AI agent tool reliability // full index

Categories

data 129412 · knowledge 103477 · other 82551 · devops 50464 · search 47957 · finance 46839 · code 38374 · communication 34387 · productivity 33225 · files 31284 · media 31034 · security 29994 · retrieval 23350 · database 21506 · ml 16941 · browser 14715 · web 13742 · email 9731 · payments 4937 · calendar 4261 · analytics 3788 · blockchain 1782 · network 1710 · health 1625 · marketing 1255 · crm 1093 · storage 808 · memory 804 · research 710 · social 650 · ecommerce 601 · design 576 · project 510 · commerce 479 · advertising 439 · news 422 · compliance 403 · seo 391 · api 366 · system 337 · project management 334 · monitoring 287 · education 214 · content 181 · cloud 164 · observability 137 · automation 131 · debug 119 · mobile 119 · workflow 119 · iot 108 · fitness 108 · auth 105 · account 104 · identity 103 · hardware 102 · integration 101 · marketplace 97 · cms 95 · testing 94

Tools

• search_by_type MarcelRoozekrans/LongtermMemory-MCP — Filter memories by category (general, fact, preference, conversation, task, ephemeral)
• vault_task permanu/SuperSkill — Task management (add/list/update/board)
• vault_resume permanu/SuperSkill — Resume context — recent sessions, interrupted work, next steps
• vault_stats permanu/SuperSkill — Vault content statistics
• superskill permanu/SuperSkill — Route to the best skill by task description, domain, or skill ID
• vault_skill permanu/SuperSkill — Skill catalog, collisions, resolution, generation
• vault_project_context permanu/SuperSkill — Auto-detected project context from CWD
• vault_decide permanu/SuperSkill — Log architecture decisions
• vault_learn permanu/SuperSkill — Capture and list learnings
• vault_session permanu/SuperSkill — Multi-agent session coordination
• vault_read permanu/SuperSkill — Read file or directory from vault
• vault_write permanu/SuperSkill — Write/append/prepend content
• vault_search permanu/SuperSkill — Full-text search across vault
• vault_prune permanu/SuperSkill — Archive stale content
• vault_deprecate permanu/SuperSkill — Mark items as deprecated
• vault_init permanu/SuperSkill — Generate draft context.md from a git repo
• blockwire_subscribe_prepare_tx io.github.AaronVick/echorift-mcp — Generate on-chain transaction payload for webhook subscription
• blockwire_feed io.github.AaronVick/echorift-mcp — Pull recent blockchain events via x402 endpoint
• cronsynth_schedule_create io.github.AaronVick/echorift-mcp — Create a scheduled webhook trigger with cron expression
• cronsynth_schedule_list io.github.AaronVick/echorift-mcp — List all scheduled webhook triggers
• cronsynth_schedule_delete io.github.AaronVick/echorift-mcp — Delete a scheduled webhook trigger
• switchboard_task_enqueue io.github.AaronVick/echorift-mcp — Enqueue a task to a swarm queue
• switchboard_task_claim io.github.AaronVick/echorift-mcp — Claim a task from a swarm queue
• switchboard_task_complete io.github.AaronVick/echorift-mcp — Mark a claimed task as complete
• arbiter_lock_release io.github.AaronVick/echorift-mcp — Release a distributed lock using fencing token
• arbiter_leader_get io.github.AaronVick/echorift-mcp — Get current leader for a swarm
• arbiter_election_run io.github.AaronVick/echorift-mcp — Run a leader election for a swarm
• arbiter_lock_acquire io.github.AaronVick/echorift-mcp — Acquire a distributed lock with fencing token
• users inevs/Clockodo MCP Server — Retrieves all registered users from your Clockodo instance
• {timeUntil} inevs/Clockodo MCP Server — Retrieves time entries for a specific user within a given timeframe
• projects inevs/Clockodo MCP Server — Retrieves all projects from your Clockodo instance
• token_risk_scan FoundryNet/Crypto Intel MCP — DeFi risk score 0-100 — market cap, liquidity, volatility & sentiment flags + recommendation (attested)
• defi_overview FoundryNet/Crypto Intel MCP — DeFi TVL by protocol/category (DeFiLlama)
• anomaly_scan FoundryNet/Crypto Intel MCP — Unusual volume, large moves, MA divergence (attested)
• daily_brief FoundryNet/Crypto Intel MCP — Curated daily crypto movers brief
• price_history FoundryNet/Crypto Intel MCP — Daily price/volume history for a coin
• mint_info FoundryNet/Crypto Intel MCP — FoundryNet Data Network + MINT cross-promo
• price FoundryNet/Crypto Intel MCP — Latest USD price for a coin (id or symbol)
• market_overview FoundryNet/Crypto Intel MCP — Top coins, total market cap, BTC dominance, Fear & Greed
• whale_alerts FoundryNet/Crypto Intel MCP — Volume-derived notable flows / turnover signals
• get_league_table jsvirtane/Tulospalvelu MCP — Get league table.
• get_match_score jsvirtane/Tulospalvelu MCP — Get match score.
• search_entities jsvirtane/Tulospalvelu MCP — Search Palloliitto entities such as competitions, categories, clubs, teams, players, venues, and matches.
• list_seasons jsvirtane/Tulospalvelu MCP — List available seasons.
• list_competitions jsvirtane/Tulospalvelu MCP — List competitions.
• get_competition jsvirtane/Tulospalvelu MCP — Get competition details.
• list_categories jsvirtane/Tulospalvelu MCP — List categories.
• list_matches jsvirtane/Tulospalvelu MCP — List matches.
• get_match jsvirtane/Tulospalvelu MCP — Get match details.
• list_teams jsvirtane/Tulospalvelu MCP — List teams.
• get_team jsvirtane/Tulospalvelu MCP — Get team details.
• get_player jsvirtane/Tulospalvelu MCP — Get player details.
• gog_docs_list_tabs io.github.chrischall/gogcli-mcp-docs — List all document tabs
• gog_docs_read io.github.chrischall/gogcli-mcp-docs — Read doc as plain text or raw JSON
• gog_docs_export io.github.chrischall/gogcli-mcp-docs — Export as PDF, TXT, HTML, DOCX, RTF, ODT, or EPUB
• gog_docs_append io.github.chrischall/gogcli-mcp-docs — Append text or markdown to the end of a doc
• gog_docs_copy io.github.chrischall/gogcli-mcp-docs — Copy a document
• gog_docs_edit io.github.chrischall/gogcli-mcp-docs — Find and replace with case-sensitivity control
• gog_docs_format io.github.chrischall/gogcli-mcp-docs — Apply character / paragraph formatting (bold, color, alignment, …)
• gog_docs_insert io.github.chrischall/gogcli-mcp-docs — Insert text at a specific position
• gog_docs_sed io.github.chrischall/gogcli-mcp-docs — Stream-edit with sed-like regex expressions
• gog_docs_trash io.github.chrischall/gogcli-mcp-docs — Move a doc to Drive trash
• gog_docs_update io.github.chrischall/gogcli-mcp-docs — Update document content at a specific position
• gog_docs_comments_list io.github.chrischall/gogcli-mcp-docs — List comments (open or resolved), optionally with each comment's tab and index ranges
• gog_docs_comments_get io.github.chrischall/gogcli-mcp-docs — Get a comment with its replies
• gog_docs_comments_add io.github.chrischall/gogcli-mcp-docs — Add a comment with optional quoted text
• gog_docs_comments_reply io.github.chrischall/gogcli-mcp-docs — Reply to a comment
• gog_docs_comments_resolve io.github.chrischall/gogcli-mcp-docs — Resolve a comment
• gog_docs_delete io.github.chrischall/gogcli-mcp-docs — Delete content by character index range
• gog_docs_comments_delete io.github.chrischall/gogcli-mcp-docs — Delete a comment
• get_weather mcp-weather-crj6666 — Query current weather for a city via wttr.in
• discover_web dunkeln/Bright MCP — Discover a ranked shortlist of sources for a goal-constrained query.
• read_web dunkeln/Bright MCP — Read readable page evidence from known URLs, optionally as exact source HTML.
• research_web dunkeln/Bright MCP — Perform research to produce sourced structured records.
• extract_web dunkeln/Bright MCP — Extract temporary named fields from known URLs.
• find_datasets dunkeln/Bright MCP — Find maintained vertical datasets from the Marketplace.
• search_web dunkeln/Bright MCP — Search the web for compact links and summaries when sources are unknown.
• run_dataset dunkeln/Bright MCP — Run a maintained dataset to get typed records.
• probe_batch zyc1419456542/langmuir-probe-mcp — Batch preprocess multiple IV curves.
• probe_eepf zyc1419456542/langmuir-probe-mcp — Extract EEPF, Vf, Vp, Te, Ne from IV curve.
• probe_fit_bimaxwell zyc1419456542/langmuir-probe-mcp — Fit bi-Maxwellian distribution to EEPF (Yip 2020).
• probe_similarity zyc1419456542/langmuir-probe-mcp — Compute alpha similarity parameter (Lafleur 2025).
• probe_predict_mode zyc1419456542/langmuir-probe-mcp — Predict mode probability (88.9% accuracy).
• probe_detect_modes zyc1419456542/langmuir-probe-mcp — Classify IV curve into MODE_A, MODE_B, or MODE_C.
• probe_detect_upturn zyc1419456542/langmuir-probe-mcp — Detect end-upturn in IV curve.
• probe_detect_comb_teeth zyc1419456542/langmuir-probe-mcp — Detect comb-teeth pattern in IV curve.
• probe_anode_detect zyc1419456542/langmuir-probe-mcp — Detect current jumps indicative of anode effects.
• probe_gate zyc1419456542/langmuir-probe-mcp — Apply numerical/consistency quality gate to IV curve.
• probe_stratify zyc1419456542/langmuir-probe-mcp — Perform stratified analysis (Simpson).
• probe_spectrum zyc1419456542/langmuir-probe-mcp — Compute FFT spectrum of IV curve.
• probe_detect_steps zyc1419456542/langmuir-probe-mcp — Detect dI/dV staircase steps in IV curve.
• probe_gate_multi_ai zyc1419456542/langmuir-probe-mcp — Apply multi-AI audit quality gate.
• probe_visual_qa zyc1419456542/langmuir-probe-mcp — Perform visual quality assurance using VL model.
• probe_compare zyc1419456542/langmuir-probe-mcp — Compare IV curves across configurations.
• probe_plot zyc1419456542/langmuir-probe-mcp — Plot IV and dI/dV curves.
• probe_plot_extended zyc1419456542/langmuir-probe-mcp — Plot extended diagnostics: EEPF, OML check, Log(I)-V, bi-Maxwell.
• probe_analyze zyc1419456542/langmuir-probe-mcp — Preprocess a single Langmuir probe IV curve (Gaussian smooth, CSV parse, probe area).
• probe_info zyc1419456542/langmuir-probe-mcp — Return reference formulas, ranges, thresholds, and bibliography.
• get_document mrliuzhiyu/textview-mcp — Retrieve a document by ID
• save_document mrliuzhiyu/textview-mcp — Save a new document to TextView

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