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/memtrace-search

Find source code with Memtrace hybrid BM25+semantic search: symbols, functions, classes, types, constants, definitions, implementations, logic, or error strings inside code. Use when the user wants to find, search, locate, or look up code or asks where code lives. Do not use

From plugin
memtrace-public
44627 skills
Install
$ npx -y skills add syncable-dev/memtrace-public --skill memtrace-search --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/memtrace-search

Context preview

The summary Claude sees to decide when to auto-load this skill.

Find source code with Memtrace hybrid BM25+semantic search: symbols, functions, classes, types, constants, definitions, implementations, logic, or error strings inside code. Use when the user wants to find, search, locate, or look up code or asks where code lives. Do not use

SKILL.md

memtrace-search.SKILL.md
name: memtrace-search
description: "Find source code with Memtrace hybrid BM25+semantic search: symbols, functions, classes, types, constants, definitions, implementations, logic, or error strings inside code. Use when the user wants to find, search, locate, or look up code or asks where code lives. Do not use Grep, Glob, rg, find, or manual file search for code discovery. If Memtrace returns 0 results, broaden the Memtrace query and diagnose/reindex; do not switch to grep."

Overview

Find code using hybrid BM25 + semantic search (RRF). Primary discovery tool — use before relationship or impact analysis.

Quick Reference

| Tool | Best For | |------|----------| | `find_code` | Natural-language queries, broad searches | | `find_symbol` | Exact identifier names | | `get_source_window` | Bounded source read when harness lacks `Read(offset, limit)` |

> **Parameter types:** Numbers must be JSON numbers — not strings.

`find_code` parameters

| Param | Required | Default | Notes | |---|---|---|---| | `query` | yes | — | Natural language or symbol text | | `repo_id` | no | all repos | | | `limit` | no | 20 | Max 100 | | `file_path` | no | — | Path/directory substring filter | | `as_of` | no | now | ISO-8601 time-travel | | `include_diagnostics` | no | false | Set true for `id`, `score` in results |

**No `kind` param on `find_code`** — use `find_symbol(kind=...)` to filter by symbol type.

{ "query": "authentication middleware", "repo_id": "memdb", "limit": 20 }

`find_symbol` parameters

| Param | Required | Default | Notes | |---|---|---|---| | `name` | yes | — | Symbol name to search | | `repo_id` | no | all repos | | | `fuzzy` | no | false | API field exists; currently exact-match in backend | | `edit_distance` | no | 2 | Only when fuzzy enabled | | `kind` | no | — | `Function`, `Class`, `Method`, etc. | | `file_path` | no | — | Path substring filter | | `limit` | no | 10 | Max 50 |

{ "name": "validateToken", "repo_id": "memdb", "file_path": "auth" }

Full parameter spec for every Memtrace tool: `references/mcp-parameters.md` (bundled at the memtrace-skills plugin root).

Steps

1. Choose the tool

  • Exact name → `find_symbol`
  • Behaviour description → `find_code`
  • All repos → omit `repo_id`

2. Execute search

Result shape: see [Output](#output) below.

3. Hand off to graph tools

Save **`name`**, **`scope_path`**, and **`file_path`** — **not** internal IDs:

{ "repo_id": "memdb", "symbol": "validateToken" }
{ "repo_id": "memdb", "target": "validateToken", "direction": "both" }
{ "repo_id": "memdb", "target": "validateToken", "query_type": "find_callers" }

Read source only when editing — bounded `Read(offset, limit)` at returned lines.

Multi-word queries

1. Try verbatim `find_code` query. 2. If weak, fan out: camelCase, snake_case, domain identifiers. 3. Dedupe top hits by `file_path:start_line`.

Output

One `find_code` / `find_symbol` result entry:

{
  "name": "validateToken",
  "kind": "Function",
  "file_path": "src/auth/token.rs",
  "start_line": 42,
  "scope_path": "auth::token"
}

`score` (and `id`) appear only with `include_diagnostics: true`.

Common Mistakes

| Mistake | Reality | |---------|---------| | `find_code(kind=...)` | **`kind` only on `find_symbol`** | | Passing symbol `id` to graph tools | Use **`name`** as `symbol` / `target` | | Assuming `fuzzy: true` always works | Backend is exact-match today — try spelling variants | | Skipping `list_indexed_repositories` | Verify repo is indexed first |

Read more
Ships withmemtrace-public

Structural memory for AI coding agents. Bi-temporal graph, MCP-native, zero LLM calls. Cursor · Claude Code · Codex · Hermes · VS Code · Windsurf.

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