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yams
by trvon
Persistent memory for LLMs and apps. Content-addressed storage with dedupe, compression, full-text and vector search.
⭐ 363🍴 9📅 Jan 23, 2026
SKILL.md
name: yams description: Code indexing, semantic search, and knowledge graph for project memory license: GPL-3.0 compatibility: claude-code, opencode metadata: tools: cli, mcp categories: search, indexing, memory, knowledge-graph
YAMS Skill (agent.md)
Quick Reference
# Status & Health
yams status # Check daemon and index status
yams daemon start # Start background daemon
yams doctor # Diagnose issues
# Indexing
yams add <file> # Index single file
yams add . -r --include "*.py" # Index directory recursively
yams watch # Auto-index on file changes
# Search (use grep first, search for semantic)
yams grep "pattern" # Code pattern search (fast, exact)
yams search "query" # Semantic/hybrid search
# Graph
yams graph --name <file> # Show file relationships
yams graph --list-types # List node types with counts
yams graph --relations # List relation types with counts
yams graph --search "pattern" # Search nodes by label
# Agent storage
yams list --format json # Scriptable list output
yams list --show-metadata # Include metadata for PBI tracking
yams list --metadata-fields task,pbi,phase,owner,source # Task columns in table output
Agent Memory Workflow
YAMS is the single source of truth for agent memory and PBI tracking.
Required Metadata (PBI Tracking)
Attach metadata to every yams add.
pbi- PBI identifier (e.g.,PBI-043)task- short task slug (e.g.,list-json-refresh)phase-start|checkpoint|completeowner- agent or authorsource-code|note|decision|research
Index Project Files
# Index specific file types
yams add . -r --include "*.ts,*.tsx,*.js"
# Index with exclusions
yams add . -r --include "*.py" --exclude "venv/**,__pycache__/**"
# Index with metadata for tracking
yams add src/ -r --metadata "pbi=PBI-043,task=list-json-refresh,phase=checkpoint,owner=codex,source=code"
Auto-Index with Watch
yams watch # Start watching current directory
yams watch --interval 2000 # Custom interval (ms)
yams watch --stop # Stop watching
Verify Indexing
yams status # Shows indexed file count
yams list --limit 10 # Recent indexed files
Search Patterns
Decision Tree
- Code patterns →
yams grep(fast, regex) - Semantic/concept →
yams search(embeddings) - No results from grep → Try
yams search
grep (Code Search)
# Exact pattern
yams grep "function authenticate"
# Regex pattern
yams grep "async.*await.*fetch"
# Fuzzy matching
yams grep "authentcation" --fuzzy
# With context lines
yams grep "TODO" -A 2 -B 2
# Filter by extension
yams grep "import" --ext py
# Literal text (no regex)
yams grep "user?.name" -F
search (Semantic Search)
# Concept search
yams search "error handling patterns"
# Hybrid search (default)
yams search "authentication flow" --type hybrid
# Limit results
yams search "database connection" --limit 5
# Filter by file type
yams search "API endpoint" --ext ts
Agent Storage
Store Research
# Index documentation
curl -s "https://docs.example.com/api" | yams add - --name "api-docs.md" \
--metadata "pbi=PBI-043,task=docs-cache,phase=checkpoint,owner=codex,source=research"
# Store with metadata
yams add notes.md --metadata "pbi=PBI-043,task=research-auth,phase=checkpoint,owner=codex,source=research"
Store Decisions
# Pipe decision record
echo "## Decision: Use JWT for auth
### Context
Need stateless authentication for microservices.
### Decision
JWT with RS256, 15min expiry, refresh tokens.
### Rationale
Stateless, scalable, industry standard.
" | yams add - --name "decision-jwt-auth.md" \
--metadata "pbi=PBI-043,task=auth-decision,phase=checkpoint,owner=codex,source=decision"
Retrieve Knowledge
# Find related decisions
yams search "authentication decision"
# Find by metadata (JSON list is the source of truth)
yams list --format json --show-metadata \
| jq '.documents[] | select(.metadata.pbi=="PBI-043")'
# Metadata + tags are separate in JSON output
yams list --format json --show-metadata \
| jq '.documents[] | {name,metadata,tags}'
Session Management
Create Work Sessions
# Start named session
yams session start --name "feature-auth"
# List sessions
yams session ls
# Switch session
yams session use "feature-auth"
# Show current session
yams session show --json
Session Scope
# Add files to session scope
yams session add --path "src/auth/**"
# Warm session cache (faster searches)
yams session warm --limit 100
# Search within session
yams search "login" --session
Session Lifecycle
# Save session state
yams session save
# Load previous session
yams session load --name "feature-auth"
# Clear session cache
yams session clear
# End session
yams session close
Graph Queries
Explore Graph Structure
# List available node types with counts
yams graph --list-types
# List relation types with counts
yams graph --relations
# Search nodes by label pattern (wildcards: * any chars, ? single char)
yams graph --search "*Controller*"
yams graph --search "auth*"
yams graph --search "handle?Request"
File Relationships
# Show file dependencies
yams graph --name src/auth/login.ts --depth 2
# Output as JSON
yams graph --name src/auth/login.ts --format json
# Output as DOT (for visualization)
yams graph --name src/auth/login.ts --format dot > graph.dot
Symbol Navigation
# List all nodes of a type
yams graph --list-type function --limit 50
# Find isolated nodes (potential dead code)
yams graph --list-type function --isolated
# Filter by relation type
yams graph --name src/main.ts --relation imports
Dead Code Detection
# Find unreferenced functions
yams graph --list-type function --isolated --limit 100
# Generate dead-code report (scoped to src/**)
yams graph --dead-code-report
# Inspect suspicious node
yams graph --node-key "func:authenticate" --depth 2
MCP Integration
YAMS exposes tools via Model Context Protocol for programmatic access.
Start MCP Server
yams serve # Start MCP server (quiet mode)
yams serve --verbose # With logging
Available MCP Tools
| Tool | Purpose |
|---|---|
yams_search | Semantic/hybrid search |
yams_grep | Code pattern search |
yams_add | Index content |
yams_get | Retrieve by hash |
yams_list | List indexed items |
yams_graph | Query relationships, list types, search nodes |
yams_session_* | Session management |
yams_status | Health check |
MCP Configuration
{
"mcpServers": {
"yams": {
"command": "yams",
"args": ["serve"]
}
}
}
Troubleshooting
# Check daemon status
yams daemon status -d
# View daemon logs
yams daemon log -n 50
# Full diagnostic
yams doctor
# Repair index
yams doctor repair --all
# Fix embedding dimensions
yams doctor --fix-config-dims
Environment Variables
| Variable | Purpose |
|---|---|
YAMS_DATA_DIR | Storage directory |
YAMS_SOCKET | Daemon socket path |
YAMS_LOG_LEVEL | Logging verbosity |
YAMS_SESSION_CURRENT | Default session |
Score
Total Score
80/100
Based on repository quality metrics
✓SKILL.md
SKILL.mdファイルが含まれている
+20
✓LICENSE
ライセンスが設定されている
+10
✓説明文
100文字以上の説明がある
+10
✓人気
GitHub Stars 100以上
+5
✓最近の活動
1ヶ月以内に更新
+10
○フォーク
10回以上フォークされている
0/5
✓Issue管理
オープンIssueが50未満
+5
✓言語
プログラミング言語が設定されている
+5
✓タグ
1つ以上のタグが設定されている
+5
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