MCP Observatory
6m ago Tracked 53,340 Last 6m ago 24h 2,739
github Python re-analysis due

agentic-box/memora

github

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

maintainer
agentic-box
license
MIT
first seen
2026-06-01
last seen
2026-09-02
releases · 30d
5
short id

Drift inferred · capture-to-capture

No drift recorded — single capability capture; advisories appear once its surface changes.

capabilities 43 tools
transport stdio counts 43 tools · 0 res · 0 prompts permission surface via code analysis

tools

  • memory_absorb
  • memory_backfill_tags
  • memory_boost
  • memory_clusters
  • memory_create
  • memory_create_batch
  • memory_create_issue
  • memory_create_section
  • memory_create_todo
  • memory_delete
  • memory_delete_batch
  • memory_delete_document
  • memory_detect_supersessions
  • memory_digest
  • memory_events_clear
  • memory_events_poll
  • memory_export
  • memory_export_graph
  • memory_find_duplicates
  • memory_get
  • memory_get_document
  • memory_hierarchy
  • memory_hybrid_search
  • memory_import
  • memory_insights
  • memory_link
  • memory_list
  • memory_list_compact
  • memory_merge
  • memory_migrate_images
  • memory_rebuild_crossrefs
  • memory_rebuild_embeddings
  • memory_related
  • memory_semantic_search
  • memory_stats
  • memory_store_document
  • memory_tag_hierarchy
  • memory_tags
  • memory_unlink
  • memory_update
  • memory_upload_image
  • memory_validate_tags
  • memory_verify_integrity
skills & danger signals github-tarball
prompt-surface shipped agent-instruction files + hidden-content / dangerous-code findings — quoted from the analyzed source

analyzed commit c32b40e · analyzer v33 · 1w ago

skills & prompt files 3

code evidence vv0.3.3 · github-tarball
evidence-backed findings quoted directly from the published source artifact — not inferred

code files: 58

filesystem 19

  • fs agentic-box-memora-c32b40e/claude-plugin/hooks-handlers/post_tool_use.py :20 from pathlib import Path
  • fs agentic-box-memora-c32b40e/claude-plugin/hooks-handlers/session_start.py :14 from pathlib import Path
  • fs agentic-box-memora-c32b40e/media/memora-absorb-digest-flow.py :3 from pathlib import Path
  • fs (weak) agentic-box-memora-c32b40e/memora-graph/scripts/sync-to-d1.py :19 from pathlib import Path
  • fs agentic-box-memora-c32b40e/memora/__init__.py :6 from pathlib import Path as _Path
  • fs agentic-box-memora-c32b40e/memora/backends.py :13 import shutil
  • fs agentic-box-memora-c32b40e/memora/cloud_sync.py :13 from pathlib import Path
  • fs agentic-box-memora-c32b40e/memora/graph/data.py :800 with open(output_path, "w") as f:
  • fs agentic-box-memora-c32b40e/memora/graph/issues.py :50 return "open" # Map to open (active)
  • fs agentic-box-memora-c32b40e/memora/graph/todos.py :44 return "open" # Map to open (active)
  • fs agentic-box-memora-c32b40e/memora/schema.py :20 # so when ``sync_before_use()`` replaces the file via ``shutil.move``/
  • fs agentic-box-memora-c32b40e/memora/server.py :2792 from pathlib import Path as _Path
  • fs agentic-box-memora-c32b40e/memora/storage.py :16 from pathlib import Path
  • fs (weak) agentic-box-memora-c32b40e/scripts/measure_absorb_classifier.py :11 from pathlib import Path
  • fs (weak) agentic-box-memora-c32b40e/tests/conftest.py :7 from pathlib import Path
  • fs (weak) agentic-box-memora-c32b40e/tests/test_absorb_classifier_measurement.py :4 from pathlib import Path
  • fs (weak) agentic-box-memora-c32b40e/tests/test_gitagent_manifest.py :3 from pathlib import Path
  • fs (weak) agentic-box-memora-c32b40e/tests/test_graph_server.py :287 from pathlib import Path
  • fs (weak) agentic-box-memora-c32b40e/tests/test_storage.py :5 from pathlib import Path

shell / exec 2

  • shell agentic-box-memora-c32b40e/claude-plugin/hooks-handlers/post_tool_use.py :404 import subprocess
  • shell (weak) agentic-box-memora-c32b40e/memora-graph/scripts/sync-to-d1.py :16 import subprocess

network 6

  • net (weak) agentic-box-memora-c32b40e/memora-graph/scripts/link-r2-images.py :23 import requests
  • net agentic-box-memora-c32b40e/memora/backends.py :881 import urllib.error
  • net agentic-box-memora-c32b40e/memora/cloud_sync.py :15 from urllib.error import URLError
  • net agentic-box-memora-c32b40e/memora/graph/server.py :8 import socket
  • net (weak) agentic-box-memora-c32b40e/tests/conftest.py :2 import socket
  • net (weak) agentic-box-memora-c32b40e/tests/test_graph_server.py :1 import urllib.request

secrets 3

  • secrets (weak) agentic-box-memora-c32b40e/memora-graph/scripts/link-r2-images.py :141 api_token = os.getenv('CLOUDFLARE_API_TOKEN') or os.getenv('CF_API_TOKEN')
  • secrets agentic-box-memora-c32b40e/memora/backends.py :1110 api_token = os.getenv("CLOUDFLARE_API_TOKEN") or os.getenv("CF_API_TOKEN")
  • secrets agentic-box-memora-c32b40e/memora/storage.py :1026 api_key = os.getenv("OPENAI_API_KEY")

database 8

  • db agentic-box-memora-c32b40e/memora/backends.py :14 import sqlite3
  • db agentic-box-memora-c32b40e/memora/embeddings.py :10 import sqlite3
  • db agentic-box-memora-c32b40e/memora/schema.py :4 import sqlite3
  • db agentic-box-memora-c32b40e/memora/storage.py :13 import sqlite3
  • db (weak) agentic-box-memora-c32b40e/tests/conftest.py :3 import sqlite3
  • db (weak) agentic-box-memora-c32b40e/tests/test_cloud_backends.py :489 import sqlite3
  • db (weak) agentic-box-memora-c32b40e/tests/test_embeddings.py :10 import sqlite3
  • db (weak) agentic-box-memora-c32b40e/tests/test_storage.py :1255 import sqlite3 as _sqlite3

tool registrations 43

  • memory_create agentic-box-memora-c32b40e/memora/server.py :860
  • memory_create_issue agentic-box-memora-c32b40e/memora/server.py :1028
  • memory_create_todo agentic-box-memora-c32b40e/memora/server.py :1093
  • memory_create_section agentic-box-memora-c32b40e/memora/server.py :1154
  • memory_list agentic-box-memora-c32b40e/memora/server.py :1287
  • memory_list_compact agentic-box-memora-c32b40e/memora/server.py :1362
  • memory_create_batch agentic-box-memora-c32b40e/memora/server.py :1412
  • memory_delete_batch agentic-box-memora-c32b40e/memora/server.py :1423
  • memory_absorb agentic-box-memora-c32b40e/memora/server.py :1436
  • memory_store_document agentic-box-memora-c32b40e/memora/server.py :1487
  • memory_get_document agentic-box-memora-c32b40e/memora/server.py :1650
  • memory_delete_document agentic-box-memora-c32b40e/memora/server.py :1744
  • memory_get agentic-box-memora-c32b40e/memora/server.py :1830
  • memory_update agentic-box-memora-c32b40e/memora/server.py :1882
  • memory_delete agentic-box-memora-c32b40e/memora/server.py :1906
  • memory_tags agentic-box-memora-c32b40e/memora/server.py :1939
  • memory_tag_hierarchy agentic-box-memora-c32b40e/memora/server.py :1947
  • memory_validate_tags agentic-box-memora-c32b40e/memora/server.py :1958
  • memory_hierarchy agentic-box-memora-c32b40e/memora/server.py :1972
  • memory_verify_integrity agentic-box-memora-c32b40e/memora/server.py :1999
  • memory_semantic_search agentic-box-memora-c32b40e/memora/server.py :2024
  • memory_hybrid_search agentic-box-memora-c32b40e/memora/server.py :2092
  • memory_digest agentic-box-memora-c32b40e/memora/server.py :2185
  • memory_rebuild_embeddings agentic-box-memora-c32b40e/memora/server.py :2291
  • memory_related agentic-box-memora-c32b40e/memora/server.py :2303
  • memory_rebuild_crossrefs agentic-box-memora-c32b40e/memora/server.py :2320
  • memory_stats agentic-box-memora-c32b40e/memora/server.py :2336
  • memory_insights agentic-box-memora-c32b40e/memora/server.py :2343
  • memory_boost agentic-box-memora-c32b40e/memora/server.py :2374
  • memory_link agentic-box-memora-c32b40e/memora/server.py :2414
  • memory_unlink agentic-box-memora-c32b40e/memora/server.py :2446
  • memory_clusters agentic-box-memora-c32b40e/memora/server.py :2467
  • memory_find_duplicates agentic-box-memora-c32b40e/memora/server.py :2491
  • memory_detect_supersessions agentic-box-memora-c32b40e/memora/server.py :2589
  • memory_backfill_tags agentic-box-memora-c32b40e/memora/server.py :2637
  • memory_merge agentic-box-memora-c32b40e/memora/server.py :2674
  • memory_export agentic-box-memora-c32b40e/memora/server.py :2759
  • memory_upload_image agentic-box-memora-c32b40e/memora/server.py :2771
  • memory_migrate_images agentic-box-memora-c32b40e/memora/server.py :2873
  • memory_export_graph agentic-box-memora-c32b40e/memora/server.py :2994
  • memory_import agentic-box-memora-c32b40e/memora/server.py :3021
  • memory_events_poll agentic-box-memora-c32b40e/memora/server.py :3065
  • memory_events_clear agentic-box-memora-c32b40e/memora/server.py :3085

declared dependencies 12

  • mcp@>=1.0.0,<2
  • Pillow@>=10.4.0
  • boto3@>=1.28.0
  • filelock@>=3.12.0
  • openai@>=1.6.0
  • starlette@>=0.37.0
  • sse-starlette@>=2.1.0
  • uvicorn@>=0.30.0
  • sentence-transformers@>=2.2.0
  • moto@>=5.0.0
  • pytest@>=7.4.0
  • pytest-cov@>=4.1.0