all tools / knowledge

Most reliable knowledge AI agent tools

As of the latest check, Glimind tracks 200 knowledge 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
agent_get_state
@icurbe/switchboard
unknownGet the state document (PROGRESS.md) for a conversation.alternatives
health_metric_catalog
mayank-youdata/apple-health-coverage-mcp
unknownDiscover metric-specific observability rulesalternatives
get_public_holidays
Lulu-The-Narwhal/holidays-mcp
unknownFull list of official public holidays for a country in a given year. Use for 'what are the holidays in Germany in 2026', planning around a calternatives
is_public_holiday
Lulu-The-Narwhal/holidays-mcp
unknownChecks whether one specific date is a public holiday in a country, and names it if so. Use for 'is Dec 25 2026 a holiday in the US', 'is thealternatives
zentra_vault_create_page
gilyanay/zentra-mcp
unknownCreate a Vault page, optionally with content, a parent folder (by id or name), and a tagalternatives
zentra_vault_list_pages
gilyanay/zentra-mcp
unknownList the Vault page tree, optionally narrowed to one page's childrenalternatives
zentra_vault_upload_attachment
gilyanay/zentra-mcp
unknownUpload a local file as an attachment on a Vault pagealternatives
list_bazaar_tools
io.github.nirholas/x402-bridge
unknownReturns the cached list of Bazaar-discovered tools (name, resource, accepted payment terms). Free.alternatives
refresh_bazaar
io.github.nirholas/x402-bridge
unknownRe-queries the x402 Bazaar and re-registers dynamic tools without restarting. Free.alternatives
paid_<derived>
io.github.nirholas/x402-bridge
unknownOne tool per discovered Bazaar resource (up to MCP_BRIDGE_DISCOVER_LIMIT), with that endpoint's schema.alternatives
coalent-mcp
io.github.nisarg-pujara-vectorlink/coalent
unknownMCP server that puts the Coalent semantic cache one line away from Claude Code, Cursor, or any MCP clientalternatives
get_dossier
io.github.niyonzimabryan/compete
unknownReturns a per-page coverage receipt with current-state page reports, including source URL, capture date, analysis version, and freshness.alternatives
list_apis
io.github.nk3750/jitapi
unknownList all registered APIs and their endpoint countsalternatives
get_endpoint_schema
io.github.nk3750/jitapi
unknownGet the complete schema for a specific endpointalternatives
get_doc
io.github.nkpar/coda
unknownGet document detailsalternatives
search_docs
io.github.nkpar/coda
unknownSearch documents by namealternatives
create_doc
io.github.nkpar/coda
unknownCreate a new document (optional: folder, template, timezone)alternatives
delete_doc
io.github.nkpar/coda
unknownDelete a document (permanent)alternatives
list_pages
io.github.nkpar/coda
unknownList pages in a documentalternatives
get_page
io.github.nkpar/coda
unknownGet page content (HTML)alternatives
list_tables
io.github.nkpar/coda
unknownList tables in a documentalternatives
get_table
io.github.nkpar/coda
unknownGet table detailsalternatives
list_docs
io.github.nkpar/coda
unknownList available documentsalternatives
list_activities
jacquesfize/GeoTrek MCP
unknownListe les types d'activité (pratiques) de l'instance GeoTrek.alternatives
list_labels
jacquesfize/GeoTrek MCP
unknownListe les labels de réglementation de l'instance GeoTrek.alternatives
kg_list_graphs
io.github.nnar1o/kg-mcp
unknownList all available graphsalternatives
kg_add_node
io.github.nnar1o/kg-mcp
unknownAdd a node to the graphalternatives
kg_get_graph
io.github.nnar1o/kg-mcp
unknownRetrieve the full graph as JSONalternatives
kg_delete_graph
io.github.nnar1o/kg-mcp
unknownDelete a graphalternatives
kg_create_graph
io.github.nnar1o/kg-mcp
unknownCreate a new knowledge graph with the given namealternatives
kg_add_edge
io.github.nnar1o/kg-mcp
unknownAdd an edge between two nodesalternatives
kg_query
io.github.nnar1o/kg-mcp
unknownQuery the graph using a natural language questionalternatives
list
io.github.nnar1o/kg-mcp
unknownList graph contentsalternatives
get
io.github.nnar1o/kg-mcp
unknownFetch one node by idalternatives
add
io.github.nnar1o/kg-mcp
unknownCreate a node (type inferred from id prefix)alternatives
modify
io.github.nnar1o/kg-mcp
unknownUpdate node fieldsalternatives
remove
io.github.nnar1o/kg-mcp
unknownDelete a nodealternatives
connect
io.github.nnar1o/kg-mcp
unknownCreate an edge (alias: add edge)alternatives
disconnect
io.github.nnar1o/kg-mcp
unknownDelete an edge (alias: remove edge)alternatives
get_review
io.github.no-human-ai/no_human
unknownGet the reviewer's evidence checklist for a task.alternatives
get_diff
io.github.no-human-ai/no_human
unknownGet the diff for a task.alternatives
capture
tinhien11/tdai-memory-mcp
unknownStore a memory capture with content, type, and tags.alternatives
handoff
tinhien11/tdai-memory-mcp
unknownWrite a structured context packet for the next agent session.alternatives
adr
tinhien11/tdai-memory-mcp
unknownRecord an architectural decision record.alternatives
recall
tinhien11/tdai-memory-mcp
unknownRetrieve relevant memories based on a query.alternatives
bedrijfsbrein_template
GianlucaNaarden/theseo-mcp
unknownReturns the full content of the free bedrijfsbrein-sjabloon: a fillable bedrijfsbrein.md context file that teaches an AI who your company isalternatives
ai_index_branche
GianlucaNaarden/theseo-mcp
unknownReturns per sector what the AI-Index measured: number of valid measurements, refusals with the model's literal reason, the ten most mentionealternatives
ai_index_vragen
GianlucaNaarden/theseo-mcp
unknownReturns the literal questions asked to the model for a sector, plus the measurement method, so the measurement can be replayed.alternatives
license_check
white-hat-lab/agent-toolkit-mcp
unknownFlag GPL/AGPL/unknown licenses for commercial-use reviewalternatives
explain_repository
sam170203/Personal GitHub MCP
unknownPlain-language explanation of what a repository is about.alternatives
list_languages
Gandr-AI/Gandr TTS
unknownThe 23 supported languages and their codes.alternatives
getItem
io.github.mrfentmen/archive-org-mcp
unknownDetails and file manifest for an item.alternatives
mbs_yearbook_tables
Rayyan011/maldives-statistics-mcp
unknownList a yearbook edition's tables (chapter + label + PDF/XLS links), optionally filtered by keyword.alternatives
mbs_census_releases
Rayyan011/maldives-statistics-mcp
unknownList census release pages (e.g. Census 2022 statistical releases).alternatives
review_card
cokovali10-sketch/flashcard-mcp
unknownGrade a card (quality 0–5) and reschedule italternatives
list_cards
cokovali10-sketch/flashcard-mcp
unknownList flashcards, filtered by deckalternatives
delete_card
cokovali10-sketch/flashcard-mcp
unknownDelete a flashcardalternatives
get_due_cards
cokovali10-sketch/flashcard-mcp
unknownGet cards due for review todayalternatives
get_stats
cokovali10-sketch/flashcard-mcp
unknownTotal cards, due today, per-deck breakdownalternatives
create_deck
cokovali10-sketch/flashcard-mcp
unknownCreate a study deckalternatives
list_decks
cokovali10-sketch/flashcard-mcp
unknownList all decks with card countsalternatives
delete_deck
cokovali10-sketch/flashcard-mcp
unknownDelete a deck and its cardsalternatives
add_card
cokovali10-sketch/flashcard-mcp
unknownAdd a flashcard (front / back)alternatives
list_methods
inity13/DecisionMatrix MCP
unknownDiscovery: available scoring methods and when to use each.alternatives
create_decision
inity13/DecisionMatrix MCP
unknownRank options against weighted criteria → winner, full ranking, per-criterion breakdowns, methodology, weights, and a plain-language explanatalternatives
sensitivity_analysis
inity13/DecisionMatrix MCP
unknownSweep each criterion's weight ±X% and report how robust the winner is (and where it flips).alternatives
compare_two
inity13/DecisionMatrix MCP
unknownHead-to-head comparison of exactly two options with per-criterion win counts.alternatives
detect_workplace_programs
mambalabsdev/Workplace Program Detector MCP Server
unknownA company domain in, the people programs that company publishes out: employee resource groups, DEI, wellbeing and mental health, learning analternatives
list_categories
io.github.noahhyden/erbina
unknownA domain map of the registry — every category with a recipe, how many, and example tools.alternatives
context
io.github.nugehs/repoctx
unknownGenerate task-aware context for a given task description.alternatives
get_doc
io.github.nunolima/gitlab-docs-mcp
unknownRetrieve a specific document by exact path from search resultsalternatives
generate_agents_md
io.github.nushey/agents-md-generator
unknownMain entry point. Runs the analysis pipeline internally, embeds writing rules into the payload, and returns chunked read instructions. Use talternatives
list_kinds
io.github.nvlang/verso
unknownList a site's entry kinds (tactics, terms, sections, options, …) with counts.alternatives
get_graph
@caiquebrito/nodum-mcp
unknownFetch the knowledge graphalternatives
sync_project
@caiquebrito/nodum-mcp
unknownScan a projectalternatives
what_have_you_seen
AliceAuto/Vision-OCR-MCP
unknown面向自然问法的高触发入口,内部调用缓存汇总并返回调查提示词。alternatives
get_component
io.github.oabolade/figma_mcp_server_actor
unknownGet detailed information about a specific componentalternatives
zetesis_scope
reutavidan/zetesis
unknownRoutes the claim and returns the diligence apparatus for its class: reviewer questions, failure-pattern taxonomy, and edge cases.alternatives
evaluate_claim
reutavidan/zetesis
unknownProduces Zetesis's own graded reading of the claim server-side, including assessment.alternatives
anagrams_of
io.github.mrfentmen/anagram-mcp
unknownGenerate all anagrams (rearrangements) of a given word.alternatives
age
io.github.mrfentmen/agify-mcp
unknownEstimated age for a name.alternatives
gist_get
io.github.ofershap/github-gist
unknownGet a gist by ID (includes file contents)alternatives
gist_update
io.github.ofershap/github-gist
unknownUpdate description or file contentsalternatives
gist_create
io.github.ofershap/github-gist
unknownCreate a new gist (public or secret)alternatives
npm_info
io.github.ofershap/npm-search
unknownGet detailed package info (version, license, deps, maintainers)alternatives
get_skill
studioxdeveloper/studiox-skills-mcp
unknownHenter en STUDIO X skill fra databasen. Returnerer fullt innhold med instruksjoner og kodeeksempler.alternatives
list_skills
studioxdeveloper/studiox-skills-mcp
unknownLister alle tilgjengelige STUDIO X skills, eventuelt filtrert på kategorialternatives
revisar_contrato
io.github.ogconstrutorasp/apex-contabil
unknownRevisa juridicamente contratosalternatives
reference-workflow-overview
io.github.oguzc/playwright-wizard-mcp
unknownWorkflow guidealternatives
reference-selector-strategies
io.github.oguzc/playwright-wizard-mcp
unknownSelector strategies and HTML quality scoringalternatives
get-architecture
io.github.oguzc/playwright-wizard-mcp
unknownGet the prompt architecture documentationalternatives
reference-core-principles
io.github.oguzc/playwright-wizard-mcp
unknownCore testing principlesalternatives
reference-mcp-setup
io.github.oguzc/playwright-wizard-mcp
unknownMCP setup instructionsalternatives
reference-fixture-patterns
io.github.oguzc/playwright-wizard-mcp
unknownPlaywright fixture patternsalternatives
viberaven_context_map
io.github.ohad6k/viberaven
unknownGenerate context map.alternatives
viberaven_actions
io.github.ohad6k/viberaven
unknownList actions.alternatives
hubspot_get_capabilities
io.github.ohneben/hubspot-mcp
unknownReturns a live capability report for the user's HubSpot portal, showing which APIs and tools are available based on the token's scopes and talternatives
hubspot_inspect_tool
io.github.ohneben/hubspot-mcp
unknownReturns the full details of a specific tool, including its description, parameters, safety category, required scopes, and plan tier.alternatives
get_course
io.github.ohneben/learnworlds-mcp
unknown🟢 Read-only. Retrieves details of a specific course by ID.alternatives
update_course
io.github.ohneben/learnworlds-mcp
unknown🟡 Write. Updates an existing course's information.alternatives
list_users
io.github.ohneben/learnworlds-mcp
unknown🟢 Read-only. Lists users in the LearnWorlds school with optional filters.alternatives
create_user
io.github.ohneben/learnworlds-mcp
unknown🟡 Write. Creates a new user in the LearnWorlds school.alternatives
get_user
io.github.ohneben/learnworlds-mcp
unknown🟢 Read-only. Retrieves details of a specific user by ID.alternatives
update_user
io.github.ohneben/learnworlds-mcp
unknown🟡 Write. Updates an existing user's information.alternatives
delete_user
io.github.ohneben/learnworlds-mcp
unknown🔴 Destructive. Permanently deletes a user from the school.alternatives
list_courses
io.github.ohneben/learnworlds-mcp
unknown🟢 Read-only. Lists all courses in the LearnWorlds school.alternatives
create_course
io.github.ohneben/learnworlds-mcp
unknown🟡 Write. Creates a new course in the school.alternatives
delete_course
io.github.ohneben/learnworlds-mcp
unknown🔴 Destructive. Permanently deletes a course from the school.alternatives
discover-schema
io.github.oktopeak/filevine-mcp
unknownMap your firm's custom sections (medical records, liens, settlements, etc.)alternatives
list-documents
io.github.oktopeak/filevine-mcp
unknownList case documents with metadata (name, type, size, URL, dates)alternatives
pairspace_search_tools
pairspace
unknownFinds the tools the organization has connected (Slack, issue trackers, email, etc.)alternatives
singapore_prompt_examples
io.github.olano-ai/mcp-singapore
unknownList prompt examples.alternatives
singapore_prompt_for_tool
io.github.olano-ai/mcp-singapore
unknownGet prompt for a specific tool.alternatives
singapore_cache_info
io.github.olano-ai/mcp-singapore
unknownInspect cache status.alternatives
singapore_capability_registry
io.github.olano-ai/mcp-singapore
unknownReturns full native, delegated, and constrained mapping of sg_* compatibility capabilities.alternatives
singapore_capability_check
io.github.olano-ai/mcp-singapore
unknownLook up one capability record.alternatives
singapore_prompt_categories
io.github.olano-ai/mcp-singapore
unknownList prompt categories.alternatives
singapore_tool_profiles
io.github.olano-ai/mcp-singapore
unknownInspect exact live counts and optionally list every tool in a profile.alternatives
list_professions
io.github.oleg-vdv/kepil
unknownList all available professions (job definitions)alternatives
pmb_dashboard
io.github.oleksiijko/pmb-ai
unknownOpen a local web UI to view memoryalternatives
get_design_tokens
@onemrvapublic/design-system-mcp-server
unknownRetrieve design tokens for the ONEM/RVA Design Systemalternatives
get_component_docs
@onemrvapublic/design-system-mcp-server
unknownGet documentation for a specific design system componentalternatives
trainbud
Zsadigzade/trainbud
unknownAsk about workouts, sleep, recovery, HR, stress, VO2 maxalternatives
get_hierarchy
sprtxbabe/SPRTX MCP Server
unknownToken family tree: ancestors above, children belowalternatives
website_summary
samayhuf-star/Website Intelligence MCP Server
unknownAI-powered summary of page contentalternatives
technology_detector
samayhuf-star/Website Intelligence MCP Server
unknownDetect CMS, frameworks, analytics, CDN, and morealternatives
seo_analyzer
samayhuf-star/Website Intelligence MCP Server
unknownSEO analysis — title tags, meta descriptions, headings, imagesalternatives
skills
io.github.paladini/mcp-me
unknownReturns the user's skills (languages, tools).alternatives
projects
io.github.paladini/mcp-me
unknownReturns the user's portfolio projects.alternatives
career
io.github.paladini/mcp-me
unknownReturns the user's career experience.alternatives
interests
io.github.paladini/mcp-me
unknownReturns the user's interests (hobbies, topics).alternatives
goals
io.github.paladini/mcp-me
unknownReturns the user's short and long-term goals.alternatives
faq
io.github.paladini/mcp-me
unknownReturns the user's FAQ Q&A pairs.alternatives
identity
io.github.paladini/mcp-me
unknownReturns the user's identity information (name, bio, contact).alternatives
personality
io.github.paladini/mcp-me
unknownReturns the user's personality traits and values.alternatives
list_chart_types
io.github.palewire/datawrapper-mcp
unknownList available chart types with descriptionsalternatives
get_chart_schema
io.github.palewire/datawrapper-mcp
unknownGet the full configuration schema for a chart typealternatives
palveron_policy_list
io.github.palveron/mcp-server
unknownList the project's active policies so the host can explain its decisions.alternatives
panella_write
io.github.panellatech/panella
unknownPropose a memory for approval; the write is queued and not durable until a named person approves it.alternatives
panella_read
io.github.panellatech/panella
unknownRecall approved memories for the agent's scope.alternatives
panella_approve
io.github.panellatech/panella
unknownApprove a pending memory proposal (requires approval credential).alternatives
panella_list_pending
io.github.panellatech/panella
unknownList all pending memory proposals for the current scope.alternatives
add_decision
io.github.paperdavid/manoma
unknownPrepend a dated decision to /memory/decisions, stamped with the writing client (newest first, keeps last 15)alternatives
get_context
io.github.paperdavid/manoma
unknownLoad the user's identity context — every context section in the author's order, annotations stripped, framed as data about the user. Call onalternatives
get_skill_depth
io.github.paperdavid/manoma
unknownLook up depth in a skill domain, with a calibration hint for the user's levelalternatives
list_sections
io.github.paperdavid/manoma
unknownList every section with its path and sizealternatives
add_lesson
io.github.paperdavid/manoma
unknownPrepend a dated lesson to /memory/lessons, stamped with the writing client (newest first, keeps last 15)alternatives
update_now
io.github.paperdavid/manoma
unknownReplace /now with current focus; a dated '*Updated: … via <client>*' line is appended automaticallyalternatives
set_client
stevysmith/stacktree-dsh
unknownFile a page under a client spacealternatives
list_client_spaces
stevysmith/stacktree-dsh
unknownThe spaces pages are filed underalternatives
store_memory
io.github.parallelromb/smara
unknownStore a fact about a user with importance scoringalternatives
get_user_context
io.github.parallelromb/smara
unknownPre-formatted context string for LLM system promptsalternatives
list_sources
io.github.parnasheps-eng/dark-search-protocol
unknownList all 161 available dark data sources. Filter by domain or layer.alternatives
add_source
io.github.parnasheps-eng/dark-search-protocol
unknownSubmit a new data source to the registry. Bilingual tags supported.alternatives
scan
io.github.parserelay/mcp
unknownParse a document into structured, confidence-scored fields.alternatives
add_step
luna-agente/mcp-think
unknownAppend one structured reasoning step to an existing sequence. Store summaries, evidence, assumptions, or decisions rather than hidden chain-alternatives
revise_step
luna-agente/mcp-think
unknownRevise a previously stored step while preserving a revision trail.alternatives
get_sequence
luna-agente/mcp-think
unknownRead the current state and structured steps of a sequence.alternatives
finish_sequence
luna-agente/mcp-think
unknownComplete a sequence with a final conclusion and optional confidence.alternatives
start_sequence
luna-agente/mcp-think
unknownStart a structured sequential-thinking session. State is stored durably by sequence_id.alternatives
zn_status
tljohnsilver/zn
unknownReturns the gate configuration, active mode (local OSS vs cloud neural), rules version, and health metricsalternatives
pch_identity
io.github.pathcourse-health/mcp-server
unknownLook up agent identity and reputation.alternatives
resolve_company
stevielkim/sec-edgar-mcp
unknownTicker or company name → canonical CIK, with explicit multi-candidate disambiguation when ambiguousalternatives
get_current_intent
io.github.pathmodeio/mcp-server
unknownGet the active intent (first approved, or most recent)alternatives
confirm_intent_dimension
io.github.pathmodeio/mcp-server
unknownResolve a dimension the gate read but could not confirm, or waive one as not applicable.alternatives
get_intent
io.github.pathmodeio/mcp-server
unknownGet a single intent by ID with full detailsalternatives
get_agent_prompt
io.github.pathmodeio/mcp-server
unknownGet a structured execution prompt for an agentalternatives
ff_context
NotchStone/firmforge
unknownQuery register/pin references from the chip knowledge base for the target board.alternatives
telegram_search_methods
io.github.patricktobias86/dynamic-telegram-bot-api-mcp
unknownFuzzy-search names, descriptions, categories, and parameter names of Telegram Bot API methodsalternatives
telegram_get_method
io.github.patricktobias86/dynamic-telegram-bot-api-mcp
unknownRetrieve a method's parameters, required flags, descriptions, return type, and examplesalternatives
telegram_get_type
io.github.patricktobias86/dynamic-telegram-bot-api-mcp
unknownRetrieve an object's fields, union variants, descriptions, and enumsalternatives
telegram_refresh_schema
io.github.patricktobias86/dynamic-telegram-bot-api-mcp
unknownFetch and atomically install the latest official Telegram Bot API schemaalternatives
echo_help
krishngohel/Echo
unknownBuilt-in guide for Echoalternatives
status
io.github.patsa2561-art/mneme-ai
unknownShow what's indexedalternatives
manifesto
io.github.patsa2561-art/mneme-ai
unknownFull canon of meditationsalternatives
list_signals
Aa-ronJS/Doorknock
unknownLists the vocabulary of signals used in profile rules, with meanings and absence implications.alternatives
qualify_lead
Aa-ronJS/Doorknock
unknownRuns research and scores against a lead profile, returning a tier with reasoning.alternatives
inspect_result_tab
io.github.pattrnlabs/grain
unknownInspect the results of a shared result tab by its ID.alternatives
list_docs
io.github.paulbreuler/limps
unknownList all documents in the indexed folder.alternatives
manage_tags
io.github.paulbreuler/limps
unknownManage tags on documents or plans.alternatives
graph_health
io.github.paulbreuler/limps
unknownCheck knowledge graph health and get suggestions.alternatives
graph_search
io.github.paulbreuler/limps
unknownSearch the knowledge graph.alternatives
graph_check
io.github.paulbreuler/limps
unknownCheck for conflicts in the knowledge graph.alternatives
formation.requirements
teakesdev/corpus-agent-kit
unknownA state's exact field checklist, quirks, live pricingalternatives
formation.compare
teakesdev/corpus-agent-kit
unknown19 formation services on price, renewals and agent capability — Corpus included, same rubricalternatives
get_fabric_summary
io.github.pcDamasceno/cisco-sdwan-mcp
unknownGet summary of the fabricalternatives
lookup_drug
io.github.pcmedsinge/mcp-clinical-reasoner
unknownResolve drug name or RxNorm CUI → canonical name, RxCUI, drug-class membership, dose referencealternatives
check_drug_interactions
io.github.pcmedsinge/mcp-clinical-reasoner
unknownDetect drug-drug interactions (DDIs) for 2–10 RxNorm CUIs, sorted by severityalternatives
check_dose
io.github.pcmedsinge/mcp-clinical-reasoner
unknownValidate a proposed single dose (mg) against a built-in table of ~20 common drugsalternatives
check_allergy_conflicts
io.github.pcmedsinge/mcp-clinical-reasoner
unknownCross-reactivity check against 12 allergen classes using built-in tablealternatives
lookup_code
io.github.pcmedsinge/mcp-terminology
unknownLook up a single code — returns display, definition, designationsalternatives
translate_code
io.github.pcmedsinge/mcp-terminology
unknownTranslate a code across systems (SNOMED ↔ ICD-10-CM, etc.)alternatives
list_rules
io.github.zaharajabeen13-create/inferra-mcp
unknownInspect a domain's rules — conditions, verdicts, salience, overlapsalternatives
ingest_text
io.github.zaharajabeen13-create/inferra-mcp
unknownAdd policy text to a domain's knowledge basealternatives
list_documents
io.github.zaharajabeen13-create/inferra-mcp
unknownBrowse a domain's ingested documentsalternatives
decide
io.github.zaharajabeen13-create/inferra-mcp
unknownMake a decision in a domain (structured facts and/or free text)alternatives
descricao_cid10
io.github.pedropaulofernandes88-stack/saudeemdado
unknownDescrição oficial de códigos CID-10alternatives
percept_discover
io.github.perceptdot/core
unknownScan project, auto-recommend MCP servers based on signalsalternatives
percept_recommend
io.github.perceptdot/core
unknownSearch curated MCP server database by keyword or categoryalternatives
percept_installed
io.github.perceptdot/core
unknownList all MCP servers currently configuredalternatives

FAQ

What are the most reliable knowledge MCP tools right now?

As of the latest check, Glimind tracks 200 knowledge 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 knowledge 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 knowledge 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.