AI agent tool reliability // full index

Tools

run_code sompongm77/csharp-runner — Executes C# code in an isolated Docker container and returns output.
analyze GregorySahu/flameox — Analyze an explicit artifact path and return bounded evidence inline.
inspect_evidence GregorySahu/flameox — Return redacted metadata and replay sources for preserved evidence.
capture GregorySahu/flameox — Capture evidence from a typed target and provider with explicit argv and working directory.
generate_page baronsilver/symbols-mcp-server — Generate a Symbols/DOMQL v3 page with routing support
search_symbols_docs baronsilver/symbols-mcp-server — Search the Symbols documentation knowledge base for relevant information
review_symbols_code baronsilver/symbols-mcp-server — Review Symbols/DOMQL code for correctness, best practices, and v3 compliance
generate_project baronsilver/symbols-mcp-server — Generate a complete multi-file Symbols/DOMQL v3 project structure
convert_to_symbols baronsilver/symbols-mcp-server — Convert React, Angular, Vue, or HTML code to Symbols/DOMQL v3 format
create_design_system baronsilver/symbols-mcp-server — Generate Symbols design system files (colors, spacing, typography, theme, icons)
generate_component baronsilver/symbols-mcp-server — Generate a Symbols/DOMQL v3 component from a natural-language description
explain_symbols_concept baronsilver/symbols-mcp-server — Explain a Symbols/DOMQL concept with examples (state, routing, events, design tokens, etc.)
cross_system_impact msilvestri66325/deep-code-reasoning-mcp — Analyze impacts across service boundaries.
performance_bottleneck msilvestri66325/deep-code-reasoning-mcp — Deep performance analysis beyond simple profiling.
hypothesis_test msilvestri66325/deep-code-reasoning-mcp — Test specific theories about code behavior.
finalize_conversation msilvestri66325/deep-code-reasoning-mcp — Completes the conversation and generates structured analysis results.
get_conversation_status msilvestri66325/deep-code-reasoning-mcp — Checks the status and progress of an ongoing conversation.
escalate_analysis msilvestri66325/deep-code-reasoning-mcp — Main tool for handing off complex analysis from Claude Code to Gemini.
start_conversation msilvestri66325/deep-code-reasoning-mcp — Initiates a conversational analysis session between Claude and Gemini.
continue_conversation msilvestri66325/deep-code-reasoning-mcp — Continues an active conversation with Claude's response or follow-up question.
trace_execution_path msilvestri66325/deep-code-reasoning-mcp — Deep execution analysis with Gemini's semantic understanding.
read_website rangel43544/mcp-read-website-fast — Fetches a webpage and converts it to clean markdown
quick_gift LEEHEEWON123/Gift Finder MCP Server — 네이버 쇼핑 검색 API로 선물 상품을 추천합니다.
find_gift_pickup LEEHEEWON123/Gift Finder MCP Server — 받는 사람 집 주소 기준으로 카카오 로컬 API로 픽업 매장을 찾습니다.
korea_seaparting_index sean-park-funda/korea-ocean-mcp — 바다갈라짐 — 길이 열리는 시각
korea_fishing_index sean-park-funda/korea-ocean-mcp — 낚시 지수 — 대상어종·물때·파고·수온 (갯바위/선상)
korea_tide_stations sean-park-funda/korea-ocean-mcp — 조위 관측소 목록
korea_tide_times sean-park-funda/korea-ocean-mcp — 고조(만조)·저조(간조) 시각과 조위 — 전국 42개 관측소
korea_mudflat_index sean-park-funda/korea-ocean-mcp — 갯벌 체험 — 들어갈 수 있는 시작·종료 시각
korea_beach_index sean-park-funda/korea-ocean-mcp — 해수욕장 — 수온·파고·기온, 개장/폐장
korea_scuba_index sean-park-funda/korea-ocean-mcp — 스킨스쿠버 — 수온·파고·조류속도·물때
korea_surfing_index sean-park-funda/korea-ocean-mcp — 서핑 — 파고·주기·바람, 권장 실력등급
generate_llms_manifest ralphtorres736-eng/The Agentic SEO Engine — Given a portfolio URL, ingests the page, synthesizes creative disciplines and structure using Gemini, and returns a validated llms.txt manif
add_track flujo-app/MCP Audio Studio — Add a track
update_track flujo-app/MCP Audio Studio — Update a track
remove_track flujo-app/MCP Audio Studio — Remove a track
set_steps flujo-app/MCP Audio Studio — Set steps in the channel rack
add_audio_clip flujo-app/MCP Audio Studio — Add an audio clip
update_audio_clip flujo-app/MCP Audio Studio — Update an audio clip
remove_audio_clip flujo-app/MCP Audio Studio — Remove an audio clip
set_project flujo-app/MCP Audio Studio — Set the project
import_project flujo-app/MCP Audio Studio — Import a project
new_project flujo-app/MCP Audio Studio — Create a new project
remove_plugin flujo-app/MCP Audio Studio — Remove a plugin
upsert_automation flujo-app/MCP Audio Studio — Insert or update automation
update_plugin flujo-app/MCP Audio Studio — Update a plugin
add_plugin flujo-app/MCP Audio Studio — Add a plugin
export_project flujo-app/MCP Audio Studio — Export the project
set_transport flujo-app/MCP Audio Studio — Set transport controls
remove_automation flujo-app/MCP Audio Studio — Remove automation
render_audio flujo-app/MCP Audio Studio — Render audio offline
get_render flujo-app/MCP Audio Studio — Get a rendered audio result
studio_ui flujo-app/MCP Audio Studio — Render the studio UI
set_mixer flujo-app/MCP Audio Studio — Set mixer settings
set_equalizer flujo-app/MCP Audio Studio — Set equalizer settings
add_effect flujo-app/MCP Audio Studio — Add an effect
update_effect flujo-app/MCP Audio Studio — Update an effect
remove_effect flujo-app/MCP Audio Studio — Remove an effect
get_project flujo-app/MCP Audio Studio — Get the current project
add_memory Singh4167/mem0-mcp-selfhosted — Store text or conversation history as memories.
search_memories Singh4167/mem0-mcp-selfhosted — Semantic search with optional filters, threshold, rerank, enable_graph.
get_memories Singh4167/mem0-mcp-selfhosted — List/filter memories (non-search). Supports limit and scope filters.
get_memory Singh4167/mem0-mcp-selfhosted — Fetch a single memory by UUID.
update_memory Singh4167/mem0-mcp-selfhosted — Replace memory text. Re-embeds and re-indexes in Qdrant.
delete_memory Singh4167/mem0-mcp-selfhosted — Delete a single memory by UUID.
delete_all_memories Singh4167/mem0-mcp-selfhosted — Bulk-delete all memories in a scope.
list_entities Singh4167/mem0-mcp-selfhosted — List users/agents/runs with memory counts using Qdrant Facet API.
delete_entities Singh4167/mem0-mcp-selfhosted — Cascade-delete an entity and all its memories.
search_graph Singh4167/mem0-mcp-selfhosted — Search Neo4j entities by name substring. Returns entities + outgoing relationships.
get_entity Singh4167/mem0-mcp-selfhosted — Get all relationships for an entity (bidirectional: incoming + outgoing).
get_docs sana0200/python-mcp-server-client — Search latest docs for a query and library. Supports langchain, llama-index, autogen, agno, openai-agents-sdk, mcp-doc, camel-ai, crew-ai.
get_model_info gogogadgetbytes/Smart Connections MCP Server — Get embedding model configuration
search_by_text gogogadgetbytes/Smart Connections MCP Server — Search using freeform text (computes embedding locally)
search_similar gogogadgetbytes/Smart Connections MCP Server — Find notes semantically similar to a given note
search_by_embedding gogogadgetbytes/Smart Connections MCP Server — Search using a raw embedding vector
get_note gogogadgetbytes/Smart Connections MCP Server — Get content of a specific note (path validated)
list_indexed gogogadgetbytes/Smart Connections MCP Server — List all indexed notes
track_session JMRMEDEV/amazon-q-history-mcp-server — Initialize or resume session tracking for current directory
init_presession JMRMEDEV/amazon-q-history-mcp-server — Initialize presession mode for browsing sessions without creating one
log_prompt JMRMEDEV/amazon-q-history-mcp-server — Log user prompt and extract goals/requirements
log_action JMRMEDEV/amazon-q-history-mcp-server — Log Q agent action and progress
get_session_history JMRMEDEV/amazon-q-history-mcp-server — Retrieve session history and current context
check_progress JMRMEDEV/amazon-q-history-mcp-server — Check progress against success criteria
close_session JMRMEDEV/amazon-q-history-mcp-server — Gracefully close the current session
clear_session_history JMRMEDEV/amazon-q-history-mcp-server — Clear session history with confirmation
init_project_storage JMRMEDEV/amazon-q-history-mcp-server — Initialize project-based storage (stores history in .amazon-q-history/)
restore_backup JMRMEDEV/amazon-q-history-mcp-server — Restore session data from /tmp backup
restore_latest JMRMEDEV/amazon-q-history-mcp-server — Automatically restore the most recent session
list_sessions JMRMEDEV/amazon-q-history-mcp-server — List all available sessions (active and backup)
switch_session JMRMEDEV/amazon-q-history-mcp-server — Switch to a different active session
log_git_commits JMRMEDEV/amazon-q-history-mcp-server — Import git commit history into session worklog (optional)
process_hook JMRMEDEV/amazon-q-history-mcp-server — Process Q CLI hook events (preToolUse, postToolUse, stop)
mark_criteria_complete JMRMEDEV/amazon-q-history-mcp-server — Manually mark success criteria as complete
get_recent_context JMRMEDEV/amazon-q-history-mcp-server — Get recent prompts and actions for context (avoids overflow with large sessions)
groq_fast_chat Bhanu-teja-VCE/mcp-server-groq — Ultra-fast LLM completion using llama-3.3-70b-versatile.
groq_summarize_code Bhanu-teja-VCE/mcp-server-groq — Instant code analysis, architectural breakdown, and bug checking.
phpinsights_run salahmyn/PHP Insights MCP Server — Runs comprehensive PHP code analysis and returns detailed results.
phpinsights_summary salahmyn/PHP Insights MCP Server — Generates human-readable summaries perfect for AI conversations.
phpinsights_fix salahmyn/PHP Insights MCP Server — Applies automated fixes to common code quality issues.
describe_procedure Turing1A/mcp_sql_server

AI agent tool reliability // full index

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