Hivemind graph

Skill activeloopai/hivemind/harnesses/openclaw/skills/hivemind-graph

Hivemind turns your traces into reusable skills across agents

Install

npx -y skills add activeloopai/hivemind --skill hivemind-graph

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What its author says it does

Copied from the file, not written here

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).

SKILL.md

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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

Broad structural question? hivemind_graph_search({ pattern: "<symbol>" }).
Know the file? hivemind_graph_neighborhood({ file: "src/hooks/capture.ts" }).
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.