AI agent tool reliability // full index

Categories

data 172541 · knowledge 133029 · other 108662 · search 65674 · devops 57803 · finance 57095 · code 46682 · communication 41652 · productivity 40457 · web 39054 · files 37882 · security 37311 · media 36342 · retrieval 29212 · database 24554 · ml 20724 · browser 17567 · email 11632 · payments 5897 · calendar 5263 · analytics 4692 · blockchain 2045 · network 1977 · health 1775 · marketing 1439 · crm 1256 · memory 1028 · research 995 · storage 934 · social 765 · ecommerce 674 · design 617 · advertising 600 · seo 564 · commerce 546 · project 526 · news 447 · api 441 · compliance 407 · system 394 · monitoring 375 · project management 371 · education 221 · weather 213 · content 213 · cloud 164 · automation 159 · debug 146 · mobile 139 · observability 137 · workflow 133 · marketplace 128 · account 127 · identity 124 · iot 124 · fitness 123 · hardware 116 · integration 114 · auth 109 · cms 108

Tools

• snapchat_get_performance_stats snapchat-ads-mcp — Stats for any campaign / ad squad / ad
• snapchat_get_account_report snapchat-ads-mcp — Full account-level summary
• snapchat_get_creatives snapchat-ads-mcp — List creative assets
• search_products snapitem-mcp — Search for products on supported e-commerce platforms
• get_product_details snapitem-mcp — Get detailed information about a specific product
• billpay_quote snaplii-mcp — Preview savings for a bill payment
• quote snaplii-mcp — Preview price with voucher/cashback
• billpay_payees snaplii-mcp — Find billers
• billpay_detail snaplii-mcp — Check account rules for a payee
• purchase snaplii-mcp — Buy a gift card
• billpay_save snaplii-mcp — Save a bill payee account
• billpay_pay snaplii-mcp — Pay a bill from Snaplii Cash
• billpay_result snaplii-mcp — Check bill payment status
• browse_tags snaplii-mcp — Browse gift card categories
• browse_brand snaplii-mcp — See denominations and cashback for a brand
• balance snaplii-mcp — Check spendable Snaplii Cash balance
• giftcard_list snaplii-mcp — View owned gift cards
• memocat_policy_view io.github.MontyGovernance/memocat-mcp — View the configured owner's effective governance policy and constraints.
• memocat_policy_explain io.github.MontyGovernance/memocat-mcp — Explain whether a proposed governed action is allowed and why.
• memocat_policy_history io.github.MontyGovernance/memocat-mcp — View governance history visible to the configured owner.
• memocat_await_memory_change io.github.MontyGovernance/memocat-mcp — Wait for memory to change — returns the moment another agent or session writes. Live subscription, not polling.
• memocat_update io.github.MontyGovernance/memocat-mcp — Revise a memory in place — memory is mutable.
• memocat_forget io.github.MontyGovernance/memocat-mcp — Delete a stored record.
• memocat_list_keyspaces io.github.MontyGovernance/memocat-mcp — Discover available memory namespaces.
• memocat_create_keyspace io.github.MontyGovernance/memocat-mcp — Provision a namespace; superowners also create a missing configured store in the same engine request.
• memocat_remove_keyspace io.github.MontyGovernance/memocat-mcp — Permanently remove an authorized memory namespace with safe watch cleanup.
• memocat_semantic_search io.github.MontyGovernance/memocat-mcp — Recall by meaning (vector kNN), with text or a supplied query vector.
• memocat_remember io.github.MontyGovernance/memocat-mcp — Store a fact/record; embedded automatically or indexed with a supplied vector.
• memocat_remember_bulk io.github.MontyGovernance/memocat-mcp — Store many memories at once.
• memocat_recall io.github.MontyGovernance/memocat-mcp — Fetch by exact key or by field filter.
• memocat_list_memories io.github.MontyGovernance/memocat-mcp — Browse / list stored memories (optionally most-recent first).
• memocat_enable_semantic io.github.MontyGovernance/memocat-mcp — Enable semantic search and backfill one authorized keyspace.
• memocat_enable_external_vectors io.github.MontyGovernance/memocat-mcp — Enroll one keyspace for caller-supplied vectors and a named embedding space.
• memocat_semantic_status io.github.MontyGovernance/memocat-mcp — Inspect semantic configuration and backfill state.
• memocat_disable_semantic io.github.MontyGovernance/memocat-mcp — Disable semantic search for one authorized keyspace.
• memocat_start_snapshots io.github.MontyGovernance/memocat-mcp — Start scheduled snapshots for one authorized in-memory keyspace.
• memocat_stop_snapshots io.github.MontyGovernance/memocat-mcp — Stop scheduled snapshots for one authorized in-memory keyspace.
• memocat_clean_snapshots io.github.MontyGovernance/memocat-mcp — Delete snapshot files for one authorized in-memory keyspace.
• memocat_reembed_semantic io.github.MontyGovernance/memocat-mcp — Replace an enrolled text embedding model and backfill the keyspace.
• btrfs_health snapper-mcp — Monitors BTRFS filesystem health with actions: usage, devices, stats, scrub_status, balance_status, df, filesystem_show.
• snapper snapper-mcp — Manages BTRFS snapshots via Snapper with actions: configs, list, create, delete, rollback, cleanup, diff, status.
• rename_screenshot snapsearch-mcp — Human-readable rename, updates index
• scan_screenshots snapsearch-mcp — List all images + metadata
• read_screenshot snapsearch-mcp — Return base64 image for direct visual inspection
• describe_and_index snapsearch-mcp — Main tool — GPT-4o vision + ChromaDB embedding
• search_screenshots snapsearch-mcp — Semantic search (meaning, not filenames)
• move_screenshot snapsearch-mcp — Move to category subfolder, updates index
• list_categories snapsearch-mcp — Folder structure + counts
• index_stats snapsearch-mcp — ChromaDB health check
• analyse_file snapwonders-mcp — Forensic analysis of a local image or video — A–F grade, metadata exposure, manipulation evidence, hidden content. Optional face detection a
• hide_file snapwonders-mcp — Conceal a file inside a cover image or video, and save the result to disk.
• reveal_file snapwonders-mcp — Extract content hidden in an image or video, and save it to disk.
• convert_file snapwonders-mcp — Convert an image or video to another format, and save the output to disk.
• calculate githejie/mcp-server-calculator — Calculates/evaluates the given expression.
• get_variant sniff-mcp — Retrieve a single variant's allele frequencies, consequence, gene, and pathogenicity scores.
• get_breed sniff-mcp — Retrieve a breed profile including top variants, geometry, and nearest breeds.
• get_breed_nearest sniff-mcp — Get genetically nearest breeds to a given breed based on PCA distance.
• get_gene sniff-mcp — Retrieve variants in a gene, ranked by impact.
• semantic_search sniff-mcp — Natural-language search across breeds and variants.
• search_variants sniff-mcp — Filtered discovery across all 9.67M variants.
• get_variant_context sniff-mcp — Get everything about a variant in one call: frequency, pathogenicity, gene, cross-breed, and provenance.
• get_metadata sniff-mcp — Retrieve release metadata, DOI, counts, and scope banner.
• suggest_stock snowball-mcp — 关键词搜索股票代码
• capital_flow snowball-mcp — 获取资金流向数据
• quotec snowball-mcp — 获取股票实时行情
• pankou snowball-mcp — 获取盘口数据
• kline snowball-mcp — 获取K线数据（支持日/周/月/季/年线和分钟级数据）
• index_profit snowball-mcp — 查询指数收益
• north_flow snowball-mcp — 获取深港通/沪港通北向数据
• fund_data snowball-mcp — 基金相关数据查询
• financial_report snowball-mcp — 获取财务报表数据（利润表、资产负债表、现金流量表等）
• margin_trading snowball-mcp — 获取融资融券数据
• block_trade snowball-mcp — 获取大宗交易数据
• institution_rating snowball-mcp — 获取机构评级和持仓数据
• snowflake_query snowflake-readonly-mcp — Execute a read-only SQL query on Snowflake
• snowflake_list_tables snowflake-readonly-mcp — List tables in a Snowflake schema
• snowflake_describe_table snowflake-readonly-mcp — Describe a Snowflake table's columns
• snowline_health snowline-mcp — 探活 Snowline 后端
• snowline_serve snowline-mcp — 后台启动本地 server.py
• snowline_serve_status snowline-mcp — 查询服务状态
• snowline_build snowline-mcp — 构建创作前端
• snowline_generate_image snowline-mcp — WaveSpeed GPT Image 2 生图
• get_records_from_table snow-mcp — Retrieves records from any specified table with advanced filtering, sorting, and pagination.
• get_table_schema snow-mcp — Retrieves the schema (all column names and their attributes) for a specific table.
• create_incident snow-mcp — Creates a new incident record in ServiceNow.
• attach_file_to_record snow-mcp — Attaches a file to any record in ServiceNow.
• search_records_by_text snow-mcp — Performs a search in the common text fields of a table using a LIKE query.
• get_record snow-mcp-server — Fetch a single full record (all fields, display values) by sys_id from a table.
• search_knowledge snow-mcp-server — Full-text search across published knowledge base articles.
• list_table_fields snow-mcp-server — List the fields (name, label, type) defined on a table for schema discovery.
• query_records snow-mcp-server — Query records from any ServiceNow table with optional encoded query, limit, and field restriction.
• snowflake_query snowsyncmd-mcp — Execute a read-only SQL query against Snowflake (SELECT, SHOW, DESCRIBE, EXPLAIN only).
• snowflake_list_objects snowsyncmd-mcp — Lists every tracked object across all registered databases.
• snowflake_annotate snowsyncmd-mcp — Writes a team annotation to any tracked Snowflake object.
• snowflake_get_schema snowsyncmd-mcp — Returns the full Markdown schema documentation for one Snowflake object.
• snowflake_search_schema snowsyncmd-mcp — Keyword search across all tracked object names using the stage file index.
• snowflake_search_objects snowsyncmd-mcp — Structured search against the snowflake_objects_ref reference table with filters.
• snowflake_get_columns snowsyncmd-mcp — Returns structured column list for a specific table or view from snowflake_columns_ref.
• pattern_search sn-patterns-mcp — Semantic + substring search over the corpus.
• oid_search sn-patterns-mcp — Search OIDs by keyword or natural language.

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