github Python analyzed 952235a

ntaffzii/ai-desk-tools

Local MCP server with safe tools for files, Git, browser checks, prompt improvement, skill routing, Notion, Obsidian, RAG, and personal AI workflows.

maintainer: ntaffzii
license: MIT
first seen: 2026-06-09
last seen: 2026-08-02
releases · 30d: 0
short id

Drift inferred · capture-to-capture

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

capabilities 277 tools

transport stdio counts 277 tools · 0 res · 0 prompts permission surface via code analysis

tools

analyze_prompt
append_notion_block_plan
audit_tool_risk_levels
batch_capture_urls
break_down_issue
browse_dynamic_webpage
browse_webpage
build_agent_context
build_context_bundle
build_context_pack
build_daily_plan
build_embedding_request_plan
build_repo_index
build_skill_index
build_vector_memory_index
build_watchlist_summary
calculate_position_risk
capture_page_map_from_html
capture_social_public_url
capture_webpage
check_browser_capabilities
check_calendar_config
check_chat_integrations
check_command
check_docker_available
check_email_config
check_figma_auth
check_github_api_auth
check_issue_tracker_config
check_notion_auth
check_playwright_runtime
check_postgres_config
check_rag_config
check_sandbox_available
check_secret_hygiene
check_tool_policy_coverage
check_validation_command
chunk_text_for_rag
compact_old_memories
compare_mcp_tool_patterns
compile_python_snippet
create_backup_snapshot
create_knowledge_sync_checklist
create_notion_note_plan
create_temp_workspace
create_thumbnail
detect_github_context
detect_package_managers
detect_project_stack
detect_test_frameworks
detect_versions
draft_chat_reply
draft_email_reply
draft_frontend_implementation_plan
draft_issue_from_context
draft_local_tool_adaptation
draft_meeting_prep
draft_pr_description
draft_pr_review
draft_release_checklist
edit_file_specific
explain_sql_risk
explain_tool_policy
export_prompt_history
extract_action_items
extract_api_endpoints
extract_calendar_followups
extract_design_tokens
extract_email_action_items
extract_html_content
extract_links_from_html
extract_page_text
extract_schema_objects
extract_video_frame
fetch_url
file_info
find_api_config
find_api_files
find_audit_events
find_ci_files
find_config_files
find_database_config
find_database_files
find_docker_files
find_docs_by_keyword
find_documentation
find_element_by_label
find_files_by_keyword
find_github_workflows
find_high_risk_dependency_names
find_localhost_urls
find_migrations
find_mutating_tools
find_openapi_specs
find_policy_denials
find_project_files
find_related_files
find_related_memories
find_release_files
find_roadmap_files
find_test_files
find_unpinned_dependencies
format_code
generate_efficiency_report
generate_handoff_from_memory
generate_security_report
generate_system_prompt
get_audit_log_info
get_crypto_price
get_current_datetime
get_environment
get_figma_file_summary
get_issue
get_json_path
get_lockfile_status
get_market_quote
get_pr_checks
get_project_scripts
get_prompt_history
get_pull_request
get_repo_info
get_runtime_capabilities
get_system_drives
get_tool_group
get_tool_policy
get_toolset
get_yaml_path
git_branch
git_checkout_branch
git_commit
git_create_branch
git_diff
git_log
git_show
git_stage_files
git_status
git_unstage_files
health_check
improve_prompt
inspect_components
inspect_diff
inspect_docker_compose
inspect_dockerfile
inspect_env_example
inspect_github_actions
inspect_github_actions_jobs
inspect_image
inspect_obsidian_note_for_notion
inspect_query_result
inspect_static_html
inspect_toml
list_allowed_roots
list_available_tools
list_available_workflows
list_backup_snapshots
list_ci_validation_commands
list_dependencies
list_directory_tree
list_env_keys
list_files
list_finance_providers
list_interactive_elements
list_mcp_catalog_sources
list_memories
list_pr_files
list_rag_providers
list_toolsets
list_user_run_templates
list_web_capture_providers
load_skill
load_workflow
map_source_to_tests
open_website
parse_issue_reference
patch_json_path
plan_backup_snapshot
plan_browser_check
plan_docker_validation
plan_email_search
plan_figma_inspection
plan_finance_lookup
plan_finance_news_query
plan_issue_update
plan_notion_to_obsidian
plan_obsidian_to_notion
plan_rag_index
plan_readonly_query
plan_sandbox_run
plan_user_run_command
plan_validation
plan_web_capture
play_and_search_youtube
play_audio_background
playwright_accessibility_snapshot
playwright_assert_visible_text
playwright_click
playwright_close_session
playwright_fill
playwright_get_console_errors
playwright_get_network_failures
playwright_inspect_page
playwright_list_sessions
playwright_run_ui_check
playwright_screenshot
playwright_smoke_plan
playwright_start_session
playwright_use_session
press_system_media_key
read_audit_log
read_documentation_file
read_file
read_json
read_notion_page
read_package_manifest
read_yaml
recommend_skills
recommend_toolsets
recommend_workflows
route_request
run_command
run_readonly_sql
run_suggested_validations
run_tests
run_validation
save_bug_lesson
save_memory
save_project_decision
save_typed_memory
save_user_preference
scan_dangerous_commands
scan_dependency_manifest_risks
scan_env_exposure
scan_secrets_in_repo
scan_task_markers
score_prompt
search_files
search_in_files
search_mcp_catalogs
search_memory
search_notion_pages
search_project_context
search_repo_index
search_slack_messages
search_vector_memory
search_web
search_web_news
summarize_api_surface
summarize_audit_log
summarize_calendar_events
summarize_channel_messages
summarize_ci_surface
summarize_config_surface
summarize_database_surface
summarize_dependency_health
summarize_dependency_risk
summarize_documentation_index
summarize_email_messages
summarize_index
summarize_mcp_attack_surface
summarize_mcp_repo
summarize_memory_clusters
summarize_page_structure
summarize_project_health
summarize_project_memory
summarize_sources
summarize_task_markers
summarize_test_surface
transcribe_audio
validate_json
validate_toolsets
validate_user_run_script
validate_yaml
view_file_content
write_all_project_user_run_scripts
write_file
write_user_run_script
write_user_run_template

code evidence vHEAD · github-tarball

evidence-backed findings quoted directly from the published source artifact — not inferred

code files: 103

filesystem 43

fs ntaffzii-ai-desk-tools-952235a/prompt_engine/history.py :9 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/run_portal.py :5 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/security.py :14 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/__init__.py :64 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/api.py :12 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/audit.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/backup.py :8 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/browser.py :7 import shutil
fs ntaffzii-ai-desk-tools-952235a/tools/ci.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :8 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/config.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/database.py :11 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/dependency_risk.py :6 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/docker.py :12 import shutil
fs ntaffzii-ai-desk-tools-952235a/tools/docs.py :10 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :12 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/git.py :5 import shutil
fs ntaffzii-ai-desk-tools-952235a/tools/git_control.py :6 import shutil
fs ntaffzii-ai-desk-tools-952235a/tools/github.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/mcp_security_audit.py :10 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/media.py :9 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/memory.py :8 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/memory_context.py :8 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/obsidian_notion_bridge.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/package.py :10 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/playwright_actions.py :8 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/playwright_tools.py :6 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/project.py :10 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/registry.py :7 import shutil
fs ntaffzii-ai-desk-tools-952235a/tools/release.py :8 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/repo_index.py :12 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/sandbox.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/security_scanner.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/skill_runtime.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/structured_data.py :6 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/system.py :9 import shutil
fs ntaffzii-ai-desk-tools-952235a/tools/task.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/test_inspection.py :7 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/toolsets.py :9 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/user_runner.py :13 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/validation.py :10 import shutil
fs ntaffzii-ai-desk-tools-952235a/tools/vector_memory.py :9 from pathlib import Path
fs ntaffzii-ai-desk-tools-952235a/tools/web.py :8 from pathlib import Path

shell / exec 6

shell ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :6 import subprocess
shell ntaffzii-ai-desk-tools-952235a/tools/git.py :6 import subprocess
shell ntaffzii-ai-desk-tools-952235a/tools/git_control.py :7 import subprocess
shell ntaffzii-ai-desk-tools-952235a/tools/media.py :5 import subprocess
shell ntaffzii-ai-desk-tools-952235a/tools/system.py :11 import subprocess
shell ntaffzii-ai-desk-tools-952235a/tools/validation.py :11 import subprocess

network 13

net ntaffzii-ai-desk-tools-952235a/prompt_engine/improver.py :83 import httpx
net ntaffzii-ai-desk-tools-952235a/tools/browser_page_map.py :6 import urllib.parse
net ntaffzii-ai-desk-tools-952235a/tools/external_mcp_catalog.py :7 import urllib.parse
net ntaffzii-ai-desk-tools-952235a/tools/figma.py :7 import urllib.request
net ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :14 import urllib.parse
net ntaffzii-ai-desk-tools-952235a/tools/github_api.py :6 from urllib.parse import quote
net ntaffzii-ai-desk-tools-952235a/tools/media.py :7 import urllib.parse
net ntaffzii-ai-desk-tools-952235a/tools/notion.py :7 import urllib.request
net ntaffzii-ai-desk-tools-952235a/tools/playwright_actions.py :9 from urllib.parse import urlparse
net ntaffzii-ai-desk-tools-952235a/tools/playwright_tools.py :7 from urllib.parse import urlparse
net ntaffzii-ai-desk-tools-952235a/tools/slack_discord.py :7 import urllib.parse
net ntaffzii-ai-desk-tools-952235a/tools/web.py :7 import urllib.parse
net ntaffzii-ai-desk-tools-952235a/tools/web_capture.py :13 import urllib.parse

secrets 6

secrets ntaffzii-ai-desk-tools-952235a/tools/figma.py :12 return os.getenv("FIGMA_TOKEN") or os.getenv("FIGMA_ACCESS_TOKEN") or ""
secrets ntaffzii-ai-desk-tools-952235a/tools/github_api.py :23 return os.getenv("GITHUB_TOKEN") or os.getenv("GH_TOKEN") or os.getenv("GITHUB_PERSONAL_ACCESS_TOKEN") or ""
secrets ntaffzii-ai-desk-tools-952235a/tools/issue_tracker.py :19 return {"success": True, "configured": [key for key in keys if os.getenv(key)], "providers": {"github": bool(os.getenv("GITHUB_TOKEN") or os.getenv("GH_TOKEN")), "linear": bool(os.getenv("LINEAR_API_K
secrets ntaffzii-ai-desk-tools-952235a/tools/notion.py :14 return os.getenv("NOTION_TOKEN") or os.getenv("NOTION_API_KEY") or ""
secrets ntaffzii-ai-desk-tools-952235a/tools/slack_discord.py :12 return os.getenv("SLACK_BOT_TOKEN") or os.getenv("SLACK_TOKEN") or ""
secrets ntaffzii-ai-desk-tools-952235a/tools/web_capture.py :179 api_key = os.getenv("FIRECRAWL_API_KEY", "")

tool registrations 200

find_api_files ntaffzii-ai-desk-tools-952235a/tools/api.py :176
extract_api_endpoints ntaffzii-ai-desk-tools-952235a/tools/api.py :195
find_openapi_specs ntaffzii-ai-desk-tools-952235a/tools/api.py :216
find_api_config ntaffzii-ai-desk-tools-952235a/tools/api.py :232
summarize_api_surface ntaffzii-ai-desk-tools-952235a/tools/api.py :260
get_audit_log_info ntaffzii-ai-desk-tools-952235a/tools/audit.py :63
read_audit_log ntaffzii-ai-desk-tools-952235a/tools/audit.py :78
summarize_audit_log ntaffzii-ai-desk-tools-952235a/tools/audit.py :89
find_policy_denials ntaffzii-ai-desk-tools-952235a/tools/audit.py :110
find_audit_events ntaffzii-ai-desk-tools-952235a/tools/audit.py :130
plan_backup_snapshot ntaffzii-ai-desk-tools-952235a/tools/backup.py :44
create_backup_snapshot ntaffzii-ai-desk-tools-952235a/tools/backup.py :56
list_backup_snapshots ntaffzii-ai-desk-tools-952235a/tools/backup.py :76
check_browser_capabilities ntaffzii-ai-desk-tools-952235a/tools/browser.py :26
find_localhost_urls ntaffzii-ai-desk-tools-952235a/tools/browser.py :31
inspect_static_html ntaffzii-ai-desk-tools-952235a/tools/browser.py :50
plan_browser_check ntaffzii-ai-desk-tools-952235a/tools/browser.py :61
capture_page_map_from_html ntaffzii-ai-desk-tools-952235a/tools/browser_page_map.py :54
summarize_page_structure ntaffzii-ai-desk-tools-952235a/tools/browser_page_map.py :59
list_interactive_elements ntaffzii-ai-desk-tools-952235a/tools/browser_page_map.py :65
find_element_by_label ntaffzii-ai-desk-tools-952235a/tools/browser_page_map.py :71
check_calendar_config ntaffzii-ai-desk-tools-952235a/tools/calendar.py :23
summarize_calendar_events ntaffzii-ai-desk-tools-952235a/tools/calendar.py :29
build_daily_plan ntaffzii-ai-desk-tools-952235a/tools/calendar.py :43
draft_meeting_prep ntaffzii-ai-desk-tools-952235a/tools/calendar.py :59
extract_calendar_followups ntaffzii-ai-desk-tools-952235a/tools/calendar.py :87
find_ci_files ntaffzii-ai-desk-tools-952235a/tools/ci.py :85
inspect_github_actions_jobs ntaffzii-ai-desk-tools-952235a/tools/ci.py :96
list_ci_validation_commands ntaffzii-ai-desk-tools-952235a/tools/ci.py :110
summarize_ci_surface ntaffzii-ai-desk-tools-952235a/tools/ci.py :126
view_file_content ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :41
write_file ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :67
edit_file_specific ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :87
inspect_diff ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :136
format_code ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :157
run_tests ntaffzii-ai-desk-tools-952235a/tools/code_editing.py :162
find_config_files ntaffzii-ai-desk-tools-952235a/tools/config.py :59
list_env_keys ntaffzii-ai-desk-tools-952235a/tools/config.py :75
inspect_env_example ntaffzii-ai-desk-tools-952235a/tools/config.py :99
check_secret_hygiene ntaffzii-ai-desk-tools-952235a/tools/config.py :121
summarize_config_surface ntaffzii-ai-desk-tools-952235a/tools/config.py :143
find_database_files ntaffzii-ai-desk-tools-952235a/tools/database.py :151
extract_schema_objects ntaffzii-ai-desk-tools-952235a/tools/database.py :177
find_migrations ntaffzii-ai-desk-tools-952235a/tools/database.py :198
find_database_config ntaffzii-ai-desk-tools-952235a/tools/database.py :217
summarize_database_surface ntaffzii-ai-desk-tools-952235a/tools/database.py :245
find_unpinned_dependencies ntaffzii-ai-desk-tools-952235a/tools/dependency_risk.py :37
find_high_risk_dependency_names ntaffzii-ai-desk-tools-952235a/tools/dependency_risk.py :53
summarize_dependency_risk ntaffzii-ai-desk-tools-952235a/tools/dependency_risk.py :65
check_docker_available ntaffzii-ai-desk-tools-952235a/tools/docker.py :168
find_docker_files ntaffzii-ai-desk-tools-952235a/tools/docker.py :183
inspect_dockerfile ntaffzii-ai-desk-tools-952235a/tools/docker.py :210
inspect_docker_compose ntaffzii-ai-desk-tools-952235a/tools/docker.py :233
plan_docker_validation ntaffzii-ai-desk-tools-952235a/tools/docker.py :256
find_documentation ntaffzii-ai-desk-tools-952235a/tools/docs.py :150
read_documentation_file ntaffzii-ai-desk-tools-952235a/tools/docs.py :167
summarize_documentation_index ntaffzii-ai-desk-tools-952235a/tools/docs.py :194
build_context_bundle ntaffzii-ai-desk-tools-952235a/tools/docs.py :227
find_docs_by_keyword ntaffzii-ai-desk-tools-952235a/tools/docs.py :260
check_email_config ntaffzii-ai-desk-tools-952235a/tools/email_inbox.py :22
plan_email_search ntaffzii-ai-desk-tools-952235a/tools/email_inbox.py :28
summarize_email_messages ntaffzii-ai-desk-tools-952235a/tools/email_inbox.py :33
extract_email_action_items ntaffzii-ai-desk-tools-952235a/tools/email_inbox.py :47
draft_email_reply ntaffzii-ai-desk-tools-952235a/tools/email_inbox.py :60
list_mcp_catalog_sources ntaffzii-ai-desk-tools-952235a/tools/external_mcp_catalog.py :33
search_mcp_catalogs ntaffzii-ai-desk-tools-952235a/tools/external_mcp_catalog.py :38
summarize_mcp_repo ntaffzii-ai-desk-tools-952235a/tools/external_mcp_catalog.py :53
compare_mcp_tool_patterns ntaffzii-ai-desk-tools-952235a/tools/external_mcp_catalog.py :67
draft_local_tool_adaptation ntaffzii-ai-desk-tools-952235a/tools/external_mcp_catalog.py :83
check_figma_auth ntaffzii-ai-desk-tools-952235a/tools/figma.py :32
plan_figma_inspection ntaffzii-ai-desk-tools-952235a/tools/figma.py :37
get_figma_file_summary ntaffzii-ai-desk-tools-952235a/tools/figma.py :43
extract_design_tokens ntaffzii-ai-desk-tools-952235a/tools/figma.py :54
inspect_components ntaffzii-ai-desk-tools-952235a/tools/figma.py :65
draft_frontend_implementation_plan ntaffzii-ai-desk-tools-952235a/tools/figma.py :76
list_directory_tree ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :83
list_files ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :108
read_file ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :134
file_info ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :162
find_files_by_keyword ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :185
search_in_files ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :210
search_files ntaffzii-ai-desk-tools-952235a/tools/filesystem.py :266
list_finance_providers ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :81
plan_finance_lookup ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :94
get_market_quote ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :117
get_crypto_price ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :131
build_watchlist_summary ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :156
plan_finance_news_query ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :170
calculate_position_risk ntaffzii-ai-desk-tools-952235a/tools/finance_market.py :184
git_status ntaffzii-ai-desk-tools-952235a/tools/git.py :70
git_diff ntaffzii-ai-desk-tools-952235a/tools/git.py :76
git_log ntaffzii-ai-desk-tools-952235a/tools/git.py :86
git_show ntaffzii-ai-desk-tools-952235a/tools/git.py :95
git_branch ntaffzii-ai-desk-tools-952235a/tools/git.py :102
git_create_branch ntaffzii-ai-desk-tools-952235a/tools/git_control.py :75
git_checkout_branch ntaffzii-ai-desk-tools-952235a/tools/git_control.py :84
git_stage_files ntaffzii-ai-desk-tools-952235a/tools/git_control.py :93
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score_prompt ntaffzii-ai-desk-tools-952235a/tools/prompt_improver.py :81
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declared dependencies 13

mcp@>=1.0.0
fastmcp@>=1.0.0
requests@>=2.31.0
beautifulsoup4@>=4.12.0
ddgs@>=9.0.0
duckduckgo_search@>=6.0.0
httpx@>=0.27.0
python-dotenv@>=1.0.0
playwright@>=1.40.0
PyAutoGUI@>=0.9.54
opencv-python@>=4.8.0.0
Pillow@>=10.0.0
PyYAML@>=6.0.0