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    Provides a stable, side-effect-free MCP tool contract that enables AI workflows to be prototyped, demoed, tested, or dry-run without connecting to databases, APIs, files, or other real data sources. It enables swapping in a real data server later without changing the AI-facing interface.
    4
    301 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes 11 agent-native QA tools over stdio so coding agents can discover a project, analyze risk, select the smallest relevant test set, generate and dry-run tests, triage failures, propose tiered heals, analyze flakes, generate quality reports, and evaluate release readiness. Planning and healing tools stay read-only or propose-only, while execution defaults to dry-run, keeping agent actions safe and evidence-backed.
    MIT
  • F
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    B
    maintenance
    Enables MCP clients and agents to query synthetic football match state, key moments, win probability, and player profiles, and to verify claims and on-screen overlay numbers against match state.
    -
  • A
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    maintenance
    Enables AI agents to safely run test suites over MCP, returning concise JUnit-based results, trimmed tracebacks, rerun-failed support, and flaky-test detection while handling timeouts, process cleanup, and bounded output.
    MIT
  • A
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    quality
    C
    maintenance
    Enables building, verifying, and simulating classic Logisim 2.7.1 .circ circuits through file management, low- and high-level circuit construction, truth-table generation, and clocked sequential simulation.
    MIT
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    Not graded
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    maintenance
    Enables MCP clients to review Ceramic and ordinary websites with desktop/mobile browser QA, deterministic design and accessibility checks, optional visual judgement, and repeatable fix verification backed by preserved screenshots and reports.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables an AI to statically lint Dockerfiles and compose files without Docker by parsing their true structure, reporting line-numbered findings with concrete fixes, and analyzing cache order, .dockerignore matching, and safe fix previews as diffs.
    MIT
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    license
    Not graded
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    C
    maintenance
    Enables agents to lint OpenAPI specifications and detect breaking changes between two versions of an API, normalising Swagger 2.0 and OpenAPI 3.0/3.1 into a single model with safe $ref resolution. It exposes schema-walking and example-validation tools over stdio, classifying each change as breaking, potentially breaking, or safe based on request-versus-response variance.
    1
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    AI-controlled browser farm — run N isolated Chromium instances with 36 MCP tools for device emulation, screenshots, network/geolocation simulation, and diagnostics. Cross-platform: Windows GUI + headed/headless on Linux/macOS.
    12
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  • A
    license
    A
    quality
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    maintenance
    Enables AI agents to submit npm, PyPI, Go, or Maven packages and manifests to the free OSV.dev database and receive per-package and per-advisory results with CVE mappings, CVSS scores, severities, and the versions that fix each issue. It also supports filtering by minimum severity, de-duplicating alias advisories, and machine-readable error/warning rows for CI gates and upgrade recommendations.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Read visual bug reports from Feedbug in your AI coding agent: screenshot, console logs, failed network requests, session replay and the DOM context of the element the tester clicked. Trace the bug to its source file, comment and resolve without leaving the editor.
    7
    7 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Fail-closed merge gate for AI coding agents: verify_repo runs the tests that existed before the change against a git working tree and answers MERGE, BLOCK or INCONCLUSIVE. The agent names what to judge; the operator pins the baseline and the floors.
    2
    104 PyPI
    4
    AGPL 3.0
  • A
    license
    A
    quality
    A
    maintenance
    Checks whether a coding agent's fix is really guarded by a test: check_fix takes the latest change back out of a copy of the project, runs its tests, and says whether any test noticed; ask_bite does the same for past fixes. Free, no API key.
    2
    668 PyPI
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Measures what MCP servers cost in context tokens: probes a URL or a local command now, measures a whole config file, and looks up the daily results for every server in the official MCP registry on mcpcost.ulehla.dev.
    6
    2
    MIT
  • A
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    A
    quality
    C
    maintenance
    Lets an AI assistant statically scan HTML and JavaScript landing-page code that turns Meta's fbclid URL parameter into the _fbc cookie (and hand-written _fbp cookies), flagging known ways the click ID is changed, truncated, or kept from an older ad, without executing the code or contacting Meta.
    2
    53 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to drive the 1C:Enterprise test client directly, opening forms, reading and modifying data, working with tables, and recording or replaying action scenarios. Connects to local or remote test clients over their network protocol without a testing manager.
    11
    84
    AGPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    Provides instant GDScript syntax validation and diagnostics by bridging Godot's native Language Server Protocol to MCP clients. Enables real-time syntax checking in AI assistants without requiring custom plugins or context switching to the Godot editor.
    4
    96 npm
    47
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Give AI agents 10 offline tools for market observations, repeated headlines, forecast evaluation, correlation risk and statistical checks. Preserve source clocks, missing data and stated assumptions. Python, CLI and MCP share the same zero-dependency core; no feed collection or trade execution.
    2
    10
    38 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Email inboxes for AI agents: create a throwaway inbox, then block until the OTP or magic link arrives and get it back as a field. 7 tools, stdio, Python.
    8
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables a language model to run four deterministic data checks it cannot argue with — column-contract validation with an explicit quarantine list, arithmetic reconciliation of opening/movements/closing, distinct entity counting against row counts, and duplicate detection returned for human review — each answering with structured findings and row/column locators. Failures come back as results with reasons, so the model reports exactly which rows and columns are broken rather than asserting the data is clean.
    4
    14 PyPI
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI agents to measure Chinese, Japanese and Korean page titles by rendered pixel width and judge whether they fit Google's search result column, flagging titles that would be truncated or cut near the edge. It also reads tags from local HTML files or directories and applies the same width, boilerplate and keyword-zone checks.
    2
    55 npm
    MIT
  • A
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    A
    quality
    B
    maintenance
    MCP server for verifying AI agent claims vs reality — single-transcript inline grounding-check that flags when an agent's response states facts not in the input context, when its code silently swallows exceptions and substitutes mock data, or when its multi-turn transcript contains contradictions or unverified completion claims. Sub-second, local, free, no API calls.
    4
    33 PyPI
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables independent, read-only adversarial review of candidate test cases and bug findings, returning a review delta that authoring agents reconcile before writing final artifacts.
    3
    46 npm
    1
    MIT