MCP Observatory
github analyzed 61fe7c9

vicquick/nobrainr

github

Persistent memory and knowledge graph for AI agents via MCP — PostgreSQL + pgvector + Ollama

maintainer
vicquick
license
MIT
first seen
2026-06-05
last seen
2026-06-13
releases · 30d
0
short id

Drift inferred · capture-to-capture

  1. HIGH code analysis flagged dynamic code execution in vicquick/nobrainr
  2. HIGH code analysis flagged dynamic code execution in vicquick/nobrainr
  3. HIGH code analysis flagged dynamic code execution ×2 in vicquick/nobrainr
capabilities 16 tools
transport stdio · streamable-http · http · sse counts 16 tools · 0 res · 0 prompts permission surface via code analysis

tools

  • entity_graph

    Recursive graph traversal from a named entity

  • entity_search

    Semantic search on knowledge graph entities

  • log_event

    Record agent activity (session starts, decisions, completions)

  • memory_delete

    Delete a memory by ID

  • memory_extract

    Manually trigger entity extraction for a memory

  • memory_feedback

    Report whether search results were helpful (improves ranking)

  • memory_get

    Get one memory by ID

  • memory_import_chatgpt

    Import from ChatGPT export

  • memory_import_claude

    Import from .claude/ directory

  • memory_maintenance

    Recompute importance scores + decay stability

  • memory_query

    Filter by tags, category, machine, source

  • memory_reflect

    Batch-save learnings from a session

  • memory_search

    Semantic search with natural language (relevance-ranked)

  • memory_stats

    Counts by category, machine, source, top tags + knowledge graph stats

  • memory_store

    Save a memory (auto-embeds, dedup check, async entity extraction)

  • memory_update

    Update a memory (re-embeds if content changes)

skills & danger signals github-tarball
prompt-surface shipped agent-instruction files + hidden-content / dangerous-code findings — quoted from the analyzed source

analyzed commit 61fe7c9 · analyzer v18 · 1h ago

skills & prompt files 1

danger signals1

code evidence vv0.2.0 · github-tarball
evidence-backed findings quoted directly from the published source artifact — not inferred

filesystem 20

  • fs vicquick-nobrainr-61fe7c9/scripts/eval_longmemeval.py :33 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/scripts/expand_golden_siblings.py :29 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/scripts/golden_set/run_golden.py :32 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/scripts/locomo/run_locomo.py :25 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/scripts/longmemeval/run_lme.py :31 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/scripts/migrations/2026-04-18-canonicalize-tags.py :21 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/scripts/seed_golden_queries.py :30 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/dashboard/api.py :114 with open(_GRAPH_CACHE_PATH, "r") as f:
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/chatgpt.py :12 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/claude.py :4 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/claude_web.py :32 with open(file_path, encoding="utf-8") as f:
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/documents.py :16 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/docx_importer.py :4 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/markdown_notes.py :4 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/sticky_notes.py :23 with open(file_path, encoding="utf-8-sig") as f:
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/importers/website.py :5 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2593 from pathlib import Path
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/monitoring.py :5 import shutil
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/scheduler_jobs.py :1936 os.remove(_cache)
  • fs vicquick-nobrainr-61fe7c9/src/nobrainr/services/code_index.py :10 from pathlib import Path

network 14

  • net vicquick-nobrainr-61fe7c9/scripts/eval_longmemeval.py :46 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/chat/rag.py :8 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/cli.py :45 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/crawler/client.py :10 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/crawler/knowledge.py :16 from urllib.parse import urlparse
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/dashboard/api.py :12 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/embeddings/ollama.py :27 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/extraction/llm.py :22 ``RemoteProtocolError`` only. Critically, ``httpx.ReadTimeout`` and
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/importers/documents.py :39 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2214 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/monitoring.py :7 import socket
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/scheduler_jobs.py :5 import socket
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/services/distill.py :9 import httpx
  • net vicquick-nobrainr-61fe7c9/src/nobrainr/services/reranker.py :212 import httpx

database 2

  • db vicquick-nobrainr-61fe7c9/src/nobrainr/db/pool.py :5 import asyncpg
  • db vicquick-nobrainr-61fe7c9/src/nobrainr/db/queries.py :11 import asyncpg

tool registrations 65

  • memory_store vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :261
  • memory_store_status vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :366
  • memory_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :603
  • memory_aggregate vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :996
  • memory_query vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1124
  • memory_get vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1161
  • memory_update vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1178
  • memory_delete vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1235
  • decision_store vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1266
  • decision_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1361
  • memory_store_procedural vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1439
  • memory_get_procedural vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1504
  • memory_delete_procedural vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1557
  • memory_get_user_profile vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1589
  • memory_history vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1677
  • memory_restore vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1698
  • memory_stats vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1723
  • entity_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1735
  • entity_graph vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1759
  • entity_list vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1779
  • entity_memories vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1804
  • memory_maintenance vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1821
  • memory_extract vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1842
  • memory_feedback vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1865
  • memory_reflect vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1913
  • log_event vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :1967
  • error_store vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2012
  • error_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2067
  • crawl_page vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2098
  • crawl_and_store vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2236
  • deep_crawl vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2352
  • discover_sitemap vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2445
  • memory_store_document vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2472
  • memory_import_chatgpt_sessions vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2542
  • memory_import_chatgpt vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2585
  • memory_import_claude vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2601
  • memory_import_claude_web vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2617
  • memory_import_claude_memories vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2635
  • memory_import_claude_projects vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2653
  • memory_import_sticky_notes vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2671
  • memory_import_markdown_notes vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2689
  • memory_import_docx vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2710
  • memory_import_website vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2728
  • memory_import_documents vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2749
  • memory_import_github vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2787
  • distill vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2835
  • distill_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2870
  • code_index vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2917
  • code_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :2954
  • community_detect vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3005
  • community_list vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3030
  • community_members vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3044
  • memory_set_tier vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3059
  • memory_tier_stats vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3082
  • handoff_create vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3092
  • handoff_pickup vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3158
  • handoff_resolve vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3191
  • global_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3224
  • graph_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3246
  • fact_search vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3272
  • fact_search_prioritized vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3329
  • fact_promote vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3386
  • fact_demote vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3419
  • record_observation vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3448
  • chat_recall vicquick-nobrainr-61fe7c9/src/nobrainr/mcp/server.py :3486

declared dependencies 3

  • pytest@>=8.0
  • pytest-asyncio@>=0.24
  • ruff@>=0.8.0