Agent Harness Capability Report

Observed capabilities of the current agent harness — generated by agent-harness-explorer.
Observed: 2026-07-14T07:27:33Z
Python: 3.12.9
Platform: Linux-6.12.8+-x86_64-with-glibc2.38
Skill: 0.1.0
Probe suite: 0.1.0
Catalog: 1.1
Fingerprint: sha256:a67d3bed117d3fd852664637c6928effb4f02b4645c1e57b902f72148ef5d5d6
97
Python libraries
0
Uncataloged
119
Available caps
19
Tools/Skills/MCP
0
Restricted
3
Unknown/unverified

Runtime & environment

CapabilityStatusValue
python.runtimeavailable3.12.9
runtime.filesystem:temp-diravailableTrue
runtime.filesystem:writeunverified
runtime.network:httpsunverified
runtime.osavailableLinux
runtime.subprocess:execunverified

Tools, skills & MCP

Enumerated from the agent's own context. Absent items are recorded as not-visible, never unsupported.
Built-in tools (11)
KnowledgeSearchbashcreateeditglobgreplist_bashread_bashskillstop_bashview
Agent skills (8)
agent-harness-exploreranalyzing-csvanalyzing-docxanalyzing-htmlanalyzing-markdownanalyzing-pdfanalyzing-pptxanalyzing-xlsx
MCP servers (0)
None observed.
MCP tools (0)
None observed.

Python library inventory

97 discovered — 97 cataloged, 0 new.
AI
LibraryVersionDescriptionDocs
dracarys0.1.0Copilot Studio enhanced orchestrator that powers the agent.Documentation
fastembed0.8.0Lightweight, fast library for generating text and image embeddings.Documentation
github-copilot-sdk1.0.2Python SDK for programmatic control of the GitHub Copilot CLI over JSON-RPC.Documentation
hf-xet1.5.1Xet storage backend for fast Hugging Face Hub uploads and downloads.Documentation
huggingface_hub1.23.0Client for sharing and downloading models and datasets on the Hugging Face Hub.Documentation
magika0.6.3Deep-learning-based file content type detection from Google.Documentation
onnxruntime1.27.0Cross-platform inference and training accelerator for ONNX models.Documentation
py_rust_stemmers0.1.8Fast Snowball word stemmers implemented in Rust.Documentation
rank-bm250.2.2Collection of BM25 ranking algorithms for information retrieval.Documentation
rapidocr-onnxruntime1.4.4OCR toolkit running PaddleOCR models via ONNX Runtime.Documentation
tokenizers0.23.1Fast, production-ready text tokenizers from Hugging Face.Documentation
Data
LibraryVersionDescriptionDocs
narwhals2.23.0Compatibility layer for pandas, Polars, and other dataframe libraries.Documentation
pyarrow25.0.0Python bindings for Apache Arrow columnar in-memory data.Documentation
shapely2.1.2Manipulation and analysis of planar geometric objects.Documentation
Data science
LibraryVersionDescriptionDocs
mpmath1.3.0Arbitrary-precision floating-point arithmetic.Documentation
numpy2.5.1Fundamental package for array computing and numerical work.Documentation
pandas3.0.4Fast, flexible data structures for tabular data analysis.Documentation
sympy1.14.0Symbolic mathematics and computer algebra system.Documentation
Documents
LibraryVersionDescriptionDocs
markdownify1.2.3Convert HTML into Markdown.Documentation
markitdown0.1.6Convert files and Office documents to Markdown for LLM workflows.Documentation
noto-cjk-fonts1.0.0Bundled Noto Sans and Serif CJK fonts for rendering Chinese, Japanese, and Korean text.Documentation
pdfminer.six20260107Extract text, layout, and metadata from PDF files.Documentation
pdfplumber0.11.10Extract text, tables, and shapes from PDFs, built on pdfminer.six.Documentation
pypdf6.14.2Read, split, merge, and transform PDF files in pure Python.Documentation
pypdfium25.11.0Python bindings to PDFium for rendering and inspecting PDFs.Documentation
reportlab5.0.0Generate PDF documents and graphics programmatically.Documentation
Images
LibraryVersionDescriptionDocs
opencv-python-headless5.0.0.93OpenCV computer-vision library packaged without GUI dependencies.Documentation
pillow12.3.0Image processing library for opening, editing, and saving images.Documentation
pyclipper1.4.0Python wrapper for the Clipper polygon clipping and offsetting library.Documentation
Networking
LibraryVersionDescriptionDocs
anyio4.14.1Asynchronous concurrency and networking layer over asyncio and Trio.Documentation
grpcio1.82.1gRPC framework for high-performance remote procedure calls.Documentation
grpcio-tools1.82.1Protocol Buffers and gRPC code-generation tools for Python.Documentation
h110.16.0Pure-Python, spec-compliant HTTP/1.1 protocol implementation.Documentation
httpcore1.0.9Minimal low-level HTTP client that powers the HTTPX transport.Documentation
httptools0.8.0Fast HTTP request and response parser based on the Node.js parser.Documentation
httpx0.28.1Next-generation HTTP client with sync and async support.Documentation
idna3.18Internationalized Domain Names in Applications (IDNA) encoding support.Documentation
requests2.34.2Simple, human-friendly HTTP client for Python.Documentation
urllib32.7.0Powerful, user-friendly HTTP client library.Documentation
uvloop0.22.1Fast, drop-in replacement for the asyncio event loop built on libuv.Documentation
websockets16.1Library for building WebSocket servers and clients with asyncio.Documentation
Office documents
LibraryVersionDescriptionDocs
et_xmlfile2.0.0Low-memory helper for writing large XML files, used by openpyxl.Documentation
mammoth1.12.0Convert Word .docx documents to HTML or Markdown.Documentation
openpyxl3.1.5Read, create, and modify Excel .xlsx workbooks.Documentation
python-docx1.2.0Create and manage Microsoft Word .docx files.Documentation
python-pptx1.0.2Create and update Microsoft PowerPoint .pptx presentations.Documentation
xlsxwriter3.2.9Create Excel .xlsx files with formatting, charts, and formulas.Documentation
Security
LibraryVersionDescriptionDocs
certifi2026.6.17Curated collection of Mozilla root CA certificates for TLS validation.Documentation
cryptography49.0.0Cryptographic recipes and primitives for Python.Documentation
defusedxml0.7.1XML parsing hardened against denial-of-service and entity-expansion attacks.Documentation
PyJWT2.13.0Encode and decode JSON Web Tokens (JWT).Documentation
Serialization
LibraryVersionDescriptionDocs
flatbuffers25.12.19Memory-efficient cross-platform serialization library.Documentation
orjson3.11.9Fast JSON serialization library implemented in Rust.Documentation
protobuf7.36.0rc1Google Protocol Buffers language-neutral data serialization.Documentation
PyYAML6.0.3YAML parser and emitter for Python.Documentation
Utilities
LibraryVersionDescriptionDocs
annotated-doc0.0.4Attach inline documentation to values using the typing Annotated hint.Documentation
annotated-types0.7.0Reusable constraint types for use with typing Annotated.Documentation
cffi2.1.0Foreign Function Interface for calling C code from Python.Documentation
charset-normalizer3.4.9Character-set detection and text encoding normalization.Documentation
click8.4.2Composable toolkit for building command-line interfaces.Documentation
cobble0.1.4Create Python data objects with generated equality and repr methods.Documentation
filelock3.29.7Platform-independent advisory file locking mechanism.Documentation
fonttools4.63.0Read, write, and manipulate TrueType and OpenType fonts.Documentation
fsspec2026.6.0Unified pythonic interface to local, remote, and embedded filesystems.Documentation
Jinja23.1.6Templating engine for generating text and HTML output.Documentation
loguru0.7.3Simplified, opinionated logging for Python.Documentation
mmh35.2.1Python bindings for the MurmurHash3 non-cryptographic hash.Documentation
packaging26.2Core utilities for Python package versions, specifiers, and markers.Documentation
pycparser3.0Complete C99 parser written in pure Python.Documentation
pydantic2.14.0a1Data validation and settings management using type hints.Documentation
pydantic-settings2.14.2Settings management using Pydantic models and environment variables.Documentation
pydantic_core2.47.0Rust-based validation core that powers Pydantic v2.Documentation
pyparsing3.3.2Library for creating and executing grammar-based text parsers.Documentation
python-dateutil2.9.0.post0Powerful extensions to the standard datetime module.Documentation
python-dotenv1.2.2Load environment variables from .env files.Documentation
setuptools83.0.0Build system and packaging tools for Python projects.Documentation
six1.17.0Python 2 and 3 compatibility helpers.Documentation
tabulate0.10.0Pretty-print tabular data in a variety of text formats.Documentation
tqdm4.68.4Fast, extensible progress bar for loops and iterables.Documentation
typing-inspection0.4.2Runtime inspection utilities for typing annotations.Documentation
typing_extensions4.16.0Backported and experimental type hints for older Python versions.Documentation
tzdata2026.3IANA time zone database packaged for Python.Documentation
watchfiles1.2.0Fast file-change watching and auto-reloading, powered by Rust.Documentation
wheel0.43.0Reference implementation of the Python wheel packaging format.Documentation
Visualization
LibraryVersionDescriptionDocs
contourpy1.3.3Calculate contour lines and filled contours from 2D grids.Documentation
cycler0.12.1Composable style cycles used by Matplotlib.Documentation
kiwisolver1.5.0Fast implementation of the Cassowary constraint solver used by Matplotlib.Documentation
matplotlib3.11.0Comprehensive library for creating static and animated plots.Documentation
plotly6.9.0Interactive, browser-based charting and plotting library.Documentation
seaborn0.13.2Statistical data visualization built on Matplotlib.Documentation
Web
LibraryVersionDescriptionDocs
beautifulsoup44.15.0Parse and navigate HTML and XML documents.Documentation
fastapi0.139.0Modern high-performance web framework for building APIs with type hints.Documentation
lxml6.1.1Fast XML and HTML parsing and XPath querying.Documentation
MarkupSafe3.0.3Safely add untrusted strings to HTML and XML markup.Documentation
soupsieve2.8.4CSS selector library used by Beautiful Soup.Documentation
starlette1.3.1Lightweight ASGI framework and toolkit that underpins FastAPI.Documentation
uvicorn0.51.0Lightning-fast ASGI server implementation.Documentation
New packages (0)
These packages are not yet in the agent-harness-explorer skill’s curated catalog. Descriptions below are read from each package’s installed metadata (0 of 0 self-described).
LibraryVersionDescriptionDocs
Snapshot 2026-07-14T07-27-33Z · generated by agent-harness-explorer