all tools / retrieval

Most reliable retrieval AI agent tools

As of the latest check, Glimind tracks 200 retrieval AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
list_search_presets
oaslananka/debug-recorder-mcp
unknownList saved search presets.alternatives
get_client
oktopeak/intakeq-mcp
unknownSingle client profilealternatives
list_intake_forms
oktopeak/intakeq-mcp
unknownSubmitted intake formsalternatives
get_form
oktopeak/intakeq-mcp
unknownFull form with answersalternatives
list_questionnaire_templates
oktopeak/intakeq-mcp
unknownAvailable form templatesalternatives
list_notes
oktopeak/intakeq-mcp
unknownTreatment notes (read-only in IntakeQ API)alternatives
lookup_catalog
CommonlandsAbbe/commonlands-mcp
unknownLooks up catalog items by identifier.alternatives
get_product
CommonlandsAbbe/commonlands-mcp
unknownGets product details from the catalog.alternatives
get_product_page_details
CommonlandsAbbe/commonlands-mcp
unknownGets product page details.alternatives
get_company
DimaVasilenko-Intune/mcp-brreg
unknownFull register record for a single Norwegian organisation number.alternatives
get_work_package
sergeyfedyakov/openproject-mcp
unknownGet work package details with all fields, description, optional comments and attachmentsalternatives
chroma_update_documents
meloncafe/ChromaDB Remote MCP Server
unknownUpdate documents in a collectionalternatives
chroma_query_collection
meloncafe/ChromaDB Remote MCP Server
unknownQuery a collection for similar documentsalternatives
chroma_get_documents
meloncafe/ChromaDB Remote MCP Server
unknownGet documents from a collection by IDsalternatives
chroma_delete_documents
meloncafe/ChromaDB Remote MCP Server
unknownDelete documents from a collectionalternatives
search_documents
NavinAnik/mcp-knowledge-server
unknownSemantic search over knowledge basealternatives
rag_answer
NavinAnik/mcp-knowledge-server
unknownGenerate RAG answer with citationsalternatives
similar_documents
NavinAnik/mcp-knowledge-server
unknownFind similar chunksalternatives
get_entry
yungsimeon/knowledge-mcp
unknownEinzelnen Eintrag per content_id abrufen.alternatives
retrieve_documents
Shreyansh1600/Multi_agentic_platform_using_A2A_and_MCP_server
unknownRetrieves relevant document chunks from ChromaDB based on a query.alternatives
rvtdocs_fetch
trgiangv/RVTDocs MCP
unknownFetch full page documentationalternatives
number_list
TelecomsXChangeAPi/TCXC MCP Server
unknownList DID numbers by prefixalternatives
esim_countries
TelecomsXChangeAPi/TCXC MCP Server
unknownList countries with eSIM data packagesalternatives
esim_list
TelecomsXChangeAPi/TCXC MCP Server
unknownList purchased eSIMsalternatives
esim_topup_list
TelecomsXChangeAPi/TCXC MCP Server
unknownList top-up options for an eSIMalternatives
esim_orders
TelecomsXChangeAPi/TCXC MCP Server
unknownList eSIM orders within a date rangealternatives
buyers_account_list
TelecomsXChangeAPi/TCXC MCP Server
unknownList buyer accountsalternatives
tools_country_codes
TelecomsXChangeAPi/TCXC MCP Server
unknownGet list of country codesalternatives
get_project
addiplus/vercel-deployment-mcp
unknownFetch one project by ID or namealternatives
get_deployment
addiplus/vercel-deployment-mcp
unknownFetch one deployment by ID or URL, including current statealternatives
notory_get_asset
ruffymk3/Notory MCP server
unknownConvenience wrapper to get a single asset by ID.alternatives
rona_store_availability
sstepanovvl/mcp-rona
unknownOnline purchasability (inventory status) of a SKU.alternatives
rona_product
sstepanovvl/mcp-rona
unknownFull product card by SKU: name, brand, model, description, image, rating, barcode, category path, URL and online availability.alternatives
browse_posts
liftli-ai/liftli-mcp
unknownBrowses existing posts.alternatives
get_research
global-source-direct/global-source-partners-gemini-extension
unknownRetrieve a specific research report or analysis by its identifier.alternatives
seller_other_listings
its-me-prash/kleinanzeigen-reader
unknownGet other listings from the same selleralternatives
read_listing
its-me-prash/kleinanzeigen-reader
unknownRead and analyze a single kleinanzeigen.de listingalternatives
get_temple_details
manvigallc007-spec/IndoUSMCP
unknownGet detailed information about a specific temple.alternatives
get_grocery_details
manvigallc007-spec/IndoUSMCP
unknownGet detailed information about a specific grocery store.alternatives
list_categories
Lawstronaut-FZCO/Lawstronaut MCP
unknownList legal categories for a subdomain — filter by name, paginate resultsalternatives
list_jurisdictions
Lawstronaut-FZCO/Lawstronaut MCP
unknownList all jurisdictions (countries/states) in the Lawstronaut corpus — call first to get valid ISO codes for other toolsalternatives
list_domains
Lawstronaut-FZCO/Lawstronaut MCP
unknownList legal domains with optional name filter and paginationalternatives
list_subdomains
Lawstronaut-FZCO/Lawstronaut MCP
unknownList subdomains for a domain ID — filter by name, paginate resultsalternatives
list_bookmarks
seasonedcc/Discord Manager
unknownList bookmarks, optionally filtered by reason or status.alternatives
get_blog_article
bitsandtea/PostKing MCP Server
unknownFetch full article content, including thealternatives
get_continuewith_docs
io.github.continuewith-ai/continuewith
unknownOfficial doc URLs + default snippetalternatives
rigour_get_fix_packet
io.github.rigour-labs/rigour
unknownRetrieves prioritized Fix Packet (v2) with severity and provenance.alternatives
rigour_list_gates
io.github.rigour-labs/rigour
unknownLists all configured quality gates and their thresholds.alternatives
rigour_get_config
io.github.rigour-labs/rigour
unknownReturns the current rigour.yml configuration.alternatives
get_plan
io.github.riponcm/projectmem
unknownRetrieve the current plan.md content.alternatives
get_note
SajaAsfour/Notes & FAQ Search MCP Server
unknownRetrieves one complete note using its unique ID.alternatives
rag_ask
1308495420-dotcom/MCP-RAG
unknownAsk a question and get an answer with citationsalternatives
rag_search
1308495420-dotcom/MCP-RAG
unknownPerform hybrid search (dense + sparse) with optional LLM rerankalternatives
exa_get_contents
tirth1263/ScaleKit Exa MCP Security
unknownRetrieve complete content for Exa result IDs or URLs.alternatives
exa_find_similar
tirth1263/ScaleKit Exa MCP Security
unknownFind pages that are semantically related to an absolute HTTP or HTTPS URL.alternatives
describe_api
fieldcure/FieldCure PublicData.Kr
unknownInspect parameters and response fields of a specific APIalternatives
wikipedia_get_languages
cyanheads/wikipedia-mcp-server
unknownAll language editions available for an article, with titles and URLs.alternatives
wikipedia_get_article
cyanheads/wikipedia-mcp-server
unknownFull article or a targeted section as clean plain text, with section markers preserved.alternatives
wikipedia_get_sections
cyanheads/wikipedia-mcp-server
unknownTable of contents with section_index values for targeted section reads.alternatives
reliefweb_get_report
cyanheads/@cyanheads/reliefweb-mcp-server
unknownFetch a single report by numeric ID with full body text and metadataalternatives
reliefweb_get_disaster
cyanheads/@cyanheads/reliefweb-mcp-server
unknownFetch a disaster record with profile, key content links, appeals, and response plansalternatives
reliefweb_get_country
cyanheads/@cyanheads/reliefweb-mcp-server
unknownFetch a country profile by ISO3 code with overview, appeals, and curated linksalternatives
nvd_get_cve
cyanheads/nist-nvd-mcp-server
unknownFetch one or more CVEs by ID with full detail or brief summaries.alternatives
nvd_get_cve_history
cyanheads/nist-nvd-mcp-server
unknownRetrieve the change history for a CVE — score revisions, status transitions, and reference additions.alternatives
libofcongress_get_item
cyanheads/@cyanheads/libofcongress-mcp-server
unknownRetrieve full metadata for a specific LOC item — contributors, subjects, summary, languages, locations, rights, physical description, call nalternatives
libofcongress_get_newspaper_page
cyanheads/@cyanheads/libofcongress-mcp-server
unknownRetrieve the full OCR text of a specific newspaper page. Pass the url field from a libofcongress_search_newspapers result.alternatives
list_rfc_sections
acquo/IETF RFC MCP Server
unknownSection outline with per-section sizesalternatives
get_rfc_section
acquo/IETF RFC MCP Server
unknownOne section including its subsectionsalternatives
get_rfc
acquo/IETF RFC MCP Server
unknownFull text, windowed by offset/limitalternatives
get_volume
pipeworx-io/mcp-google-books
unknownVolume detail (full title, authors, description, categories, page count, links).alternatives
get_by_isbn
pipeworx-io/mcp-google-books
unknownConvenience: look up a volume by ISBN-10 or ISBN-13.alternatives
list_bookshelf
pipeworx-io/mcp-google-books
unknownFetch the public bookshelves for a Google account (by numeric user_id). Omit shelf to list all public shelves; provide a numeric shelf id toalternatives
get_incident
tdimaggio/servicenow-mcp-server
unknownQuery incident details by number or sys_id for AI activity contextalternatives
recall
SparkShare-io/Loxo
unknownSemantic + keyword search across your cortexalternatives
get_snippets
nestordemeure/ANNO MCP Server
unknownThe page-level step — which page of an issue a term appears on, with the match in context and a citation URL for that exact page.alternatives
get_pdf_outline
Xvvln/io.github.Xvvln/pdf-reader-mcp
unknownRead bookmarks and outline entries.alternatives
search_pdf_text
Xvvln/io.github.Xvvln/pdf-reader-mcp
unknownSearch text and return per-match page context.alternatives
get_page_bundle
titulus/confluence-rag-mcp
unknownReturn a full page bundle for a page already present in the index, including content, comments, attachments, and images.alternatives
rag_search
titulus/confluence-rag-mcp
unknownSearches the synchronized Confluence index semantically and returns relevant chunks with citations.alternatives
course_content
io.github.JohannsenLum/canvas-api-mcp
unknownLists modules or content items for a coursealternatives
get_page
io.github.JohannsenLum/canvas-api-mcp
unknownFetches a specific page from a coursealternatives
my_submission
io.github.JohannsenLum/canvas-api-mcp
unknownGets the user's submission for an assignmentalternatives
bohrium_parse_pdf_by_url
zhengh96/Bohrium MCP Server
unknownSubmit a PDF URL for structured parsingalternatives
bohrium_parse_pdf_by_file
zhengh96/Bohrium MCP Server
unknownSubmit a local PDF file for parsingalternatives
bohrium_get_pdf_parse_result
zhengh96/Bohrium MCP Server
unknownPoll for PDF parsing resultalternatives
get_subsidy_detail
easakura/Japan Subsidy Search MCP
unknownRetrieve full details by subsidy ID: purpose, eligibility requirements, subsidy rate, application rounds with current deadlines, and contactalternatives
get_articulation_agreement
mhadifilms/assist-mcp
unknownParsed course-to-course articulations for one agreementalternatives
crop_calendar
gabrielmahia/kilimo-mcp
unknownKenya crop planting and harvesting calendar by regionalternatives
fertilizer_guide
gabrielmahia/kilimo-mcp
unknownFertilizer recommendations by crop and soil typealternatives
pest_disease_alert
gabrielmahia/kilimo-mcp
unknownCrop pest and disease identification and managementalternatives
market_timing_guide
gabrielmahia/kilimo-mcp
unknownBest timing to sell produce based on price cyclesalternatives
documents
arptra/local-corporate-kb
unknownList all documents in the knowledge base.alternatives
model.get_recon3d
ali-kishk/fluxforge
unknownRetrieve the Recon3D genome-scale metabolic model.alternatives
model.get_reaction
ali-kishk/fluxforge
unknownGet information about a specific reaction in the model.alternatives
model.get_metabolite
ali-kishk/fluxforge
unknownGet information about a specific metabolite in the model.alternatives
model.get_pathway
ali-kishk/fluxforge
unknownGet information about a specific pathway in the model.alternatives
network.get_ppi
ali-kishk/fluxforge
unknownRetrieve protein-protein interaction network for a gene set.alternatives
network.get_regulatory
ali-kishk/fluxforge
unknownRetrieve regulatory network for a gene set.alternatives
network.get_metabolic
ali-kishk/fluxforge
unknownRetrieve metabolic network subgraph for a gene set.alternatives
model.get_gene
ali-kishk/fluxforge
unknownGet information about a specific gene in the model.alternatives
get_investigation
vectra-ai-research/Vectra AI On-Premise MCP Server
unknownGet details of a specific investigation by IDalternatives
list_investigations
vectra-ai-research/Vectra AI On-Premise MCP Server
unknownList investigations with optional filteringalternatives
get_manifest
Azzaraell/logistics-mcp
unknownContents of one loadalternatives
dataset
pipeworx-io/mcp-pangaea
unknownSingle dataset metadata by PANGAEA ID.alternatives
dataset_by_doi
pipeworx-io/mcp-pangaea
unknownDataset by DOI.alternatives
preflight
@kopikocappu/mycelium
unknownReturns the most relevant files for a task, ranked by semantic similarity.alternatives
get
io.github.rxolve/artscii
unknownGet art by IDalternatives
kaomoji
io.github.rxolve/artscii
unknownGet kaomoji by emotion. Omit for randomalternatives
crossref_get_work
cyanheads/crossref-mcp-server
unknownResolve a DOI to its full Crossref metadata record: title, authors, affiliations, abstract (when deposited), journal, publication date, typealternatives
biorxiv_get_fulltext
cyanheads/@cyanheads/biorxiv-mcp-server
unknownRetrieve a preprint's full text as best-effort Markdown extracted from its rendered HTML article pagealternatives
get_restaurant
food-near-me/foodnear-me
unknownRestaurant profile with Schema.org JSON-LD + Menu Protocol extensionsalternatives
get_menu
food-near-me/foodnear-me
unknownFull Menu Protocol v1.0 menu (dietary flags, allergens, signatures)alternatives
fetch
bidule995/Dext Codex Connector
unknownFetch a specific record by IDalternatives
gt_get_docs
io.github.rm-rf-prod/groundtruth
unknownFetch live docs for a specific topicalternatives
get_entities_by_area
amattas/homeassistant-mcp
unknownGet entities in an areaalternatives
get_entities_by_domain
amattas/homeassistant-mcp
unknownGet entities by type (light, switch, etc.)alternatives
get_all_areas
amattas/homeassistant-mcp
unknownList all areasalternatives
get_area_devices
amattas/homeassistant-mcp
unknownGet devices in an areaalternatives
get_area_entities
amattas/homeassistant-mcp
unknownGet entities in an areaalternatives
get_all_sensors
amattas/homeassistant-mcp
unknownGet all sensor statesalternatives
get_document
tahasiddiquii/mcp-knowledge-server
unknownRetrieve a specific document by ID, with access control.alternatives
retrieve-instructions
io.github.ryanbaumann/platform-ai
unknownA helper tool used by the client to get crucial system instructions on how to best reason about user intent and formulate effective calls toalternatives
retrieve-google-maps-platform-docs
io.github.ryanbaumann/platform-ai
unknownThe primary tool. It takes a natural language query and submits it to a hosted Retrieval Augmented Generation (RAG) engine. The RAG engine salternatives
get_object
Nyrest/Capacities MCP Enhanced
unknownRead a complete object as structured content or Markdown.alternatives
getTestReports
OctoMind-dev/octomind-mcp
unknownRetrieve test reports for a test targetalternatives
getTestReport
OctoMind-dev/octomind-mcp
unknownGet a specific test report by IDalternatives
getTestCase
OctoMind-dev/octomind-mcp
unknownRetrieve a test case for a given test target and test case IDalternatives
obs_profil
yatuk/itu-mcp
unknownOBS'deki öğrenci profilini getiriralternatives
portal_yemek_listesi
yatuk/itu-mcp
unknownİTÜ Portal'daki günlük yemek listesini getiriralternatives
portal_kart_bakiyesi
yatuk/itu-mcp
unknownİTÜ Portal'daki kart bakiyesini getiriralternatives
kampus_mekik
yatuk/itu-mcp
unknownKampüs mekik saatlerini getiriralternatives
kampus_spor
yatuk/itu-mcp
unknownKampüs spor tesisi bilgilerini getiriralternatives
kutuphane_kopya
yatuk/itu-mcp
unknownKütüphane kopya durumunu getiriralternatives
arsiv_ders
yatuk/itu-mcp
unknownDers arşivinden geçmiş dönem verilerini getiriralternatives
get_repo_documentation
code-expert-mcp
unknownRetrieve and analyze documentation files from a repositoryalternatives
get_repo_file_content
code-expert-mcp
unknownRetrieve file contents or directory listings from a repositoryalternatives
get_report
genetic-shopping832/h1-brain
unknownRetrieves detailed information about a specific report by ID.alternatives
get_scopes
genetic-shopping832/h1-brain
unknownRetrieves the scope (assets) for a given program.alternatives
get_attachments
genetic-shopping832/h1-brain
unknownRetrieves attachments for a specific report.alternatives
get_disclosed_reports
genetic-shopping832/h1-brain
unknownRetrieves publicly disclosed reports.alternatives
fetch_transcript
colab-mcp
unknownRetrieve the full transcript of a sessionalternatives
get_company_profile
easakura/Japan Company Leads Finder MCP
unknownRepresentative name & title, employee count, capital, establishment date, business summary, company URL, and government procurement qualificalternatives
get_company_subsidies
easakura/Japan Company Leads Finder MCP
unknownFull history of national subsidies received — dates, program names, granting ministries.alternatives
get_company_procurement
easakura/Japan Company Leads Finder MCP
unknownGovernment contract track record — for supplier vetting and public-sector sales intelligence.alternatives
get_document
io.github.courtio/courtapi-mcp
unknownGet a PDF attached to a docket entry, with cost checking and optional purchase.alternatives
fetch_compressed
compresh-mcp
unknownFetch a previously compressed conversation from cold storage.alternatives
get_recommended_fixes
HAnonym/debug-mcp
unknown获取高评价解决方案alternatives
legalize_search_laws
matematicsolutions/legalize-mcp
unknownKeyword search inside a country's laws → law_id + snippet.alternatives
legalize_get_law
matematicsolutions/legalize-mcp
unknownFull metadata + text by law_id; pass sha= for a historical version.alternatives
search_context
context-portal-mcp-fastmcp
unknownSearch for context items using semantic search.alternatives
get_context
context-portal-mcp-fastmcp
unknownRetrieve a specific context item by its ID.alternatives
list_contexts
context-portal-mcp-fastmcp
unknownList all context items for a workspace, optionally filtered by type.alternatives
fetch_feed
SIAMx69z/rss-feeds-mcp
unknownFetch and parse an RSS feed from a given URL, returning the latest posts with title, link, and publication date.alternatives
list_feeds
SIAMx69z/rss-feeds-mcp
unknownList all configured RSS feed URLs that the server is currently monitoring.alternatives
add_feed
SIAMx69z/rss-feeds-mcp
unknownAdd a new RSS feed URL to the server's configuration for future fetching and searching.alternatives
list_runs
copick-mcp
unknownList all runs in a Copick project.alternatives
get_run_details
copick-mcp
unknownGet detailed information about a specific run including voxel spacings, picks, meshes, and segmentations.alternatives
list_objects
copick-mcp
unknownList all pickable objects defined in the project.alternatives
ado_show
HurleySk/ado-search-mcp
unknownShow full content of a work item or wiki pagealternatives
get_clause_by_id
MkRafa/policy-corpus
unknownRetrieve a single clause verbatim by its IDalternatives
despezzas_list_accounts
guipmilek/despezzas-mcp-legacy
unknownList Despezzas accountsalternatives
despezzas_list_profiles
guipmilek/despezzas-mcp-legacy
unknownList Despezzas profilesalternatives
lookup_resource
rithwikbabu/Packwright MCP
unknownLook up a resource in a datapack.alternatives
transita_visa_details
snenenenenenene/@transita/mcp-server
unknownFull details for a single visa: eligibility, processing time, fees, validity, PR path, and a free preview of the document checklist.alternatives
transita_compare_visas
snenenenenenene/@transita/mcp-server
unknownSide-by-side comparison of 2-3 visa pathways with deltas (fastest processing, lowest cost, longest validity, PR path).alternatives
transita_country_overview
snenenenenenene/@transita/mcp-server
unknownCountry-level summary: number of visa pathways, EU membership, score dimensions, drawbacks, top cities with rent ranges, PR/citizenship timealternatives
fac_get_audit
pipeworx-io/fac-mcp
unknownGet one audit plus every federal program row on its Schedule of Expenditures of Federal Awards, auditee/auditor contact detail, and findingsalternatives
get_message_context
james-choncholas/matrix-nio-mcp
unknownRetrieve messages surrounding a specific eventalternatives
get_accommodation_details
cosmo-travel-mcp
unknownGet detailed information about a specific accommodationalternatives
query_record
vectros-ai/@vectros-ai/mcp-server
unknownRetrieve a structured record by its ID.alternatives
enumerate_records
vectros-ai/@vectros-ai/mcp-server
unknownList records in a context with optional filtering and pagination.alternatives
get_twitter_user_by_id
kamflowersthemacrogod/opentwitter-mcp
unknownGet user profile by numeric IDalternatives
get_twitter_user_tweets
kamflowersthemacrogod/opentwitter-mcp
unknownGet recent tweets from a useralternatives
get_twitter_follower_events
kamflowersthemacrogod/opentwitter-mcp
unknownGet follower/unfollower eventsalternatives
get_twitter_deleted_tweets
kamflowersthemacrogod/opentwitter-mcp
unknownGet deleted tweets from a useralternatives
get_twitter_kol_followers
kamflowersthemacrogod/opentwitter-mcp
unknownGet KOL (Key Opinion Leader) followersalternatives
renforge_read_docs
alex-jordan547/RenForge MCP
unknownRead a specific Ren'Py documentation page.alternatives
get_company_note
kim-go-chon/dart-notes-mcp
unknown단일 회사 주석 전문(표 포함)alternatives
list_note_topics
kim-go-chon/dart-notes-mcp
unknown등록된 정밀 토픽 규칙 목록alternatives
get_variations
houtini-ai/Amazon Creators MCP
unknownLists child products (variations) of a parent ASIN, each with its own price.alternatives
get_page
mhadifilms/canvas-mcp
unknownRead a Canvas page as plain textalternatives
get_profile
careermate
unknownRetrieve the user's profile informationalternatives
get_experiences
careermate
unknown경력 목록 조회alternatives
get_projects
careermate
unknown프로젝트 목록 조회alternatives
read_document
careermate
unknownRead a document from the career databasealternatives
fetch_doc
praveenc/llmstxt-doc-search
unknownFetch the full content of a result URL. The URL must belong to a registered source.alternatives
get_agent
absolutejs/@absolutejs/agents-mcp
unknownReturns one agent listing by canonical discovery ID or agent URL.alternatives
get_package
absolutejs/@absolutejs/agents-mcp
unknownReturns one package by exact scoped npm name.alternatives
get_release_info
sagar-shirwalkar/Collibra Atlas
unknownGet release information for a publication.alternatives
get_chunk
sagar-shirwalkar/Collibra Atlas
unknownRetrieve a specific chunk by its ID.alternatives
get_bundle_info
sagar-shirwalkar/Collibra Atlas
unknownGet information about the loaded RAG bundle.alternatives
prediction_market_detail
kumaraprayoga68-sketch/market-mcp
unknownOutcomes, prices, token idsalternatives
get_docs_page
MaFady/Tabler MCP Server
unknownRead any docs.tabler.io page as clean textalternatives
get_installation
MaFady/Tabler MCP Server
unknownUp-to-date CDN links and npm packages for Tabler UI & Iconsalternatives
catalog_get_item
edlovesjava/mcp-api-bridge
unknownFetches one item by id, for catalogs that configure a get_item endpoint.alternatives
tojeong_gwae_lookup
molpass/tojeong-mcp
unknown괘코드로 해당 괘의 총운·월별운 원문을 조회한다.alternatives
get_product
giuseppesocci-bot/KaliCart Global
unknownFull product detail by p2209_id: price, availability, attributes, variants, storefront URL.alternatives
list_categories
giuseppesocci-bot/KaliCart Global
unknownList canonical category leaves with product counts; supports parent filtering.alternatives
list_merchants
giuseppesocci-bot/KaliCart Global
unknownList participating merchants with domain, storefront URL and product count.alternatives
get_book
joshstrange/bookorbit-mcp
unknownFull metadata (description, series, genres, files).alternatives

FAQ

What are the most reliable retrieval MCP tools right now?

As of the latest check, Glimind tracks 200 retrieval AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank retrieval tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a retrieval tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.