Browse agents
5764 agents, ranked by overall quality.
#3101
yWorks/mcp-typescribe
Provides TypeScript API information so agents can work with APIs not in their training data.
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#3102
ypollak2/llm-router
Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost.
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#3103
zaebee/codegraph-brain
Local Python/TypeScript code graph: call tracing, multi-hop impact analysis, authz reachability audits, coupling metrics and architectural drift detection.
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#3104
zaizaizhao/mcp-swagger-server
Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.
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#3105
zcaceres/fetch-mcp
Fetch JSON, text and HTML data.
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#3106
zelentsov-dev/asc-mcp
Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.
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#3107
gbatistuta0/appfactory
Lets your coding agent ship a SwiftUI iOS subscription app from idea to TestFlight: niche validation with live App Store data, SwiftUI scaffold, Supabase backend, App Store Connect subscriptions and RevenueCat, localization, ASO, screenshots. Gated stages, human approval for irreversible actions, every service optional.
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#3108
zenml-io/mcp-zenml
Connect to ZenML MLOps and LLMOps pipelines.
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#3109
zillow/auto-mobile
Android automation tool suite for developer workflows and testing.
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#3110
ztuskes/garmin-documentation-mcp-server
Offline Garmin Connect IQ SDK documentation with search and API examples.
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#3111
drumst0ck/uploadkit
UploadKit's React upload components, Next.js route handler scaffolds, bring-your-own-storage setup (S3, R2, GCS, B2) and full-text docs search.
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#3112
DigiCatalyst-Systems/dep-diff-mcp
Turns npm or PyPI lockfile diffs into upgrade plans with semver classification, breaking changes, fixed CVEs, migration links and risk-ranked recommendations.
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#3113
hikmahtech/drwhome
Developer utilities: Base64 and URL encoding, JWT decoding, DNS lookup, UUID generation, JSON formatting, User-Agent parsing and IP lookup.
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#3114
NazarKalytiuk/tarn
API testing tool with YAML tests and structured JSON failures agents can act on: run, validate, inspect, rerun failed tests and get fix plans.
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#3115
tooluse-labs/perfetto-mcp-rs
Perfetto trace analysis: run PerfettoSQL queries on trace files, with Chrome tools for page loads, scroll jank, main-thread hotspots and stdlib discovery.
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#3116
mshegolev/jaeger-mcp
Query Jaeger distributed tracing: list services and operations, search and fetch traces, and view service dependencies.
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#3117
parasxos/cpp26-adapter
C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus.
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#3118
graphpilot-oss/graphpilot
Structural memory for coding agents: indexes TypeScript/JavaScript repos for callers, callees, symbol locations and branch-aware blast-radius impact.
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#3119
Disentinel/grafema
Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking.
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#3120
laszlopere/mcp-abacus
Offline calculator that evaluates expressions in fixed-point, IEEE-754 double or exact rational arithmetic, labelling each answer exact or inexact.
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#3121
joaoh82/rustunnel
Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted.
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#3122
JSungMin/vs-token-safer
Routes code search through language-server indexes (clangd, Roslyn, tsserver, pyright) instead of grep, plus symbol-level edits and git/p4 output compaction.
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#3123
ysalitrynskyi/opn-mcp
Shorten links, read click analytics, generate branded QR codes and manage links on opn.onl, the open-source, self-hostable URL shortener.
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#3124
mambalabsdev/mcp-domain-deliverability-checker
Audit a domain's email deliverability (SPF, DKIM, DMARC, MX, blacklists, catch-all, domain age) and get a health score via an Apify actor.
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#3125
ozers/hooksense-mcp
Webhook callbacks for AI agents: create callback URLs, wait for signature-verified webhooks instead of polling, verify HMAC and list or replay callbacks.
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#3126
Eltortilla1/synapse-code-mcp
Structural code context via TypeScript AST analysis: compressed symbol indexes, dependency graphs and git diffs, without a vector database or embeddings.
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#3127
richer-richard/fenestra
Headless rendering and verification of native Rust GUIs: accessibility tree, semantic selectors, contrast and focus-order checks, and screenshot diffs.
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#3128
chaoz23/inkcheck
CI for ink interactive-fiction stories: compiles, playtests every branch and finds runtime errors, unreachable knots and every distinct ending.
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#3129
swapnanil/vectr
Semantic codebase search and persistent working memory: hybrid dense and BM25 search over AST-aware chunks, a symbol graph and notes that survive restarts.
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#3130
SunrisesIllNeverSee/sigrank-mcp
Leaderboard ranking AI coding operators by token efficiency, with signed submissions, diagnostics and simulations; only token counts leave the machine.
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#3131
Bishop81/imagedimensions-mcp
Audit images on a web page via the imagedimensions.com API: natural vs rendered dimensions, oversized-image detection and format breakdown.
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#3132
sebastienrousseau/rlg
Log tools for on-call and SRE workflows over rlg (RustLogs) files: tail events by level or target, filter with JSON-path predicates and summarize errors.
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#3133
chrassy/klanex-mcp
Async execution for agent tool calls: payload schema checks, retries and circuit breakers, idempotency keys, approval gates, replay and signed-webhook results.
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#3134
get-tmonier/argot
Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests.
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#3135
MikhailHal/ariadne
Affected-test selection for Kotlin/Android projects: finds the unit tests impacted by working-tree changes via function-level static analysis.
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#3136
PackkitLabs/packkit-mcp
Scaffold and upgrade multi-language projects with the create-packkit generators, and compose a frontend and backend into one fullstack repo.
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#3137
gvasile29/qai-consultant
Local retrieval over ISTQB, OWASP, IEEE, ISO and EU AI Act QA standards, plus QA effort estimation, QA document review and JUnit/CSV flakiness analysis.
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#3138
MGM-FALCON/quelllm-mcp
Search the quelllm.fr open-weights LLM catalog: compare models by parameters, VRAM per quantization, speed and license, and estimate VRAM and costs.
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#3139
imqueue/mcp
Search @imqueue docs, scaffold typed services and clients, access the CLI and manage your service fleet.
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#3140
WCAG-Compliance/wcagc-mcp
Accessibility scanning with axe-core (WCAG 2.1 AA, EN 301 549, PDF/UA) via wcagc: scan URLs and PDFs, crawl sites, replay journeys and read violation trends.
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#3141
srbsa/diffgate
Deterministic guardrail for AI-written diffs: AST-based checks for SQLi, SSRF, XXE, hardcoded secrets and over-abstraction, scoped to the changed lines.
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#3142
shakaran/symfony-agent-mcp
Read-only introspection of Symfony codebases: routes, controllers, services, entities, schema, migrations, Doctrine, Messenger, Twig and API Platform.
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#3143
ms-methos/jsonfabrica-mcp-server
Generate realistic, schema-conformant JSON test data (single documents or relational batches) from reusable templates via the JsonFabrica API.
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#3144
servelink-swyftlabs/serve-mcp
Public HTTPS links for local files, directories or dev servers, via a live tunnel or published copy, with password protection, TTLs and named subdomains.
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#3145
Yocoolab/mcp-server
Pin visual feedback on live web pages with the Yocoolab extension and hand it to coding agents with the element, selector and screenshot attached.
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#3146
JeanFrancoisGagne/crapkit
Read-only per-function CRAP scores (complexity and coverage) that point to the worst function to fix next, with uncovered lines and near-duplicates.
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#3147
KallistoX/mcp-unifi-applications
Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples. Docs only, no controller access.
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#3148
xarl3z/magzdown-agent-tools
Turn Markdown into a shareable link rendered as a typeset document (tables, Mermaid, math, pagination); content is stored in the URL, not uploaded.
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#3149
gba3124/anyhook-mcp
Create live webhook endpoints and read back the deliveries they receive; endpoints keep working after the session ends.
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#3150
metabolism-tools/workspace-metabolism
Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal.
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#3151
WilliamSmithEdward/xlide_mcp
Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.
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#3152
motock/fagan
Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.
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#3153
ni-c/opengist-mcp
Read, search, create, update and delete gists on your own [Opengist](https://github.com/thomiceli/opengist) instance — the self-hosted pastebin powered by Git. File contents and revisions, commit history, forks and likes. Bounded results, untrusted-content markers, and a server-issued confirmation token on everything that deletes or publishes. `npx -y opengist-mcp`
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#3154
A1-x-Tech/mcp-yandex-dostavka
Yandex Delivery B2B API: express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
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#3155
A1-x-Tech/mcp-yango-delivery
Yango Delivery B2B API (international Yandex Delivery): express-courier price checks, delivery claims, courier tracking and confirmation codes.
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#3156
jordandalton/doordash-mcp-server
Unofficial DoorDash Delivery integration.
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#3157
arthurpanhku/DragonMCP
Greater China local services: Meituan/Ele.me delivery, Didi ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 rail and Taobao/JD shopping.
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#3158
catrinmdonnelly/royalmail-mcp
Book, label, track and cancel Royal Mail and Parcelforce shipments across UK and international services.
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#3159
CydVilla/peckish
Order food and groceries on DoorDash via its CLI (macOS arm64): search stores, compare fee-included totals, build carts; orders need user approval.
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#3160
iafanasov/packzoo-mcp
Compare parcel and letter delivery prices across carriers in 27 European countries.
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#3161
smklog/parcel-shipping-rates-mcp
Live USPS, UPS, FedEx and DHL rates for parcels shipped from the US, from a plain item description, plus checkout links, checkout status and tracking.
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#3162
warpfreight/warp-agent-mcp
Book LTL, FTL, van and box-truck freight through the Warp network, with in-chat login, Stripe-charged bookings and carrier dispatch.
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#3163
Dudude-bit/yandex-lavka-mcp
Unofficial Yandex Lavka (Russia) grocery ordering: search the catalog, build a cart and place orders with two-step confirmation before any charge.
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#3164
Yang1Bai/claw-tsaver
MCP proxy that replaces oversized tool results with a preview and an on-demand handle to save tokens.
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#3165
childrentime/reactuse
Discover ReactUse React Hooks: signatures, demos and usage patterns from the library docs.
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#3166
kannajune/mcp-architect
Local codebase architecture analysis: tech-stack overview, internal dependency graph with cycle detection, risk hotspots and module summaries.
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#3167
todah-zg/codemagic-mcp
Build, sign and publish iOS and Android apps via Codemagic CI/CD, App Store Connect and Google Play.
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#3168
deslay1/amendor-mcp
Let non-technical users request UI changes on your live site, then pull each request with its element and page into your coding agent to open a PR.
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#3169
LS-SIEM-LLP/qa-probe
Probe live APIs and classify why each endpoint failed, with root cause, evidence and confidence. Supports FastAPI, Express, Next.js, tRPC and GraphQL.
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#3170
zyqzyq/Unfour
Local-first backend dev workspace: API debugging, SSH, database and diagnostics tools, with scoped safety policies and confirmation for risky actions.
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#3171
getproxykit/proxykit-mcp
Drive the local ProxyKit MITM debugging proxy: inspect HTTP(S), gRPC and WebSocket traffic, create mocks and rewrites, replay requests and run chaos scenarios.
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#3172
dockndevai/mcp-laya
Fast, local, non-autoregressive System-1 decision engine as MCP tools — typed decisions (classify / score / yes-no) over text, email, tickets or JSON in 100+ languages, with calibrated confidence and no text generation, so nothing to hallucinate. Offloads routing/triage/gating judgment calls from the main model; runs on-device, offline by default. `pipx install mcp-laya`
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#3173
inity13/decisionmatrix-mcp
Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity analysis.
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#3174
abhiphile/fermat-mcp
Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.
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#3175
agmonetti/mathmethods-mcp
Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.
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#3176
Archerkattri/mathlas
Math tools for agents: theorem search, PSLQ constant identification, OEIS lookup, Lean kernel checks and applicability checklists.
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#3177
arrismo/kaggle-mcp
Connect to Kaggle to download and analyze datasets.
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#3178
aurelio-nakamura/dataloupe
Offline tabular data access: describe, preview and query CSV, TSV, JSON, Parquet and Excel files, diff datasets and build an interactive HTML explorer.
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#3179
avisangle/calculator-server
Mathematical computations: basic arithmetic, advanced functions, statistical analysis, unit conversions and financial calculations.
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#3180
bradleylab/stella-mcp
Create, read, validate and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
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#3181
Bright-L01/networkx-mcp-server
Graph analysis with NetworkX: centrality algorithms, community detection, PageRank and graph visualization.
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#3182
chohyerinn/filter-mcp-server
Compare approximate filter data structures: Bloom, Counting Bloom, Cuckoo and SuRF.
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#3183
ChronulusAI/chronulus-mcp
Forecasting and prediction with Chronulus AI agents.
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#3184
clouatre-labs/math-mcp-learning-server
Educational server for math operations, statistics, visualization and persistent workspaces.
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#3185
Daichi-Kudo/llm-advisor-mcp
Real-time LLM and VLM comparison with benchmarks, prices and personalized recommendations from multiple data sources.
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#3186
DataEval/dingo
Data quality evaluation with Dingo: run rule-based and LLM-based evaluations and list its rules and prompts.
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#3187
FantasyLab-ai/aurora
Transparent statistical analysis with cited findings, integrity-hashed result bundles and a calibration corpus of measured detector false-fire rates.
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#3188
growthbook/growthbook-mcp
Create and interact with GrowthBook feature flags and experiments.
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#3189
gpartin/WaveGuardClient
Physics-based anomaly detection with Klein-Gordon wave equations: scans, fingerprinting, token risk, wallet profiling and price manipulation detection.
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#3190
haiiibin/data-profiler-mcp
Profile local tabular files (CSV, TSV, Parquet, Excel, JSON): dataset overview, per-column statistics, data-quality audits and dtype suggestions.
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#3191
headlessherm-creator/polymath-megablaster-mcp
Local deterministic calculations: exact-precision math, date arithmetic, unit conversion, statistics, subnet math, haversine and Levenshtein distance.
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#3192
HumanSignal/label-studio-mcp-server
Create, manage and automate Label Studio projects, tasks and predictions for data labeling workflows.
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#3193
jjsantos01/jupyter-notebook-mcp
Interact with and control Jupyter Notebooks.
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#3194
jonahthan433/cortexcloud-mcp
QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base).
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#3195
kdqed/zaturn
Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.
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#3196
Kungie/gut
Judgment calls on small, cheap models: yes/no, pick-one and rate questions about any text, answered YES, NO or UNSURE. Runs on TypeSafe's Jev, open models on Ollaya, Ollama or a local NLI model; `each` judges up to 1,000 texts per call.
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#3197
leap-laboratories/discovery-engine
Exploratory data analysis that finds feature interactions and subgroup effects, with p-values, effect sizes and literature citations.
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#3198
lihtness/gnomon-mcp
Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit conversion.
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#3199
mckinsey/vizro-mcp
Create validated, maintainable data charts and dashboards with Vizro tools and templates.
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#3200
mrnh/rigor
Classical hypothesis testing, effect sizes, power and sample-size analysis and multiple-comparisons correction, returned as cited, assumption-checked answers.
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