route-by-query-shape skillA
route-by-query-shape is agent-read markdown (skill) from bitterbot-ai/bitterbot-desktop: When the agent calls memory_search with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledge_graph backend where it will actually find the answer..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
How to install
mdr add bitterbot-ai/bitterbot-desktop/route-by-query-shape@git:20260523.6463e9fmdr add bitterbot-ai/bitterbot-desktop/route-by-query-shape@sha256:28c1050584503692Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_jjbgesj5lutc5rlt)
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Versions
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1345 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
bitterbot-ai/bitterbot-desktop · 2,459 stars · license MIT · pushed 2026-09-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jjbgesj5lutc5rlt GET https://markdownregistry.com/api/v1/resolve?ref=bitterbot-ai/bitterbot-desktop/route-by-query-shape GET https://markdownregistry.com/api/v1/blob/28c1050584503692039b9e56cb9405436b4b1c4ca56c9b68dd7f103c29a5c489
Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.