pip install quilmem[mcp]
agentmem init --tool claude --project myapp

from agentmem import Memory

mem = Memory()

# Store typed memories
mem.add(type="bug", title="loudnorm undoes SFX levels",
        content="Never apply loudnorm to final mix. It re-normalizes everything.",
        status="validated")

mem.add(type="decision", title="Use per-line atempo",
        content="Bake speed into per-line TTS. No global pass.",
        status="active")

# Something you're not sure about yet
hypothesis = mem.add(type="decision", title="Maybe try 2-second gaps before CTA",
        content="Hypothesis from last session. Needs testing.",
        status="hypothesis")

# Search — validated and active memories rank highest.
# Deprecated and superseded memories are excluded automatically.
results = mem.search("audio mixing")

# Context-budgeted recall — fits the best memories into your token limit
context = mem.recall("building a narration track", max_tokens=2000)

# Lifecycle — promote what's proven, deprecate what's not
mem.promote(hypothesis.id)                # hypothesis -> active -> validated
mem.deprecate(hypothesis.id, reason="Disproven by data")

# Supersede: replace an outdated memory with a newer one
replacement = mem.add(type="decision", title="Use 1-second gaps before CTA",
        content="Confirmed by A/B test.", status="active")
mem.supersede(hypothesis.id, replacement.id)  # old points to replacement

# Health check — is your memory system trustworthy?
from agentmem import health_check
report = health_check(mem._conn)
# Health: 85/100 | Conflicts: 0 | Stale: 2 | Validated: 14

hypothesis    New observation. Not yet confirmed. Lowest trust in recall.
    |
  active      Default. Currently believed true. Normal trust.
    |
 validated    Explicitly confirmed. Highest trust in recall.

 deprecated   Was true, no longer. Excluded from recall. Kept for history.
 superseded   Replaced by a newer memory. Points to replacement.

from agentmem import detect_conflicts

conflicts = detect_conflicts(mem._conn)
# Found 2 conflict(s):
#   !! [decision] "Always apply loudnorm to voice"
#      vs [decision] "NEVER apply loudnorm to voice"
#      Contradiction on shared topic (voice, loudnorm, audio)

from agentmem import detect_stale

stale = detect_stale(mem._conn, stale_days=30)
# [decision] "Use atempo 0.90" — Source changed since import (hash mismatch)
# [bug] "Firewall blocks port" — Not updated in 45 days

from agentmem import health_check

report = health_check(mem._conn)
print(f"Health: {report.health_score}/100")
print(f"Conflicts: {len(report.conflicts)}")
print(f"Stale: {len(report.stale)}")

# Each memory tracks where it came from
mem.add(type="bug", title="loudnorm lifts noise",
        content="...",
        source_path="/docs/errors.md",
        source_section="Audio Bugs",
        source_hash="a1b2c3d4e5f6")

from agentmem import Memory

mem = Memory("./my-agent.db", project="frontend")

# CRUD
record = mem.add(type="decision", title="Use TypeScript", content="...")
mem.get(record.id)
mem.update(record.id, content="Updated reasoning.")
mem.delete(record.id)
mem.list(type="bug", limit=20)

# Search + recall
results = mem.search("typescript migration", type="decision")
context = mem.recall("setting up the build", max_tokens=3000)

# Governance
mem.promote(record.id)              # hypothesis -> active -> validated
mem.deprecate(record.id, reason="No longer relevant")
replacement = mem.add(type="decision", title="Use v2 approach", content="...")
mem.supersede(record.id, replacement.id)  # links old to replacement

# Session persistence
mem.save_session("Working on auth refactor. Blocked on token refresh.")
mem.load_session()                  # picks up where last instance left off

# Health
mem.stats()

# Get started in 30 seconds
agentmem init --tool claude --project myapp

# Check if everything's working
agentmem doctor

# Core
agentmem add --type bug --title "CSS grid issue" "Flexbox fallback needed"
agentmem search "grid layout"
agentmem recall "frontend styling" --tokens 2000

# Governance
agentmem promote <id>
agentmem deprecate <id> --reason "Fixed in v2.3"
agentmem health
agentmem conflicts
agentmem stale --days 14

# Import + sessions
agentmem import ./errors.md --type bug
agentmem save-session "Finished auth module, starting tests"
agentmem load-session

# MCP server
agentmem serve

pip install quilmem[mcp]

{
  "mcpServers": {
    "agentmem": {
      "command": "agentmem",
      "args": ["--db", "./memory.db", "--project", "myproject", "serve"],
      "type": "stdio"
    }
  }
}

frontend = Memory("./shared.db", project="frontend")
backend = Memory("./shared.db", project="backend")

frontend.search("bug")  # Only frontend bugs
backend.search("bug")   # Only backend bugs