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    license
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    Enables agents to reconcile piping material take-offs against Plant 3D SCSA exports by previewing diffs and applying quantity corrections, insertions, and gated removals with dry-run and explicit confirmation flags.
    2
    MIT
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    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search multiple tech job boards at once, summarize what the market is asking for, and rank postings by how well they match a user's own skills.
    5
    MIT
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    quality
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    Provides access to VisiData functionality for data analysis, visualization, and transformation across multiple formats. Supports advanced features like correlation heatmaps, skills analysis, salary benchmarking, and statistical distribution plots.
    15
    16 npm
    MIT
  • A
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    Enables reading and editing Avo tracking plans through natural language, with skills for designing new plans and working with existing ones.
    1
    MIT
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    Audits extracted balance sheets, income statements, and cash flow reports for mathematical consistency and formula balancing, reconstructing complex financial tables and resolving cross-references from document or OCR payloads. Also performs spatial layout parsing and PII redaction, returning structured matrices and validation telemetry over MCP.
    7
    MIT
  • A
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    quality
    B
    maintenance
    Provides a modular MCP server to integrate with IBM Data Intelligence services, enabling secure interaction with data intelligence capabilities via tools and skills.
    106 PyPI
    20
    Apache 2.0
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    maintenance
    Enables deterministic reconstruction of complex tables from OCR bounding-box payloads, recovering multi-column layouts, merged headers, and grid hierarchies. It also supports formula consistency auditing and sensitive PII redaction for document processing pipelines.
    7
    MIT
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    Enables AI assistants to inspect and extract data from local CSV, TSV, JSONL and log files far larger than available RAM, using bounded memory, crash-resilient resumable runs, and streamed progress. All file access is confined to user-approved directories, keeping the data private to the machine.
    MIT
  • A
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    B
    maintenance
    Enables agents to synchronize, merge, and reconcile distributed state across nodes using conflict-free last-write-wins element sets with Lamport/vector-clock causality, token-bucket gossip dissemination, and quorum-based commit coordination. It runs entirely on the Python standard library and exposes these primitives to Claude Desktop, Cursor, and Windsurf over the MCP JSON-RPC stdio protocol.
    7
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Enables AI agents to interact with Airtable databases via natural language, supporting record CRUD, base listing, and schema exploration.
    279 npm
    MIT
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    quality
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    maintenance
    MCP server providing a single query tool to execute SQL against GetDot Database, enabling schema discovery, data loading, and querying via natural language.
    Apache 2.0
  • A
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    Not graded
    quality
    B
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    Validates ISIN and CUSIP securities identifiers, and converts CUSIP to ISIN. Part of Pipeworx MCP gateway for financial data.
    448 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Live normalized remote-job data across 5 boards — one keyless endpoint, one schema, skill fit-score. No API key required. Tools: search jobs by skills + salary floor, live market stats, and computed salary bands.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables users to compute dampened reorder quantities for SKUs by detecting order surges and applying safety-stock PID damping, order smoothing, and lead-time demand volatility filtering across multi-tier supplier networks.
    7
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  • A
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    maintenance
    An open-source MCP server that imports HR CSV data into an in-memory SQLite database for structured querying and metadata retrieval. It enables users to perform read-only SQL queries and structured searches on employee data through natural language.
    MIT
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    Not graded
    quality
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    maintenance
    Enables AI assistants to fetch real-time quotes, K-line data, and technical indicators for A-share, Hong Kong, US stocks, funds, futures, and options, plus composite stock analysis, market scanning, and sector breakdowns. It also ships preset prompts and skills for technical analysis, stock screening, market overviews, and portfolio monitoring.
    143 npm
    ISC
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents and MCP clients to heuristically parse multi-column document dumps, aligned spacing, and CSV/TSV input, converting them into clean GitHub Flavored Markdown tables and typed JSON. Runs fully offline on the Python standard library with zero external dependencies, returning deterministic results without LLM round-trips.
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