monkilabs/agent-memory
src/orchestrator/skills/agent-memory/SKILL.md
Creates, queries agent expertise profiles in AGENT-EXPERTISE.md; increments file-familiarity counters after each task; ranks candidate agents by recency, task-area match. Use when deciding which agent should handle a file, checking who last worked on a module, recording task outcomes, or assigning work based on past performance.
$ install --global
skillsauthnpx skillsauth add monkilabs/opencastle agent-memoryInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: May 19, 2026, 7:27 AM271.8s2 files scanned
SKILL.md
- name:
- agent-memory
- description:
- Creates, queries agent expertise profiles in AGENT-EXPERTISE.md; increments file-familiarity counters after each task; ranks candidate agents by recency, task-area match. Use when deciding which agent should handle a file, checking who last worked on a module, recording task outcomes, or assigning work based on past performance.
Agent Memory Protocol
Expertise File
Location: .opencastle/AGENT-EXPERTISE.md — one section per agent with Strong Areas, Weak Areas, File Familiarity tables.
Entry format: Area | Evidence | Last Updated — e.g. Server Components | Built TAS-42 | 2026-03-15. File familiarity: - src/lib/search/ — 3 tasks.
Update Triggers
| Trigger | Action | |---------|--------| | First-attempt success | Update Strong | | 2+ retries | Update Weak | | File modified | Increment familiarity | | DLQ failure | Add Weak with ref | | >3 months stale | Mark as "stale" |
Retrieval & Delegation
Query before delegating; include concise context block in prompt:
grep -A5 "## Developer" .opencastle/AGENT-EXPERTISE.md
Example prompt block: Agent Context: Strong — Server Components (3 tasks); Weak — Component styling (2 retries); Familiar — src/lib/search/ (2 tasks)
Update after task completion:
# Append a Strong Area entry
printf '| %s | %s | %s |\n' "Server Components" "Built TAS-42" "$(date +%Y-%m-%d)" >> .opencastle/AGENT-EXPERTISE.md
# Increment file familiarity
awk '/src\/lib\/search\// { if (match($0, /[0-9]+/)) { n = substr($0, RSTART, RLENGTH) + 1; sub(/[0-9]+[[:space:]]*tasks?/, n " tasks") } found=1 } {print} END { if(!found) print "- `src/lib/search/` — 1 task" }' \
.opencastle/AGENT-EXPERTISE.md > tmp && mv tmp .opencastle/AGENT-EXPERTISE.md
Workflow
- Before delegating: Read
.opencastle/AGENT-EXPERTISE.md; check Strong/Weak areas; add conciseAgent Contextto prompt.
- Validate: selected agent has Strong area matching task or no conflicting Weak entries.
- After task completes: Update expertise (success → Strong, 2+ retries → Weak, files → Familiarity); append file relationships to
.opencastle/KNOWLEDGE-GRAPH.md.
- Validate: expertise file contains new entry; timestamp is today's date.
- On DLQ failure: Add Weak Area with reference to failure ID, link to logs.
- Validate: failure ID, link appear in Weak Area entry.
Pruning
Prune entries older than 6 months; remove familiarity for deleted paths; consolidate duplicates.
- Validate: run
rg "— [0-9]+ tasks" .opencastle/AGENT-EXPERTISE.mdafter pruning to confirm no stale paths remain.
Knowledge Graph
File dependency graph, cross-agent relationships. See KNOWLEDGE-GRAPH.md for entity types, templates, triggers, queries.
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