Query the local AST-derived code graph (functions, classes, calls, imports) for structural codebase questions — what calls X, what does Y import, where is Z defined, blast radius of a change. The graph rebuilds automatically after each agent turn; use hivemind_graph_search and hivemind_graph_neighborhood tools (no manual build step).
Scanned 9/3/2026
Install to Claude Code
npx -y skills add activeloopai/hivemind --skill hivemind-graph --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: hivemind-graph
description: Query the local AST-derived code graph (functions, classes, calls, imports) for structural codebase questions — what calls X, what does Y import, where is Z defined, blast radius of a change. The graph rebuilds automatically after each agent turn; use hivemind_graph_search and hivemind_graph_neighborhood tools (no manual build step).
allowed-tools: hivemind_graph_search, hivemind_graph_neighborhood
---
# Hivemind Code Graph (OpenClaw)
A deterministic, AST-derived map of the current repository — every function,
class, method, interface, type, enum, const, and module, plus the edges between
them (`calls`, `imports`, `extends`, `implements`, `method_of`).
The graph **builds and refreshes automatically** after each turn (gated by rate
limit + git diff). You never run a build command — just call the graph tools.
Set `plugins.entries.hivemind.config.tuning.HIVEMIND_GRAPH_CWD` in
`~/.openclaw/openclaw.json` to the git root of the project you want indexed
when the gateway's working directory is not the repo (then restart the gateway).
Use the graph as a fast **INDEX** to locate the few files/symbols that matter,
then use the host's read/exec tools on the real source. It is not a substitute
for reading source files.
## When to use this skill
Activate when the user asks a *structural / relational* question about the code:
- "What calls `pushSnapshot`?" / "Who uses this function?"
- "What does `deeplake-pull.ts` import?" / "What depends on X?"
- "Where is `GraphSnapshot` defined?" / "Find the function that handles Y."
- "What are the main subsystems / the architecture here?"
- "If I change this signature, what's affected?"
## Tools
- `hivemind_graph_search({ pattern })` — search symbols by substring (or
multi-token AND with `+`, e.g. `auth+handler`). Returns matches with 1-hop
neighbors (callers, callees, imports). **Start here.**
- `hivemind_graph_neighborhood({ file })` — every symbol in a repo-relative
file path plus its cross-file neighbors.
## Workflow
1. Broad structural question? `hivemind_graph_search({ pattern: "<symbol>" })`.
2. Know the file? `hivemind_graph_neighborhood({ file: "src/hooks/capture.ts" })`.
3. Need the actual code? Open the `source_file:line` from the tool output with
the host read tool — don't answer from the graph alone.
## When NOT to use this skill
- Reading the **body** of a symbol you already located → use the host read tool.
- Code that isn't **committed/built** yet — the graph can lag uncommitted edits.
- Languages outside **TypeScript, JavaScript, and Python** — fall back to grep.
## Anti-patterns
- **Zero incoming callers does NOT mean dead code.** Instance-method dispatch and
dynamic calls are not fully resolved.
- **The graph can be stale.** Prefer live source for files edited in this session.
- **`pattern` is lexical, not semantic** — try multiple keywords if the first misses.
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