SpecMem Pointers - Semantic Code Search with Tracebacks (user)
Perform semantic code searches with tracebacks to understand code usage and relationships.
IMMEDIATE ACTION REQUIRED
Step 1: Check Input
Look at what comes after /specmem-pointers:
- If EMPTY, whitespace only, "help", "--help", or "-h" → Show HELP below, STOP
- Otherwise → Continue to Step 2
Step 2: Parse Arguments Extract from input:
--limit N→ set limit (default: 10, max: 100)--threshold N→ set threshold (default: 0.1, range: 0-1)--gallery→ galleryMode: true (Mini COT analysis)--camera→ cameraRollMode: true (drilldown IDs)--zoom-level LEVEL→ zoomLevel: ultra-wide/wide/normal/close/macro--zoom N→ zoom: 0-100 (0=signature, 50=balanced, 100=full)--lang LANG→ set language filter--file PATTERN→ set filePattern--type TYPE→ set definitionTypes (function, class, method, etc.)--no-tracebacks→ includeTracebacks: false--no-memory-links→ includeMemoryLinks: false--with-attribution→ includeAttribution: true--cot-scoring→ useCotScoring: true--summarize→ summarize: true--max-content N→ maxContentLength: N- Everything else = the query
VALIDATION:
- If query is empty after parsing options → STOP and show HELP
- If limit < 1 or limit > 100 → ERROR: "limit must be 1-100"
- If threshold < 0 or threshold > 1 → ERROR: "threshold must be 0-1"
- If zoom < 0 or zoom > 100 → ERROR: "zoom must be 0-100"
Step 3: EXECUTE THIS MCP TOOL NOW
mcp__specmem__find_code_pointers({
query: "<extracted query>",
limit: <limit or 10>,
threshold: <threshold or 0.1>,
includeTracebacks: <true unless --no-tracebacks>,
includeMemoryLinks: <true unless --no-memory-links>,
includeAttribution: <true if --with-attribution>,
galleryMode: <true if --gallery>,
cameraRollMode: <true if --camera>,
useCotScoring: <true if --cot-scoring>,
zoomLevel: "<zoom level if provided>",
zoom: <zoom value if provided or 50>,
language: "<lang if provided>",
filePattern: "<pattern if provided>",
definitionTypes: <[type] if provided>,
summarize: <true if --summarize>,
maxContentLength: <N if --max-content>
})
Step 4: Display Results Show the tool output formatted as:
CODE POINTERS: "<query>"
Found N results (threshold: X.XX)
[1] <file>:<line> | <type> | score: <similarity>
<code snippet>
USED BY (Tracebacks):
- <caller-file>:<line>
- <caller-file>:<line>
Memory Links: <related memories if available>
Attribution: <user/assistant if enabled>
[2] <file>:<line> | <type> | score: <similarity>
<code snippet>
USED BY:
- <caller-file>:<line>
...
If --gallery, include Mini COT analysis summary. If --camera, mention drilldown IDs for exploration. If --with-attribution, show who created/modified the code.
HELP
SpecMem Pointers - Semantic Code Search with Tracebacks
USAGE:
/specmem-pointers <query>
/specmem-pointers authentication flow
/specmem-pointers --gallery websocket handler
/specmem-pointers --limit 20 database queries
OPTIONS:
--limit N Max results (default: 10, max: 100)
--threshold N Min similarity 0-1 (default: 0.1)
--gallery Enable Mini COT analysis (deeper insights)
--camera Enable camera roll mode (drilldown IDs)
--zoom-level LEVEL ultra-wide/wide/normal/close/macro
--zoom N Zoom 0-100: 0=sig only, 50=balanced, 100=full
--lang LANG Filter by language (typescript, python, etc.)
--file PATTERN Filter by file pattern (e.g., "src/**/*.ts")
--type TYPE Filter by type (function, class, method, etc.)
--no-tracebacks Skip caller/callee analysis
--no-memory-links Skip memory attribution
--with-attribution Show user/claude attribution
--cot-scoring Enable Mini COT relevance scoring
--summarize Truncate content for compact view
--max-content N Max content length (0=unlimited)
EXAMPLES:
/specmem-pointers error handling middleware
/specmem-pointers --gallery api validation
/specmem-pointers --limit 15 form components
/specmem-pointers --lang python data processing
/specmem-pointers --zoom 0 function signatures
/specmem-pointers --camera --zoom-level wide search patterns
/specmem-pointers --with-attribution authentication logic
WHAT IT DOES:
1. Semantic search finds code by MEANING (not keywords)
2. Shows tracebacks - what files import/use the code
3. Links code to related memories (context from past work)
4. Gallery mode adds AI analysis of results
5. Camera roll mode enables drill-down exploration
TRACEBACKS:
Shows which files use the found code:
- Import relationships
- Function calls
- Class usage
- Caller/callee analysis
DIFFERENCE FROM /specmem-code:
- /specmem-code: Basic code search (NO tracebacks by default)
- /specmem-pointers: Code search WITH tracebacks enabled
RELATED:
/specmem-code Code search WITHOUT tracebacks
/specmem-find Search memories (not code)
/specmem-changes View file change history