AGPL-3.0 local code-intelligence tool that parses a repository&amp;rsquo;s code, call graph, git history, tests, docs, and architectural decisions into one local index, then serves it to coding agents through ten task-shaped MCP tools and to humans through a dashboard and CLI.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Repowise is the broadest bet in this category that understanding, not retrieval, is the product: the same index that answers an agent&amp;rsquo;s &amp;ldquo;what calls this&amp;rdquo; also scores every file&amp;rsquo;s health, finds the dead code, and ranks what to fix first, and it is the only member that benchmarked itself against this table&amp;rsquo;s other columns directly.&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 Python CLI (&lt;code&gt;uv tool install repowise&lt;/code&gt;) that builds the index in &lt;code&gt;.repowise/&lt;/code&gt; with zero LLM calls, then serves it through &lt;code&gt;repowise serve&lt;/code&gt; as a local dashboard plus an MCP server with ten tools (&lt;code&gt;get_overview&lt;/code&gt;, &lt;code&gt;get_answer&lt;/code&gt;, &lt;code&gt;get_context&lt;/code&gt;, &lt;code&gt;get_symbol&lt;/code&gt;, &lt;code&gt;search_codebase&lt;/code&gt;, &lt;code&gt;get_risk&lt;/code&gt;, &lt;code&gt;get_change_risk&lt;/code&gt;, &lt;code&gt;get_why&lt;/code&gt;, &lt;code&gt;get_dead_code&lt;/code&gt;, &lt;code&gt;get_health&lt;/code&gt;, plus &lt;code&gt;list_repos&lt;/code&gt; for workspaces).&#xA;The deterministic layers (graph, git, health, tests, dead code, docs) never call a model; model-written prose and decision mining are opt-in on your own key or offline through Ollama.&#xA;Beyond the agent surface it writes &lt;code&gt;CLAUDE.md&lt;/code&gt; and &lt;code&gt;AGENTS.md&lt;/code&gt; from the real index, keeps them current, shrinks command output with &lt;code&gt;repowise distill&lt;/code&gt;, seeds linked worktrees from the base checkout, and spans repositories into workspaces with cross-repo contract checks.&#xA;Hosted repowise.dev runs the same engine as a service, and a commercial licence adds modification rights, in-VPC or air-gapped deployment, and SLA support, priced per seat, per indexed repository, or enterprise-wide.&#xA;Made by the repowise-dev organization, AGPL-3.0 or commercial, Python, active on PyPI as &lt;code&gt;repowise&lt;/code&gt;.&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;Young and growing: 7,617 stars, 856 forks, and 313 open issues as of 2026-10-13, created 2026-03-23 and pushed 2026-10-12, PyPI at 0.56.0.&#xA;&lt;strong&gt;The community footprint is thin for the star count: two Show HN posts drew 4 and 1 points in April 2026 and the vendor&amp;rsquo;s own blog threads stayed single-digit, so the adoption signal is stars and downloads (about 16.8k PyPI downloads in the trailing month) without practitioner debate.&lt;/strong&gt;&#xA;The vendor publishes the most checkable benchmark claims in this category: call-graph precision of 0.976 to 0.995 against the Go and TypeScript compilers&amp;rsquo; own resolution, and a self-built 42-instance context-tool comparison where its file coverage (0.876) leads Graphify, code-review-graph, and Serena, with the losing rows published.&lt;/p&gt;&#xA;&lt;picture&gt;&#xA;  &lt;source media=&#34;(prefers-color-scheme: dark)&#34; srcset=&#34;https://api.star-history.com/chart?repos=repowise-dev/repowise&amp;type=date&amp;theme=dark&amp;legend=top-left&#34; /&gt;&#xA;  &lt;source media=&#34;(prefers-color-scheme: light)&#34; srcset=&#34;https://api.star-history.com/chart?repos=repowise-dev/repowise&amp;type=date&amp;legend=top-left&#34; /&gt;&#xA;  &lt;img alt=&#34;Star History Chart&#34; src=&#34;https://api.star-history.com/chart?repos=repowise-dev/repowise&amp;type=date&amp;legend=top-left&#34; /&gt;&#xA;&lt;/picture&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;The agent surface is genuinely task-shaped: a question like &amp;ldquo;what breaks if I change this&amp;rdquo; returns symbol-level blast radius plus the tests that reach it, in one call, which is the context-selection job this category exists for.&lt;/li&gt;&#xA;&lt;li&gt;The benchmark section is the category&amp;rsquo;s most falsifiable: compiler-graded call-graph precision per language, a sealed held-out comparison split, and losing rows published next to the wins.&lt;/li&gt;&#xA;&lt;li&gt;One index serves agents, humans, and CI at once, so the health scores and the agent&amp;rsquo;s answers come from the same parsed facts rather than two divergent tools.&lt;/li&gt;&#xA;&lt;li&gt;The agent integrations go past MCP: generated &lt;code&gt;CLAUDE.md&lt;/code&gt;/&lt;code&gt;AGENTS.md&lt;/code&gt; from the real index keep non-MCP agents informed, and &lt;code&gt;repowise distill&lt;/code&gt; applies reversible output shrinking in the same tool.&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;&lt;strong&gt;Every published number is self-run&lt;/strong&gt;: the ContextBench comparison split is the vendor&amp;rsquo;s own construction, and no third party has replicated any figure as of 2026-10-13.&lt;/li&gt;&#xA;&lt;li&gt;The suite is far wider than the context job (health scores, security signals, SBOM and compliance reporting on the commercial roadmap), and the vendor&amp;rsquo;s own commercial document labels capabilities GA, in-development, or planned, so expect uneven maturity across layers.&lt;/li&gt;&#xA;&lt;li&gt;AGPL-3.0 is a stop sign for embedders who will not accept copyleft, and the commercial licence that removes the obligation publishes no figures, only proposal-based pricing in three models.&lt;/li&gt;&#xA;&lt;li&gt;The thin footprint cuts both ways: 7.6k stars with two single-digit Show HNs is the star-velocity-without-debate pattern this section has flagged before.&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 AGPL-3.0: the local CLI, dashboard, MCP server, and the full deterministic layer set (graph, git, health, tests, dead code, docs, decisions) with zero LLM calls and no API key.&#xA;Hosted repowise.dev is free to start.&#xA;The commercial licence (modification without AGPL obligations, in-VPC or air-gapped deployment, SLA support, patent grant) is priced per seat, per indexed repository with unlimited seats, or enterprise-wide, with specific figures provided by proposal only, none published as of 2026-10-13.&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/context-engines/code-review-graph/&#34; &gt;code-review-graph&lt;/a&gt;: the closest member, also a stored local graph with blast radius, risk scores, and dead code; repowise adds git analytics, health scores, generated docs, decision mining, and workspaces, plus a commercial tier code-review-graph refuses to have.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/context-engines/graphify/&#34; &gt;Graphify&lt;/a&gt;: both parse a repo into a queryable graph, but Graphify&amp;rsquo;s is a deterministic AST map for structural questions while repowise&amp;rsquo;s is compiler-checked with per-edge confidence stamps and carries git, tests, and decision context alongside.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/context-engines/serena/&#34; &gt;Serena&lt;/a&gt;: Serena parses the working tree live for symbol-precise retrieval and editing; repowise keeps a standing index for repo-scale questions and change risk, so they compose on a large codebase.&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 teams whose agents burn tokens re-discovering a large codebase and who want one local index to also carry the health and dead-code answers, after re-running the vendor&amp;rsquo;s benchmark protocol on your own repository.&lt;/strong&gt;&#xA;Not for buyers who need published prices, a permissive licence, or independently replicated numbers, because none of those exist here yet.&#xA;My disagreeable claim: a context engine that also tells you what to fix first is the right product for the agent era, and the pure-retrieval columns in this table will sprout analytics layers within a year or lose the budget line to tools like this one.&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;2026-10-13 - Created from the cross-category scan&amp;rsquo;s flag (repowise-dev/repowise), admitted after the API&amp;rsquo;s NOASSERTION license reading resolved to AGPL-3.0 and the kind call held (a local index served to agents over MCP, with analytics riding the same index), with the self-run-benchmark and thin-footprint cautions recorded as the critical angle.&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/context-engines/context-engines-feature-matrix/&#34; &gt;Context Engines Feature Matrix&lt;/a&gt; - the category comparison this note joins as the twenty-first column&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/context-engines/code-review-graph/&#34; &gt;code-review-graph&lt;/a&gt; - the closest stored-graph member, one job over&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/context-engines/graphify/&#34; &gt;Graphify&lt;/a&gt; - the deterministic AST-graph sibling it benchmarked against&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/context-engines/serena/&#34; &gt;Serena&lt;/a&gt; - the live-parse counterpart it also benchmarked against&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/repowise-dev/repowise&#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/repowise-dev/repowise&lt;/a&gt; - stars, forks, issues, AGPL-3.0 license, creation and push dates as of 2026-10-13&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://raw.githubusercontent.com/repowise-dev/repowise/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/repowise-dev/repowise/main/README.md&lt;/a&gt; - the three-way product map, the ten MCP tools, the benchmark tables with their losing rows, and the deployment matrix&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://raw.githubusercontent.com/repowise-dev/repowise/main/docs/business/COMMERCIAL.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/repowise-dev/repowise/main/docs/business/COMMERCIAL.md&lt;/a&gt; - the AGPL/commercial split, the three pricing models with no published figures, and the GA/in-development/planned capability labels&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://pypi.org/pypi/repowise/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/repowise/json&lt;/a&gt; - the distribution at 0.56.0&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://pypistats.org/api/packages/repowise/recent&#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=pypistats.org&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://pypistats.org/api/packages/repowise/recent&lt;/a&gt; - 16,776 downloads in the trailing month as of 2026-10-13&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://api.npmjs.org/downloads/point/last-month/repowise&#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-month/repowise&lt;/a&gt; - 1,048 downloads in the month to 2026-10-11&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://hn.algolia.com/api/v1/search?query=repowise&amp;amp;tags=story&amp;amp;hitsPerPage=10&#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=repowise&amp;tags=story&amp;hitsPerPage=10&lt;/a&gt; - the footprint check: two Show HNs at 4 and 1 points, the rest unrelated or the vendor&amp;rsquo;s own blog threads (fetched 2026-10-13)&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://docs.repowise.dev&#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=docs.repowise.dev&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://docs.repowise.dev&lt;/a&gt; - the docs portal (fetched 200, 2026-10-13)&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://repowise.dev&#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=repowise.dev&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://repowise.dev&lt;/a&gt; - the hosted service site (fetched 200 after redirect, 2026-10-13)&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;</description>
      
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