AI agent tool reliability // full index
Categories
knowledge 10476 · data 10107 · other 6473 · finance 6050 · search 4662 · communication 2751 · security 2496 · devops 2368 · productivity 2142 · ml 2140 · code 2126 · media 1598 · web 1508 · retrieval 1490 · files 1412 · database 1145 · payments 519 · browser 478 · email 352 · analytics 293 · blockchain 282 · calendar 228 · research 212 · marketing 152 · ecommerce 101 · compliance 88 · crm 75 · memory 63 · health 51 · news 49 · seo 46 · advertising 38 · project management 35 · social 35 · network 34 · monitoring 28 · storage 26 · api 24 · commerce 19 · defi 18 · design 18 · cms 17 · automation 14 · identity 14 · subscriptions 12 · mobile 11 · subscription 10 · sales 10 · hr 10 · marketplace 9 · education 8 · discovery 8 · events 8 · billing 7 · qa 7 · weather 7 · observability 7 · cloud 7 · hardware 6 · testing 6
Tools
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_list_tables List tables in a database
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_query Query data from a table
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_insert Insert data into a table
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_update Update data in a table
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_drop_table Drop a table
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_create_session Create an Extended Events session with filters (not started)
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_quick_capture Create and start a session in one step
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_get_connection_info List databases, applications, logins, sessions, and blocking info
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_describe_table Describe schema of a table
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_start_session Start capturing events for an existing session
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_stop_session Stop capturing; events are retained
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_drop_session Drop session and discard all events
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_list_sessions List all MCP-created sessions with state and buffer usage
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_get_events Retrieve captured events with filtering, sorting, and deduplication
- mcp-registry/io.github.tkmawarire/sql-sentinel/sqlsentinel_get_stats Aggregate statistics grouped by fingerprint, database, app, or login
- glama/grexlin85/notnessie-mcp-server/notnessie_get_project_context Compact, task-aware context pack for the current repo
- glama/grexlin85/notnessie-mcp-server/notnessie_search_memory Hybrid keyword + semantic search across stored memory
- glama/grexlin85/notnessie-mcp-server/notnessie_save_decision Record an architectural or implementation decision
- glama/grexlin85/notnessie-mcp-server/notnessie_save_preference Record a coding preference
- glama/grexlin85/notnessie-mcp-server/notnessie_save_constraint Record a hard rule, with a severity
- glama/grexlin85/notnessie-mcp-server/notnessie_save_task_summary Record a post-task summary (files changed, commands run, TODOs)
- glama/grexlin85/notnessie-mcp-server/notnessie_get_open_questions List unresolved questions worth surfacing
- glama/grexlin85/notnessie-mcp-server/notnessie_get_verified_commands List commands previously verified here
- glama/grexlin85/notnessie-mcp-server/notnessie_save_verified_command Record a command confirmed to work in this repo
- mcp-registry/io.github.shinpr/mcp-image/generate_image Generate an image from a text prompt with automatic prompt optimization and smart defaults.
- mcp-registry/io.github.shinpr/mcp-image/edit_image Edit an existing image using natural language instructions (image-to-image).
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_search_molecules Find compounds by name / ChEMBL ID / InChIKey, or run a structure search (exact | similarity | substructure) from a SMILES.
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_get_bioactivities The flagship compound↔target bridge: bioactivity measurements for a molecule or a target, ranked on pchembl_value. Large sets spill to a can
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_search_targets Resolve a protein / gene symbol / UniProt accession to the ChEMBL target ID chembl_get_bioactivities needs.
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_get_drug_info Drug pharmacology — mechanism(s) of action, molecular target(s), action type, first-approval year, and clinical indications.
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_get_assay Assay provenance behind a bioactivity row — type, target, organism, and ChEMBL's 1–9 confidence score.
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_dataframe_query Run a read-only SQL SELECT over the bioactivity rows spilled to a canvas — rank, group, dedupe, aggregate across the full set.
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_dataframe_describe List the tables and columns staged on a canvas, so you can write correct SQL before querying.
- mcp-registry/io.github.cyanheads/chembl-mcp-server/chembl_dataframe_drop Drop a named staged table from a canvas. Opt-in via CHEMBL_DATAFRAME_DROP_ENABLED=true.
- glama/prafulsapkota/docling-granite-mcp-server/convert_pdf Converts a base64-encoded PDF to Markdown with Granite image descriptions.
- glama/xleepy/android-devtools-mcp/android_list_devices List ready, offline, and unauthorized ADB devices
- glama/xleepy/android-devtools-mcp/android_take_snapshot Return a compact semantic UI hierarchy
- glama/xleepy/android-devtools-mcp/android_take_screenshot Return the current display as PNG
- glama/xleepy/android-devtools-mcp/android_get_app_state Inspect foreground activity, process, and display state
- glama/xleepy/android-devtools-mcp/android_tap Tap coordinates or a revalidated snapshot node
- glama/xleepy/android-devtools-mcp/android_type_text Clear and type into the focused field
- glama/xleepy/android-devtools-mcp/android_swipe Perform a coordinate-based swipe
- glama/xleepy/android-devtools-mcp/android_press_key Send Android key events
- glama/xleepy/android-devtools-mcp/android_get_logs Return bounded logcat lines for an app's current PIDs
- glama/xleepy/android-devtools-mcp/android_wait_for Wait for a selector and semantic state
- glama/mattheinrichs/target-cart-mcp/search_products Search Target products by keyword, category, price range, or sort order
- glama/mattheinrichs/target-cart-mcp/get_product Get detailed product info (price, description, availability) by URL or TCIN
- glama/mattheinrichs/target-cart-mcp/check_store_availability Check in-store availability for a TCIN at a given zip code
- glama/mattheinrichs/target-cart-mcp/create_share_a_cart_link Build a Shopping Cart Share link from a list of TCINs — returns a shoppingcartshare.com/shared/cart/XXXXX URL
- glama/praveen-radakirouchenane/remote-mcp-fastapi/top_headlines Get top headlines for a category such as general, business, technology, health, and more.
- glama/praveen-radakirouchenane/remote-mcp-fastapi/get_emails Return mocked email data.
- glama/praveen-radakirouchenane/remote-mcp-fastapi/write_email Simulate sending an email.
- glama/praveen-radakirouchenane/remote-mcp-fastapi/search_news Search news articles with filters such as language, country, keywords, date range, and sorting.
- glama/royola1108/disco-engine/disco.start 开始新游戏或跳转到指定场景
- glama/royola1108/disco-engine/disco.play 主循环:auto-advance 穿过无选项节点,到决策点停下。传 choices:[N] 做一个选择后继续
- glama/royola1108/disco-engine/disco.status 当前状态快照(场景/金钱/队伍/任务/技能)
- glama/royola1108/disco-engine/disco.history 最近游戏轨迹
- glama/royola1108/disco-engine/disco.save 存档
- glama/royola1108/disco-engine/disco.load 读档
- glama/royola1108/disco-engine/disco.saves 列出所有存档
- glama/royola1108/disco-engine/disco.scenes 列出/搜索场景
- mcp-registry/io.github.tlennon-ie/neurodock-mcp-guardrail/check_rumination Detects rumination loops using word-overlap Jaccard heuristic.
- mcp-registry/io.github.tlennon-ie/neurodock-mcp-guardrail/check_hyperfocus Detects unregulated hyperfocus using elapsed-threshold-with-end-of-day heuristic.
- mcp-registry/io.github.tlennon-ie/neurodock-mcp-guardrail/check_sycophancy Detects sycophancy/over-validation using four-pattern overlap heuristic.
- glama/jyshangguan/galaxy_classification_mcp/classify_galaxy Classifies a galaxy image by Hubble-sequence morphological type (spiral, elliptical, irregular …) and returns key visual features plus a con
- glama/jyshangguan/galaxy_classification_mcp/describe_galaxy Lets you ask any custom astronomy question about a galaxy image.
- glama/myst3k/wasabi-wacm-connect-mcp/list_control_accounts List all Control Accounts with storage allocation and sub-account counts
- glama/myst3k/wasabi-wacm-connect-mcp/get_control_account Get a specific Control Account by ID
- glama/myst3k/wasabi-wacm-connect-mcp/list_control_account_usages List aggregated usage for Control Accounts
- npm/-h4shed/skill-project-manager/plan-project Plan projects with milestones, dependencies, and delivery phases.
- mcp-registry/io.github.verivus-oss/sqry/sqry_query Execute a structured query over the indexed code graph.
- mcp-registry/io.github.verivus-oss/sqry/sqry_index Index a directory for semantic search.
- mcp-registry/io.github.verivus-oss/sqry/sqry_plan_query Show the query plan for a given query string.
- mcp-registry/io.github.verivus-oss/sqry/sqry_visualize Generate a visualization (e.g., Mermaid) of a graph query.
- mcp-registry/io.github.verivus-oss/sqry/sqry_graph Run a graph analysis command (e.g., direct-callers, trace-path).
- glama/drivenbymyai-max/mcp-sputnikx-market/query_customs Latvia customs: classifications, trends, top commodities, country analysis, tariff lookup, seasonal patterns
- glama/drivenbymyai-max/mcp-sputnikx-market/salary_ai_risk AI automation exposure scores (ISCO + NACE, OECD 2023)
- glama/drivenbymyai-max/mcp-sputnikx-market/fusion_query Universal query across Trade + Customs + Salary + Macro
- glama/drivenbymyai-max/mcp-sputnikx-market/fusion_country_profile Country economic profile (trade + salary + macro)
- glama/drivenbymyai-max/mcp-sputnikx-market/fusion_deep_analysis LLM-powered cross-source synthesis
- glama/drivenbymyai-max/mcp-sputnikx-market/check_availability Stock by warehouse location
- glama/drivenbymyai-max/mcp-sputnikx-market/calculator Heating fuel calculator (kW, insulation, climate)
- glama/drivenbymyai-max/mcp-sputnikx-market/place_order Order with idempotency key (max EUR 50,000)
- glama/drivenbymyai-max/mcp-sputnikx-market/order_status Track order by ID
- glama/drivenbymyai-max/mcp-sputnikx-market/soul_profile Agent trust score + 7D behavioral DNA
- glama/drivenbymyai-max/mcp-sputnikx-market/soul_leaderboard Agent trust rankings
- glama/drivenbymyai-max/mcp-sputnikx-market/soul_bounties Bounty marketplace (USDC rewards)
- glama/drivenbymyai-max/mcp-sputnikx-market/list_skills CRM agent skills (oracle, spider, strategist)
- glama/drivenbymyai-max/mcp-sputnikx-market/run_skill CRM agent skills (oracle, spider, strategist)
- glama/drivenbymyai-max/mcp-sputnikx-market/query_trade 9 query types: overview, countries, timeline, top_partners, top_products, balance, wood_products, heatmap, product_detail
- glama/drivenbymyai-max/mcp-sputnikx-market/salary_overview EU salary DB metadata and coverage
- glama/drivenbymyai-max/mcp-sputnikx-market/salary_lv_wages Latvia wages by year, NACE sector, region, gender
- glama/drivenbymyai-max/mcp-sputnikx-market/fusion_market_intel Market intelligence combining all data sources
- glama/drivenbymyai-max/mcp-sputnikx-market/search_products Product catalog (heating pellets, wood products)
- glama/drivenbymyai-max/mcp-sputnikx-market/get_prices Real-time EUR pricing with price_per_kg
- glama/drivenbymyai-max/mcp-sputnikx-market/create_quote Quote with line items + 21% VAT
- glama/drivenbymyai-max/mcp-sputnikx-market/soul_verify Cryptographic hash-chain verification
- glama/drivenbymyai-max/mcp-sputnikx-market/prediction_signals Prediction market signals (paper trading)
- mcp-registry/io.github.nhadaututtheky/neural-memory/recall Retrieve memories using spreading activation recall.
- mcp-registry/io.github.nhadaututtheky/neural-memory/review Review and summarize recent memories.
more →