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AI agent tool reliability // full index
Categories data 210104 · knowledge 156655 · other 126993 · search 77687 · devops 70503 · finance 66233 · code 57596 · communication 53368 · productivity 50302 · files 46994 · media 45069 · security 44418 · web 44397 · retrieval 39164 · database 30332 · ml 25422 · browser 22797 · email 14806 · calendar 6636 · payments 6577 · analytics 5716 · network 2379 · blockchain 2212 · health 1998 · research 1933 · marketing 1685 · crm 1521 · memory 1352 · storage 1046 · social 997 · ecommerce 944 · advertising 920 · seo 741 · design 737 · news 725 · commerce 666 · project 548 · api 530 · system 462 · monitoring 461 · compliance 440 · project management 390 · debug 263 · content 263 · education 250 · weather 215 · automation 207 · cloud 181 · accessibility 181 · fitness 176 · observability 166 · account 164 · hardware 162 · testing 157 · workflow 155 · identity 153 · marketplace 149 · mobile 149 · integration 144 · debugging 136
Tools validate_citation eu.ansvar/egyptian-law-mcp — Validate a legal citation to prevent hallucinated references.
check_currency eu.ansvar/egyptian-law-mcp — Check if a law is still in force.
litescope_query croc100/litescope — Run a SELECT on any D1 database or local SQLite file
litescope_schema croc100/litescope — Inspect tables, columns, indexes
litescope_d1_delete croc100/litescope — Delete a D1 database (irreversible)
litescope_advise croc100/litescope — Performance analysis: missing indexes, full table scans
litescope_check croc100/litescope — Verify a backup against a reference database
litescope_diff croc100/litescope — Schema and row-count diff between any two sources
litescope_fingerprint croc100/litescope — Cluster a fleet by schema fingerprint
litescope_locks croc100/litescope — Diagnose 'database is locked' / SQLITE_BUSY (static + live)
litescope_snapshot_list croc100/litescope — List point-in-time snapshots for a local database
litescope_migrate_apply croc100/litescope — Apply a migration — same reversible contract as litescope_query_write
litescope_autopilot croc100/litescope — Self-driving optimization (ANALYZE, indexes, VACUUM) — dry-run by default
litescope_snapshot croc100/litescope — Take a point-in-time backup of a local database
litescope_restore croc100/litescope — Restore a local database from a snapshot
litescope_d1_pull croc100/litescope — Download a D1 database to a local SQLite file
litescope_d1_create croc100/litescope — Create a new D1 database
litescope_migrate_plan croc100/litescope — Generate migration SQL + blast-radius analysis
litescope_query_write croc100/litescope — Mutating SQL — dry-run by default with exact rows affected and blast-radius diff; on apply, captures an undo point and returns it as a rewin
litescope_fleet_health croc100/litescope — Triage faults across a whole fleet
litescope_rewind croc100/litescope — Restore a D1 database to a point in time (Time Travel)
litescope_write_undo croc100/litescope — Revert a write in one call using its rewind_token
litescope_migrate_diff croc100/litescope — Generate migration SQL only (no blast-radius)
litescope_d1_list croc100/litescope — List all D1 databases in the account (UUID, name, DSN)
litescope_health croc100/litescope — Check for corruption, WAL bloat, fragmentation
getLiveTeamRadio Panth1823/formula1-mcp — Get recent team radio communications with audio URLs.
getDriverInfo Panth1823/formula1-mcp — Get real-time driver information from OpenF1 (requires session context).
getLiveWeather Panth1823/formula1-mcp — Get current weather conditions.
getStreamingStatus Panth1823/formula1-mcp — Check streaming connection status and data availability.
getHistoricalSessions Panth1823/formula1-mcp — Find session keys for historical events.
getHistoricRaceResults Panth1823/formula1-mcp — Get race results for a specific historical race.
getDriverStandings Panth1823/formula1-mcp — Get driver championship standings.
getConstructorStandings Panth1823/formula1-mcp — Get constructor championship standings.
getLiveTimingData Panth1823/formula1-mcp — Get real-time lap timing data for the current/latest session.
getCurrentSessionStatus Panth1823/formula1-mcp — Get status information about the current session.
startStreaming Panth1823/formula1-mcp — Manually start the MQTT streaming connection.
stopStreaming Panth1823/formula1-mcp — Stop streaming and clear live data cache.
getLapTimes Panth1823/formula1-mcp — Get lap times for a specific driver.
getWeatherData Panth1823/formula1-mcp — Get weather data for a session.
getLiveCarData Panth1823/formula1-mcp — Get car telemetry for all drivers (speed, throttle, brake, RPM, DRS, gear).
getLivePositions Panth1823/formula1-mcp — Get current track positions and gaps.
getLiveRaceControl Panth1823/formula1-mcp — Get recent race control messages (flags, penalties, safety car).
get_member_profile aryanyeole/agentic-travel-recs — Retrieve a member's profile including loyalty tier, past bookings, and partner affiliation.
get_recommendations aryanyeole/agentic-travel-recs — Get personalized travel recommendations for a member, respecting partner-specific rules (caps, exclusions).
search_design_knowledge @ztothez/design-engineering — Search approved knowledge with deterministic BM25 ranking, source paths, excerpts, confidence, and explicit no-match output.
evaluate_corpus_benchmark @ztothez/design-engineering — Score maintained positive and negative corpus benchmarks with provenance, per-dimension scoring, recommendation MRR, and explicit abstention
handoff brenoperucchi/mcp-agent-relay — Create/dispatch an approved handoff
trace brenoperucchi/mcp-agent-relay — Inspect redacted lifecycle events for a job
changelog brenoperucchi/mcp-agent-relay — Inspect project provenance and handoff history
stream brenoperucchi/mcp-agent-relay — Read bounded stream for a job
health brenoperucchi/mcp-agent-relay — Inspect relay and worker health
dispatch brenoperucchi/mcp-agent-relay — Submit a job to a worker for execution
poll brenoperucchi/mcp-agent-relay — Retrieve job result by job_id
dispatch_wait brenoperucchi/mcp-agent-relay — Submit job and wait for result synchronously
audit brenoperucchi/mcp-agent-relay — Inspect executor/model evidence for a job
slack_edit salahuddinuqaili/agy-slack — Edit a message
slack_delete salahuddinuqaili/agy-slack — Delete a message
slack_react salahuddinuqaili/agy-slack — Add / remove emoji
slack_pins salahuddinuqaili/agy-slack — List / add / remove pins
slack_status salahuddinuqaili/agy-slack — Set or clear your status
slack_upload salahuddinuqaili/agy-slack — Small text / markdown / json files
slack_doctor salahuddinuqaili/agy-slack — Diagnose tokens, search, mode, allowlists
slack_create_channel salahuddinuqaili/agy-slack — Public or private channel
slack_whoami salahuddinuqaili/agy-slack — Identity, workspace, token kind, safety mode
slack_channels salahuddinuqaili/agy-slack — List / filter channels and DMs
slack_users salahuddinuqaili/agy-slack — Find people by name, @handle, email, id
slack_read salahuddinuqaili/agy-slack — Channel, DM, or thread as compact markdown
slack_search salahuddinuqaili/agy-slack — Workspace search (in:#eng from:@maya has:pin)
slack_unreads salahuddinuqaili/agy-slack — Catch-up across unread conversations
slack_send salahuddinuqaili/agy-slack — Post or reply — confirm-gated
set_halo_volume Seraph310/Halo PixelBar MCP — Set and verify the PixelBar speaker's independent 0-16 hardware volume.
get_halo_status Seraph310/Halo PixelBar MCP — Check whether Celia's Halo PixelBar HID control interface is connected.
get_halo_volume Seraph310/Halo PixelBar MCP — Read the PixelBar speaker's hardware volume, independent of Windows volume.
show_halo_text Seraph310/Halo PixelBar MCP — Show a short UTF-8 message on the PixelBar using a whitelisted layout.
set_halo_scene Seraph310/Halo PixelBar MCP — Switch the PixelBar screen to one of its nine built-in scenes.
set_halo_screen_color Seraph310/Halo PixelBar MCP — Set the pixel-screen theme color.
set_halo_ambient Seraph310/Halo PixelBar MCP — Set light effect, RGB color, brightness, and speed.
set_halo_ambient_power Seraph310/Halo PixelBar MCP — Switch only the ambient light on or off.
pref_sp_osasco_cert_nao_insc_consultar mcp-dir/Prefeitura SP Osasco: Certidão de Não-Inscrição — Prefeitura SP Osasco: Certidão de Não-Inscrição, consulta em fonte oficial.
rename_files juergenkoller-software/distill-mcp — Analyze file content with AI and rename with descriptive names
suggest_names juergenkoller-software/distill-mcp — Suggest new names without renaming (preview mode)
revert_rename juergenkoller-software/distill-mcp — Undo a previous rename
get_rename_history juergenkoller-software/distill-mcp — Show the rename history (timestamps, before/after, AI provider used)
watch_folder juergenkoller-software/distill-mcp — Add a folder to auto-monitoring (new files get renamed in the background)
app_status juergenkoller-software/distill-mcp — Current state, AI provider, credits left, watched folders
set_provider juergenkoller-software/distill-mcp — Switch AI provider — Claude, OpenAI GPT-4o, Gemini, Ollama (local), Apple Intelligence
get_rules juergenkoller-software/distill-mcp — Show naming rules (date format, casing, categories, custom templates)
set_rules juergenkoller-software/distill-mcp — Update naming rules
run_staged_checks siqah/Checkride — Run targeted checks on modified/staged Git files
run_tests siqah/Checkride — Run only the test suite
run_typecheck siqah/Checkride — Run type checking (tsc, mypy, cargo check, go vet)
run_lint siqah/Checkride — Run code linter (eslint, biome, ruff, clippy)
get_check_status siqah/Checkride — Retrieve status of the last check run
run_checks siqah/Checkride — Run full validation pipeline with smart SHA-256 caching (<10ms on unchanged code)
run_security_audit siqah/Checkride — Run dependency vulnerability security audits
suggest_fixes siqah/Checkride — Generate AI prompt hints for fixing test failures & TS errors
export_report siqah/Checkride — Export visual Markdown/HTML reports to .checkride/
check_git_safety siqah/Checkride — Scan files for conflict markers, leaked secrets, and debug logs
list_videos cubetribe/YouTube MCP Extended — List recent videos from your YouTube channel
generate_metadata_suggestions cubetribe/YouTube MCP Extended — Generate AI-powered title, description, and tag suggestions from transcript
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