AI agent tool reliability // full index

Tools

task_health awictor/flow-agent-mcp — Get combined status, stats, and error logs for a task.
list_tasks awictor/flow-agent-mcp — List captures, materializations, or collections from the catalog.
restart_task awictor/flow-agent-mcp — Restart a task by disabling, verifying, and enabling.
read_collection awictor/flow-agent-mcp — Read documents from a collection.
generate_synthetic_data awictor/flow-agent-mcp — Generate synthetic data for demos.
add ckeathley-icrossing/Intro-to-MCP-Servers-Course — add two numbers together
get_weather ckeathley-icrossing/Intro-to-MCP-Servers-Course — Get current weather data for a given latitude and longitude
opengrok_search AYUSH-JAIN17/OpenGrok MCP Server — Search for code by keyword across projects
opengrok_get_file AYUSH-JAIN17/OpenGrok MCP Server — View complete source code of a file
opengrok_list_projects AYUSH-JAIN17/OpenGrok MCP Server — Browse all available projects in OpenGrok
opengrok_xref AYUSH-JAIN17/OpenGrok MCP Server — Find all references to a symbol (function, class, variable)
generate_artifact rubayatkhan/mcp-research-pipeline — Generate audio, video, quiz, flashcards, report, mind_map, infographic, slide_deck, or data_table
ask_notebook rubayatkhan/mcp-research-pipeline — Ask a question against notebook sources (RAG)
list_artifacts rubayatkhan/mcp-research-pipeline — List all artifacts in a notebook
download_artifact rubayatkhan/mcp-research-pipeline — Download a completed artifact
research_topic rubayatkhan/mcp-research-pipeline — End-to-end: search YouTube → create notebook → add sources → ask question
search_youtube rubayatkhan/mcp-research-pipeline — Search YouTube for videos or channels
get_channel_videos rubayatkhan/mcp-research-pipeline — Paginated list of all channel videos
get_playlist_videos rubayatkhan/mcp-research-pipeline — Paginated list of playlist videos
create_notebook rubayatkhan/mcp-research-pipeline — Create a new NotebookLM notebook
list_notebooks rubayatkhan/mcp-research-pipeline — List all notebooks
get_transcript rubayatkhan/mcp-research-pipeline — Fetch transcript from a YouTube URL or video ID
get_channel_latest rubayatkhan/mcp-research-pipeline — Get 15 most recent videos from a channel
add_source rubayatkhan/mcp-research-pipeline — Add a URL, YouTube video, or text to a notebook
list_sources rubayatkhan/mcp-research-pipeline — List sources in a notebook
check_artifact_status rubayatkhan/mcp-research-pipeline — Poll generation status
health autoremediator — Health check tool that returns server readiness status, version, registered tool count, and the list of available capability names.
remediate autoremediator — Remediate a single CVE in a Node.js project. Looks up the CVE, scans the project inventory, and applies a version bump or generates a patch
list-contacts 1981rba/xero-mcp-server — Retrieve a list of contacts from Xero
list-invoices 1981rba/xero-mcp-server — Retrieve a list of invoices
list-accounts 1981rba/xero-mcp-server — Retrieve a list of accounts
list-tax-rates 1981rba/xero-mcp-server — Retrieve a list of tax rates
list-quotes 1981rba/xero-mcp-server — Retrieve a list of quotes
list-credit-notes 1981rba/xero-mcp-server — Retrieve a list of credit notes
list-trial-balance 1981rba/xero-mcp-server — Retrieve a trial balance report
list-profit-and-loss 1981rba/xero-mcp-server — Retrieve a profit and loss report
list-items 1981rba/xero-mcp-server — Retrieve a list of items
list-bank-transactions 1981rba/xero-mcp-server — Retrieve a list of bank account transactions
list-payroll-employees 1981rba/xero-mcp-server — Retrieve a list of Payroll Employees
create-contact 1981rba/xero-mcp-server — Create a new contact
create-invoice 1981rba/xero-mcp-server — Create a new invoice
create-quote 1981rba/xero-mcp-server — Create a new quote
create-credit-note 1981rba/xero-mcp-server — Create a new credit note
update-contact 1981rba/xero-mcp-server — Update an existing contact
update-invoice 1981rba/xero-mcp-server — Update an existing draft invoice
update-quote 1981rba/xero-mcp-server — Update an existing draft quote
update-credit-note 1981rba/xero-mcp-server — Update an existing draft credit note
submit_story gatewaybuddy/Airlock — Submit a war story. Gate-on-ingest: rejected with findings if dirty.
search_stories gatewaybuddy/Airlock — Keyword + tag search. All results scrubbed on egress.
get_story gatewaybuddy/Airlock — Fetch story by UUID. Scrubbed on egress.
curate_capsule_packing_list alphaparkinc/genpark-personal-agent-dynamic-wardrobe-capsule-packer-skill — Generates a capsule packing list based on weather, dress codes, and airline limits.
get_collected_errors bloockchaindev/Error Collector MCP — Retrieve all collected errors from browser and terminal.
summarize_errors bloockchaindev/Error Collector MCP — Generate an AI-powered summary of collected errors using OpenRouter.
clear_errors bloockchaindev/Error Collector MCP — Clear all collected errors from storage.
query_errors bloockchaindev/Error Collector MCP — Advanced error querying with filtering and pagination
get_error_summary bloockchaindev/Error Collector MCP — AI-powered error analysis and solutions
get_error_statistics bloockchaindev/Error Collector MCP — Comprehensive analytics and reporting
get_server_status bloockchaindev/Error Collector MCP — Real-time server health and status
simulate_error bloockchaindev/Error Collector MCP — Testing and demonstration utilities
health_check bloockchaindev/Error Collector MCP — Detailed component health monitoring
cleanup_old_data bloockchaindev/Error Collector MCP — Data retention and cleanup management
search_by_applicant chrisryugj/korean-patent-mcp — 출원인검색 — 기업·개인 출원인명으로 출원 목록
search_by_rightholder chrisryugj/korean-patent-mcp — 권리자검색 — 현재 특허권 보유자(권리이전 반영)
search_design chrisryugj/korean-patent-mcp — 디자인검색 — 물품명 키워드 (디자인분류·출원상태·도면이미지)
search_patents chrisryugj/korean-patent-mcp — 자유검색 — 키워드로 특허·실용신안 통합검색 (발명명칭·초록·청구항·출원인)
get_patent_detail chrisryugj/korean-patent-mcp — 서지상세 — 출원번호 → 출원인·발명자·IPC·심사관·청구항수·최종처분·등록상태
search_patents_advanced chrisryugj/korean-patent-mcp — 항목검색 — IPC·발명명칭·초록·청구범위·출원인·발명자 조합 정밀검색
search_trademark chrisryugj/korean-patent-mcp — 상표검색 — 상표명 키워드 (출원상태·상품류·권리자·견본이미지)
discover_devices paztek/twinkly-mcp — Scan the network for Twinkly devices and add new ones.
list_devices paztek/twinkly-mcp — List the devices the server knows about.
set_saturation paztek/twinkly-mcp — Set saturation 0–100.
set_color paztek/twinkly-mcp — Set a static color (rgb or hsv) and switch to color mode.
set_effect paztek/twinkly-mcp — Play a predefined effect by id.
set_movie paztek/twinkly-mcp — Play a saved movie by id.
set_name paztek/twinkly-mcp — Rename a device.
set_timer paztek/twinkly-mcp — Schedule daily on/off times.
send_frame paztek/twinkly-mcp — Push one realtime frame of per-LED RGB values over UDP.
get_device_details paztek/twinkly-mcp — Hardware/firmware details (product, model, LED count, MAC, uptime…).
get_summary paztek/twinkly-mcp — Quick overview: mode, color, timer, music, filters.
get_state paztek/twinkly-mcp — Current mode, brightness, saturation, and color in one call.
set_brightness paztek/twinkly-mcp — Set brightness 0–100.
list_effects paztek/twinkly-mcp — List predefined effects.
list_movies paztek/twinkly-mcp — List saved movies.
set_power paztek/twinkly-mcp — Turn the lights on (movie mode) or off.
set_mode paztek/twinkly-mcp — Set the operation mode directly (off, color, demo, movie, effect, rt, playlist).
literature_search neptun2000/heor-agent-mcp — Run a literature search across 44 data sources (PubMed, NICE TAs, ICER reports, etc.)
pv_classify neptun2000/heor-agent-mcp — Classify a planned study into its EMA pharmacovigilance category
rwe.method_select neptun2000/heor-agent-mcp — Select appropriate RWE study design
cost_effectiveness_model neptun2000/heor-agent-mcp — Run a state-of-the-art cost-effectiveness model
pv.comparative_safety neptun2000/heor-agent-mcp — Run class-level FAERS-style adverse event ranking
evidence.triangulation neptun2000/heor-agent-mcp — Assess RCT-to-RWE concordance per outcome
risk_of_bias neptun2000/heor-agent-mcp — Assess risk of bias using RoB 2, ROBINS-I, or AMSTAR-2
pv.social_listening_triage neptun2000/heor-agent-mcp — Perform GVP Module VI ICSR triage from social listening
rwe.social_listening_protocol neptun2000/heor-agent-mcp — Create a governed social listening protocol
evidence.claim_registry neptun2000/heor-agent-mcp — Author or auto-import a figure/claim into the registry
validate_links neptun2000/heor-agent-mcp — Validate links from literature search results
workflow.living_evidence neptun2000/heor-agent-mcp — Orchestrate a living evidence workflow from SLR to JCA/HTA runbook
irb_review neptun2000/heor-agent-mcp — Run an IRB review for a clinical trial, providing review tier, GDPR/HIPAA DMP, SAE framework, and cover letter
jca_pico_scope neptun2000/heor-agent-mcp — Prepare a PICO scope for EU JCA across specified countries
hta_dossier neptun2000/heor-agent-mcp — Prepare an HTA dossier draft using PICO scopes

AI agent tool reliability // full index

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