Obsidian Canvas Boards
AgriciDaniel/claude-obsidian
Creates, inspects and updates Obsidian JSON Canvas boards in a vault, with text, file, link, group and edge nodes, using safe recoverable edits.
When the agent calls memorysearch with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledgegraph backend where it will actually find the answer.
Install Route By Query Shape
$ npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Bitterbot-AI/bitterbot-desktop route-by-query-shape --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Bitterbot-AI/bitterbot-desktop.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/route-by-query-shape .claude/skills/route-by-query-shape && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "route-by-query-shape" agent skill from https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/route-by-query-shape into .claude/skills/route-by-query-shape/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "route-by-query-shape", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/route-by-query-shapeType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Bitterbot-AI/bitterbot-desktop route-by-query-shape --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Bitterbot-AI/bitterbot-desktop.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/route-by-query-shape .agents/skills/route-by-query-shape && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "route-by-query-shape" agent skill from https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/route-by-query-shape into .agents/skills/route-by-query-shape/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "route-by-query-shape", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Bitterbot-AI/bitterbot-desktop route-by-query-shape --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Bitterbot-AI/bitterbot-desktop.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/route-by-query-shape .cursor/skills/route-by-query-shape && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "route-by-query-shape" agent skill from https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/route-by-query-shape into .cursor/skills/route-by-query-shape/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "route-by-query-shape", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Bitterbot-AI/bitterbot-desktop.git --path skills/route-by-query-shape--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Bitterbot-AI/bitterbot-desktop route-by-query-shape --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Bitterbot-AI/bitterbot-desktop.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/route-by-query-shape .gemini/skills/route-by-query-shape && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "route-by-query-shape" agent skill from https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/route-by-query-shape into .gemini/skills/route-by-query-shape/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "route-by-query-shape", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Bitterbot-AI/bitterbot-desktop route-by-query-shapeInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Bitterbot-AI/bitterbot-desktop.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/route-by-query-shape .github/skills/route-by-query-shape && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "route-by-query-shape" agent skill from https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/route-by-query-shape into .github/skills/route-by-query-shape/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "route-by-query-shape", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Bitterbot-AI/bitterbot-desktop route-by-query-shape --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Bitterbot-AI/bitterbot-desktop.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/route-by-query-shape .opencode/skills/route-by-query-shape && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "route-by-query-shape" agent skill from https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/route-by-query-shape into .opencode/skills/route-by-query-shape/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "route-by-query-shape", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
route-by-query-shape- GitHub stars
- 2.5k
- Token cost
- ~336 tokens
- SKILL.md length
- 112 words
- Files
- 1
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- MIT
At a glance
When the agent calls memorysearch with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledgegraph backend where it will actually find the answer.
- Tasks that involve Knowledge graphs
- SKILL.md covers What you'll see and Implementation
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Route By Query Shape is an agent skill from Bitterbot-AI/bitterbot-desktop. When the agent calls memorysearch with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledgegraph backend where it will actually find the answer.
Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge graphs. The repository describes itself as: Bitterbot - a mesh of agents that turns shared experience into collective capability. The licence is MIT.
When your agent uses it
- Tasks that involve Knowledge graphs
Example prompts
- “who did I talk to about X”
- “/route-by-query-shape”
What it can do on your machine
Read from SKILL.md and the folder at commit cd4562a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Route By Query Shape loads about 336 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 112 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from Bitterbot-AI/bitterbot-desktop at commit cd4562a, republished under its MIT licence (© Bitterbot-AI). 112 words, ~336 tokens.
Download SKILL.mdSave it as
.claude/skills/route-by-query-shape/SKILL.md (or your agent's skills folder).- name
- route-by-query-shape
- description
- 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.
- tier
- executable
- bitterbot.always
- false
route-by-query-shape
When you ask Bitterbot a relationship question — "who did I talk to about Q4?", "who worked with me on Foo?" — the vector-based memory_search often misses because the answer lives in entity relationships, not in chunk text. The graph backend gets these right.
This interceptor watches memory_search calls, detects relationship-shaped queries, extracts the salient entity, and re-routes the call to the graph backend before it executes.
What you'll see
For relationship questions, the agent will hit the knowledge graph rather than searching through unstructured text. Expect noticeably better hit rates on "who did X with Y" style questions.
Implementation
Built-in interceptor route-by-query-shape:relationship lives in src/agents/skills/builtin-interceptors/route-by-query-shape.ts. Fires up to 12 times per session.
© Bitterbot-AI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/route-by-query-shape of Bitterbot-AI/bitterbot-desktop.
Open the folder on GitHubat commit cd4562a
Compare with similar skills
Route By Query Shape next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Route By Query Shape this skillBitterbot-AI/bitterbot-desktop | 2.5k | — | ~336 | Automated safety check: Pass | MIT | |
| Obsidian Canvas BoardsAgriciDaniel/claude-obsidian | 15k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Ontology1mancompany/OneManCompany | 441 | 2 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Knowledge Graphgnomeria/usbtree | 691 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Graphagenticnotetaking/arscontexta | 3.5k | — | ~4.9k | Automated safety check: Notes | MIT | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 86k | — | ~1.5k | Automated safety check: Pass | MIT |
Similar skills
Ontology
1mancompany/OneManCompany
Typed knowledge graph for structured agent memory and composable skills.
Knowledge Graph
gnomeria/usbtree
Set up and maintain a lightweight, file-based knowledge graph of the repo — entities, typed relations, decisions, gotchas — so agents load context fast instead of re-exploring the codebase every…
Graph
agenticnotetaking/arscontexta
Interactive knowledge graph analysis. An agent skill from agenticnotetaking/arscontexta.
LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
- Official
Gitnexus Guide
aws-samples/sample-kolya-br-proxy
A skill your agent uses when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference.
More from Bitterbot-AI/bitterbot-desktop
All 17 skills in this repoCanvas
Bitterbot-AI/bitterbot-desktop
Display and control HTML content on connected Bitterbot nodes (Mac, iOS, Android) via the canvas host server.
Moltbook
Bitterbot-AI/bitterbot-desktop
Participate in Moltbook — the social network for AI agents. An agent skill from Bitterbot-AI/bitterbot-desktop.
Pre Action Interceptors
Bitterbot-AI/bitterbot-desktop
A skill your agent uses when a tool error begins with "INTERCEPTOR:", a sent message was silently hedged or rewritten, or the user asks about active guards or blocked actions.
Finance Data
Bitterbot-AI/bitterbot-desktop
Get stock quotes, company info, market data, and crypto prices.
Forage Economy
Bitterbot-AI/bitterbot-desktop
A skill your agent uses when anyone asks about bounties (or "forge"), agent earnings, the agent economy, marketplace skills, A2A activity or your network reputation.
Memory Architecture
Bitterbot-AI/bitterbot-desktop
A skill your agent uses when the user asks how your memory, dreams, hormones or knowledge crystals work, or when you need to interpret memorystatus output.
Related
Categories
Questions about Route By Query Shape
What does Route By Query Shape do?
When the agent calls memorysearch with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledgegraph backend where it will actually find the answer. Route By Query Shape is an agent skill from Bitterbot-AI/bitterbot-desktop. When the agent calls memorysearch with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledgegraph backend where it will actually find the answer.
When should I use Route By Query Shape?
Route By Query Shape fits situations like: tasks that involve Knowledge graphs.
How do I install Route By Query Shape in Claude Code?
Run `npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a claude-code`. Or copy the skill folder (skills/route-by-query-shape in Bitterbot-AI/bitterbot-desktop) into .claude/skills/route-by-query-shape in your project. Claude Code loads it when a task matches its description.
How do I install Route By Query Shape in Codex?
Run `npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a codex`. Or copy the skill folder (skills/route-by-query-shape in Bitterbot-AI/bitterbot-desktop) into .agents/skills/route-by-query-shape in your project. Codex loads it when a task matches its description.
Can I use Route By Query Shape in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Bitterbot-AI/bitterbot-desktop --skill route-by-query-shape -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/route-by-query-shape, .gemini/skills/route-by-query-shape, .github/skills/route-by-query-shape and .opencode/skills/route-by-query-shape in your project.
What does Route By Query Shape need to run?
SKILL.md names no scripts, command-line tools or credentials: Route By Query Shape is instructions for the agent only.
Does Route By Query Shape access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Route By Query Shape safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Route By Query Shape use?
Route By Query Shape is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Route By Query Shape use?
About 336 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Route By Query Shape?
Skills that share tags, products or a category with Route By Query Shape: Obsidian Canvas Boards (AgriciDaniel/claude-obsidian, 15k stars), Ontology (1mancompany/OneManCompany, 441 stars), Knowledge Graph (gnomeria/usbtree, 691 stars) and Graph (agenticnotetaking/arscontexta, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Route By Query Shape?
Bitterbot-AI (a GitHub organization) maintains it in Bitterbot-AI/bitterbot-desktop, which has 2,467 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 9, 2026.
Source: Bitterbot-AI/bitterbot-desktop on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.