AI agent tool reliability // full index

Tools

chain_compare_regions nagyeop/Korean Stats MCP — 최대 17개 지역 × 8개 지표를 비교 매트릭스로 만들고 순위를 매깁니다.
get_table_info nagyeop/Korean Stats MCP — 통계표의 메타데이터(분류, 항목, 주기)를 제공합니다.
get_statistics_data nagyeop/Korean Stats MCP — 특정 통계표의 데이터를 조회합니다. 지역명과 항목명을 자동 매칭합니다.
compare_statistics nagyeop/Korean Stats MCP — 시점별·항목별로 통계를 정밀 비교합니다.
analyze_time_series nagyeop/Korean Stats MCP — 상세 시계열 분석을 제공합니다. CAGR, 표준편차, 추세선을 포함합니다.
fetch_kosis_excel nagyeop/Korean Stats MCP — KOSIS 파일통계표(.xlsx)를 다운로드하고 파싱합니다. OpenAPI 미지원 표를 커버합니다.
sefaz_sp_nfe_consultar mcp-dir/SEFAZ SP: NFE — SEFAZ SP: NFE, consulta em fonte oficial.
generate_design notyetbhai/claude-design-studio — Generates a complete web design based on a prompt, including layout, styling, and content, using the AI engine.
plan_project notyetbhai/claude-design-studio — Creates a step-by-step project plan including tech stack, design tokens, schemas, and routes for a given project idea.
get_dashboard_metrics notyetbhai/claude-design-studio — Retrieves real-time system metrics such as tokens per second, latency, and cluster status.
list_components notyetbhai/claude-design-studio — Lists available UI components from the gallery with their code snippets.
get_component_code notyetbhai/claude-design-studio — Returns the React JSX and Tailwind CSS code for a specific component.
gsc_get_site_info alexanderdross/GSC-MCP — Gibt Informationen zu einer bestimmten Website zurück
gsc_get_sync_status alexanderdross/GSC-MCP — Zeigt den Synchronisationsstatus einer Site an (letzter Sync, Datenlücke, Fortschritt).
gsc_detect_anomalies alexanderdross/GSC-MCP — Erkennt saisonbereinigte Anomalien in den Suchdaten (z.B. plötzliche Klickabfälle oder -anstiege).
gsc_get_ctr_curve alexanderdross/GSC-MCP — Berechnet die site-eigene CTR-Kurve (isotonische Regression) basierend auf durchschnittlicher Position und CTR.
gsc_query_search_analytics alexanderdross/GSC-MCP — Ruft Suchanalytik-Daten aus der Google Search Console ab, basierend auf vollständigem Datenexport statt API-Limitierung.
gsc_get_site_performance_summary alexanderdross/GSC-MCP — Gibt eine Zusammenfassung der Performance einer Site (Klicks, Impressions, CTR, Position) über einen Zeitraum.
gsc_get_top_queries alexanderdross/GSC-MCP — Ruft die Top-Suchanfragen (nach Klicks) für eine Site ab.
gsc_get_top_pages alexanderdross/GSC-MCP — Ruft die Top-Seiten (nach Klicks) für eine Site ab.
gsc_analyze_change_attribution alexanderdross/GSC-MCP — Führt eine Change-Attribution-Analyse durch, um Veränderungen in Klicks oder Impressions auf Faktoren wie Sichtbarkeitsänderungen oder CTR-Ä
gsc_detect_cannibalization alexanderdross/GSC-MCP — Erkennt Keyword-Kannibalisierung über Zeitreihen hinweg (mehrere Seiten ranken für dasselbe Keyword).
gsc_trigger_sync alexanderdross/GSC-MCP — Löst eine manuelle Synchronisation für eine Site aus (Backfill oder Delta-Sync).
gsc_list_available_dates alexanderdross/GSC-MCP — Listet alle verfügbaren Daten (mit vollständigen Daten) für eine Site auf.
gsc_list_sites alexanderdross/GSC-MCP — Listet alle in der Google Search Console registrierten Sites/Properties auf.
gsc_query alexanderdross/GSC-MCP — Führt eine Search-Consult-Abfrage durch und gibt die Ergebnisse zurück
gsc_analyze alexanderdross/GSC-MCP — Führt eine Analyse der Search-Consult-Daten durch (z.B. Change-Attribution, Anomalie-Erkennung)
info io.github.mrfentmen/deps-dev-mcp — Data for one package.
sefaz_sp_nfce_consultar mcp-dir/sefaz_sp_nfce-mcp — SEFAZ SP: NFC-e, consulta em fonte oficial.
execute io.github.matlab/matlab-mcp-server — Write and run MATLAB code
get_workspace io.github.matlab/matlab-mcp-server — Get the current MATLAB workspace variables
get_figure io.github.matlab/matlab-mcp-server — Get the current MATLAB figure as an image
assess_code io.github.matlab/matlab-mcp-server — Assess MATLAB code for style and correctness
start_matlab io.github.matlab/matlab-mcp-server — Start a MATLAB session
quit_matlab io.github.matlab/matlab-mcp-server — Quit the current MATLAB session
optimized_read_file io.github.shivam-app-developers/ai-optimizer — Framework-aware file read with optional line slicing.
optimized_list_files io.github.shivam-app-developers/ai-optimizer — List files in a directory, respecting ignore globs and .gitignore.
optimized_grep io.github.shivam-app-developers/ai-optimizer — Search file contents with ignore filters, capped at 100 matches, skipping files >2 MB.
optimized_diagnostics io.github.shivam-app-developers/ai-optimizer — Run LSP diagnostics on a file and return errors with narrow code windows.
strip_bash_noise io.github.shivam-app-developers/ai-optimizer — Strip ANSI codes, progress lines, and other noise from shell output.
optimizer_status io.github.shivam-app-developers/ai-optimizer — Show detected frameworks, active packs, gitignore/LSP status, and cumulative tokens saved.
get_frontpage_posts AshC2004/Reddit MCP Server — Get hot posts from Reddit's frontpage
get_subreddit_info AshC2004/Reddit MCP Server — Get information about a subreddit
get_subreddit_top_posts AshC2004/Reddit MCP Server — Get top posts from a subreddit (filtered by time period)
get_subreddit_rising_posts AshC2004/Reddit MCP Server — Get rising posts from a subreddit
get_post_content AshC2004/Reddit MCP Server — Get detailed content of a specific post with comments
get_subreddit_hot_posts AshC2004/Reddit MCP Server — Get hot posts from a specific subreddit
get_subreddit_new_posts AshC2004/Reddit MCP Server — Get newest posts from a subreddit
get_post_comments AshC2004/Reddit MCP Server — Get comments from a post
listAgents yhyu13/CrossAgentMCP — List all registered agents in the pool
register yhyu13/CrossAgentMCP — Register an agent into the shared pool
joinSession yhyu13/CrossAgentMCP — Add an agent to an existing session
activitySince yhyu13/CrossAgentMCP — Get activity log entries since a given sequence number for a session
createSession yhyu13/CrossAgentMCP — Create a multi-agent session with a shared goal
postActivity yhyu13/CrossAgentMCP — Post an activity entry to a session's log
critiquePost yhyu13/CrossAgentMCP — Post a critique targeting another agent's work in a session
critiqueResolve yhyu13/CrossAgentMCP — Resolve a critique thread (only the target agent can resolve)
declareSatisfaction yhyu13/CrossAgentMCP — Declare that an agent is satisfied with the session's progress
getSessionStatus yhyu13/CrossAgentMCP — Get the current status of a session
markFailed yhyu13/CrossAgentMCP — Mark a session as failed (requires orchestrator token)
search io.github.mrfentmen/dailymed-mcp — Search drug labels.
spl io.github.mrfentmen/dailymed-mcp — One label by set ID.
search io.github.mrfentmen/data-gouv-mcp — Search datasets on data.gouv.fr
chrome_start_managed_session KiritoBloom/WinKit — Spawns a WinKit-owned Chrome with a throwaway profile and a loopback-only DevTools endpoint.
chrome_stop_managed_session KiritoBloom/WinKit — Closes the managed browser session and removes the profile.
chrome_get_page_summary KiritoBloom/WinKit — Get a summary of the current page in the managed browser session.
chrome_capture_screenshot KiritoBloom/WinKit — Capture a screenshot of the current page in the managed browser session.
system_diagnose KiritoBloom/WinKit — Comprehensive system health diagnostic with ranked findings and confidence levels.
system_health KiritoBloom/WinKit — Machine-wide health: scored issues ranked by severity.
diagnose_workspace KiritoBloom/WinKit — Diagnoses issues in the current workspace (e.g., build failures, resource issues).
diagnose_local_webapp KiritoBloom/WinKit — Diagnoses issues with a local web application (e.g., port conflicts, connectivity).
chrome_diagnose_tab KiritoBloom/WinKit — One report per tab: CPU, memory, heap growth, network, runtime errors, and possible causes ranked by score.
crash_history KiritoBloom/WinKit — Analyzes crash history including BSODs, application crashes, and unexpected shutdowns.
chrome_tab_trend KiritoBloom/WinKit — A 10-second sampled trend of heap and RSS, showing sustained growth rather than a snapshot guess.
list_dev_servers KiritoBloom/WinKit — List development servers running on the machine.
wait_for_* KiritoBloom/WinKit — Bounded wait for a condition to be met.
correlate_recent_failures KiritoBloom/WinKit — Correlate recent failures across system dimensions.
system_health_trend KiritoBloom/WinKit — Trend of system health over time.
shutdown_analysis KiritoBloom/WinKit — Analyzes shutdown events to determine cause (power loss, unexpected, clean).
job_log ckuzmick/cluster-tools MCP Server — Tail the batch log of a job.
fetch_artifacts ckuzmick/cluster-tools MCP Server — Download output artifacts (out.mph, batch.log) for a job.
cancel_job ckuzmick/cluster-tools MCP Server — Cancel a running or queued job.
run_code ckuzmick/cluster-tools MCP Server — Run a COMSOL batch job from generated Java code (full COMSOL API).
run_model ckuzmick/cluster-tools MCP Server — Run a COMSOL batch job from a .mph model file.
job_status ckuzmick/cluster-tools MCP Server — Get status of a submitted job or all jobs.
wait_for_job ckuzmick/cluster-tools MCP Server — Wait for a job to complete and return its status.
lab_fairshare ckuzmick/cluster-tools MCP Server — Get cluster fairshare and health status for the lab.
create_share_link wanjau2/Immich MCP Server — Public link to specific assets — off by default
server_info wanjau2/Immich MCP Server — Immich version and enabled features
search wanjau2/Immich MCP Server — CLIP semantic search over image content
fetch wanjau2/Immich MCP Server — Full EXIF for one asset by UUID
get_image_link wanjau2/Immich MCP Server — A signed, expiring URL to one image — for clients that can't
get_image wanjau2/Immich MCP Server — The actual image, inline — for clients that can see pictures
search_by_metadata wanjau2/Immich MCP Server — Filter by date, place, camera, person, favorite
list_albums wanjau2/Immich MCP Server — All albums with counts
get_album wanjau2/Immich MCP Server — One album's details and contents
list_people wanjau2/Immich MCP Server — Recognized faces, with IDs for filtering
library_stats wanjau2/Immich MCP Server — Photo/video counts and disk usage
run_workflow io.github.shofer-dev/slang-workflows — Execute a .slang workflow file with enforced output contracts and static analysis.
validate_workflow io.github.shofer-dev/slang-workflows — Validate a .slang workflow file for correctness without executing it.

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