450 projects
swarmauri_distance_canberra
Deprecated standalone compatibility package for canberra distance.
swarmauri_distance_minkowski
Minkowski Distance for Swarmauri.
swarmauri_crypto_pgp
OpenPGP (GnuPG) + AES-GCM crypto provider for Swarmauri
swarmauri_crypto_paramiko
Paramiko-backed RSA + AES-GCM crypto provider for Swarmauri
swarmauri_crypto_nacl_pkcs11
NaCl + PKCS#11 crypto provider for Swarmauri
swarmauri_crypto_jwe
RFC 7516/7518 compliant JWE crypto provider for Swarmauri
swarmauri_crypto_ecdh_es_a128kw
ECDH-ES+A128KW crypto provider for Swarmauri
swarmauri_crypto_composite
Algorithm-routing crypto provider for Swarmauri
swarmauri_cipher_suite_yubikey_fips
FIPS-constrained YubiKey cipher suite for Swarmauri PIV operations
swarmauri_cipher_suite_yubikey
YubiKey-backed cipher suite for Swarmauri PIV signing and key transport
swarmauri_cipher_suite_xades
XAdES signing cipher suite skeleton for Swarmauri
swarmauri_cipher_suite_webauthn
WebAuthn and FIDO2 cipher suite for Swarmauri
swarmauri_cipher_suite_tls13
TLS 1.3 cipher suite policy for Swarmauri
swarmauri_cipher_suite_ssh
OpenSSH cipher suite skeleton for Swarmauri
swarmauri_cipher_suite_sigstore
Sigstore / Cosign signing policy suite for Swarmauri
swarmauri_cipher_suite_pep458
PEP 458 policy and algorithm definitions for Swarmauri cipher suites
swarmauri_cipher_suite_pades
PAdES signing cipher suite skeleton for Swarmauri
swarmauri_cipher_suite_jwa
JWA-focused cipher suite for Swarmauri
swarmauri_cipher_suite_ipsec
IPsec / IKE cipher suite skeleton for Swarmauri
swarmauri_cipher_suite_fips205
FIPS 205 SLH-DSA cipher suite bindings for Swarmauri
swarmauri_cipher_suite_fips204
FIPS 204 ML-DSA cipher suite bindings for Swarmauri
swarmauri_cipher_suite_fips203
FIPS 203 ML-KEM cipher suite bindings for Swarmauri
swarmauri_cipher_suite_fips1403
FIPS 140-3 policy cipher suite for Swarmauri
swarmauri_cipher_suite_cose
COSE-aware cipher suite for Swarmauri
swarmauri_cipher_suite_cnsa20
CNSA 2.0 policy cipher suite with classical and post-quantum algorithms
swarmauri_cipher_suite_cades
CAdES signing cipher suite skeleton for Swarmauri
swarmauri_certs_x509verify
X.509 certificate verification service for Swarmauri
swarmauri_certs_x509
X.509 certificate service for Swarmauri
swarmauri_certs_self_signed
Self-signed certificate builder for Swarmauri
swarmauri_certs_remote_ca
Remote CA certificate service for Swarmauri
swarmauri_certs_local_ca
Local CA certificate service for Swarmauri
swarmauri_certs_composite
Feature-routing certificate service for Swarmauri
swarmauri_billing_stripe
Stripe-backed Swarmauri billing provider for checkout, payments, subscriptions, invoices, refunds, disputes, Connect, and webhooks.
swarmauri_billing_mock
Deterministic in-memory Swarmauri billing provider for testing, examples, and full billing capability contract checks.
swarmauri_auth_idp_salesforce
Salesforce OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_auth_idp_okta
Okta OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_auth_idp_keycloak
Keycloak OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_auth_idp_google
Google OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_auth_idp_gitlab
GitLab OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_auth_idp_github
GitHub OAuth 2.0 / OAuth 2.1 identity provider implementations for Swarmauri
swarmauri_auth_idp_gitea
Gitea OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_auth_idp_facebook
Facebook OAuth 2.0 / OAuth 2.1 / OIDC 1.0 login implementations for Swarmauri
swarmauri_auth_idp_cognito
AWS Cognito OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_auth_idp_azure
Azure Active Directory OAuth 2.0 / 2.1 / OIDC 1.0 login implementations for Swarmauri deployments
swarmauri_auth_idp_aws
AWS IAM Identity Center OAuth 2.0 / 2.1 login implementations for Swarmauri
swarmauri_auth_idp_apple
Apple OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri
swarmauri_agent_skill
Skill-aware agent wrapper for Swarmauri.
swarmauri_typing
Dynamic typing utilities for Swarmauri annotated unions, intersection metadata, and registry-driven component models.
swarmauri_standard
First-party Swarmauri standard components for agents, tools, parsers, vectors, model adapters, and composable intelligence workflows.
swarmauri
Swarmauri namespace microkernel for registry-backed imports, plugin discovery, and composable intelligence infrastructure components.
swarmauri_core
Core interface contracts and shared types for Swarmauri composable intelligence infrastructure components.
swarmauri_base
Reusable Swarmauri base classes, mixins, and dynamic Pydantic component models for composable intelligence infrastructure.
swarmauri_parser_beautifulsoupelement
BeautifulSoup Element Parser for Swarmauri.
swarmauri_mre_crypto_shamir
Shamir secret sharing based MRE crypto provider for Swarmauri
swarmauri_tool_githubloader
Load YAML-defined components directly from GitHub repositories.
swarmauri_mre_crypto_pgp
OpenPGP sealed-per-recipient MRE provider for Swarmauri
swarmauri_tool_containernewsession
Create a new Docker or Kubernetes session.
swarmauri_mre_crypto_ecdh_es_kw
ECDH-ES+A128KW based multi-recipient encryption provider for Swarmauri
swarmauri_tool_containerfeedchars
Execute commands in Docker or Kubernetes containers.
swarmauri_mre_crypto_keyring
Keyring-backed multi-recipient encryption provider for Swarmauri
swarmauri_tool_containermakepr
Create GitHub pull requests from containers.
swarmauri_tokens_tlsboundjwt
mTLS-bound JWT token service for Swarmauri
swarmauri_mre_crypto_age
Age-style X25519 sealed-per-recipient MRE provider for Swarmauri
swarmauri_middleware_time
Middleware for tracking request processing time in Swarmauri applications
swarmauri_tokens_sshsig
SSH signature token service for Swarmauri
swarmauri_tokens_sshcert
OpenSSH certificate token service for Swarmauri
swarmauri_middleware_stdio
Middleware that logs requests and responses to standard output
swarmauri_tokens_remoteoidc
Remote OIDC token verification service
swarmauri_tokens_rotatingjwt
Rotating JWT token service for Swarmauri
swarmauri_middleware_session
Session middleware for maintaining session state across requests.
swarmauri_middleware_securityheaders
Middleware for adding security headers to HTTP responses
swarmauri_middleware_ratelimit
Rate limiting middleware for Swarmauri applications
swarmauri_tokens_paseto_v4
PASETO v4 token service for Swarmauri
swarmauri_middleware_logging
Logging middleware for Swarmauri
swarmauri_tokens_jwt
JWT token service for Swarmauri
swarmauri_tokens_introspection
OAuth 2.0 Token Introspection service for Swarmauri
swarmauri_middleware_jwksverifier
JWKS-based JWT verification middleware for Swarmauri
swarmauri_middleware_llamaguard
Middleware for inspecting and filtering unsafe content using LlamaGuard
swarmauri_tokens_dpopboundjwt
DPoP-bound JWT token service for Swarmauri
swarmauri_tokens_composite
Algorithm-routing token service for Swarmauri
swarmauri_middleware_jwt
JWT validation middleware for Swarmauri applications.
swarmauri_middleware_jsonrpc
Middleware for validating basic JSON-RPC requests
swarmauri_middleware_gzipcompression
Gzip compression middleware for Swarmauri
swarmauri_middleware_httpsig
HTTP signature verification middleware for Swarmauri
swarmauri_storage_minio
MinIO storage adapter for SwarmauriSDK
swarmauri_storage_memory
In-memory storage adapter for SwarmauriSDK
swarmauri_storage_github_release
GitHub Release storage adapter for Peagen
swarmauri_middleware_cors
Custom CORS Middleware for Swarmauri Framework
swarmauri_middleware_exceptionhandling
Custom Exception Handling Middleware for Swarmauri Framework
swarmauri_xmp_webp
WebP handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_xmp_tiff
TIFF/DNG handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_xmp_svg
SVG handler for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_storage_github
GitHub storage adapter stub for Peagen
swarmauri_storage_file
Filesystem storage adapter for Peagen
swarmauri_xmp_pdf
PDF handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_middleware_bulkhead
Bulkhead middleware implementation for Swarmauri
swarmauri_xmp_png
PNG handler for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_middleware_cachecontrol
Middleware for managing HTTP cache headers and client-side caching behavior.
swarmauri_signing_xmld
XML Digital Signature implementation for the Swarmauri SigningBase registry
swarmauri_keyprovider_ssh
SSH-based key provider for Swarmauri
swarmauri_signing_ssh
OpenSSH-based signer for Swarmauri
swarmauri_keyproviders_mirrored
Mirrored key provider for Swarmauri
swarmauri_signing_sigv4
AWS Signature Version 4 signer for Swarmauri
swarmauri_xmp_mp4
ISO-BMFF handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_xmp_jpeg
JPEG handler for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_xmp_gif
GIF handler for embedding and extracting XMP packets in Swarmauri runtimes.
swarmauri_signing_secp256k1
secp256k1-based signer for Swarmauri
swarmauri_signing_rsa
RSA-based signer for Swarmauri
swarmauri_vectorstore_doc2vec
A Doc2Vec based Vector Store and Doc2Vec Based Embedding Model.
swarmauri_signing_pgp
OpenPGP envelope signer for Swarmauri
swarmauri_keyprovider_remote_jwks
Remote JWKS-backed key provider for verification-only use
swarmauri_keyprovider_local
In-memory key provider for development and testing
swarmauri_transport_wsjsonrpcmux
WebSocket JSON-RPC multiplexer transport for Swarmauri agents.
swarmauri_keyprovider_inmemory
In-memory key provider for Swarmauri
swarmauri_keyprovider_hierarchical
Hierarchical key provider for Swarmauri
swarmauri_keyprovider_file
File-backed key provider for Swarmauri
swarmauri_signing_pep458
PEP 458 compatible detached signing provider for Swarmauri
swarmauri_signing_pdf
PDF signer built atop the Swarmauri CMS implementation
swarmauri_transport_uds_unicast
Unix domain socket unicast transport for Swarmauri.
swarmauri_transport_udp
UDP transport family for Swarmauri.
swarmauri_transport_tls_unicast
TLS / mTLS unicast transport for Swarmauri.
swarmauri_signing_openpgp
OpenPGP signer stub registered on the Swarmauri SigningBase registry
swarmauri_signing_hmac
HMAC-based signer for Swarmauri
swarmauri_signing_jws
Composite JWS signer/verifier for Swarmauri
swarmauri_gitfilter_s3fs
S3 git filter for Peagen using s3fs
swarmauri_transport_stdio
STDIO bridge transport for spawning Swarmauri-compatible subprocesses.
swarmauri_gitfilter_minio
MinIO git filter for Peagen
swarmauri_signing_ed25519
Ed25519-based signer for Swarmauri
swarmauri_gitfilter_gh_release
GitHub release backed git filter for Peagen
swarmauri_gitfilter_file
Filesystem git filter for Peagen
swarmauri_evaluatorpool_accessibility
A package providing accessibility and readability evaluators for SwarmAuri
swarmauri_signing_ecdsa
ECDSA-based signer for Swarmauri
swarmauri_transport_sshtunnel
SSH tunnel transport for forwarding Swarmauri traffic through bastions.
tigr
Experimental placeholder package for future Tigr APIs
swarmauri_transport_sseoutbound
Server-Sent Events broadcaster transport for Swarmauri agents.
swarmauri_signing_cms
CMS signer stub registered on the Swarmauri SigningBase registry
swarmauri_signing_dpop
DPoP signer/verifier for Swarmauri
swarmauri_signing_ca
Certificate authority style signer for Swarmauri envelopes
swarmauri_transport_quic
QUIC multiplex transport skeleton for Swarmauri.
swarmauri_evaluator_subprocess
A subprocess-based evaluator for executing and measuring program performance in isolated subprocesses
swarmauri_evaluator_externalimports
Evaluator that detects and penalizes non-built-in Python imports in source files
swarmauri_transport_mtlsunicast
Mutual TLS transport utilities for Swarmauri unicast channels.
swarmauri_transport_meshsidecarhttp2
Client transport for Swarmauri agents targeting mesh sidecar proxies.
swarmauri_evaluator_constanttime
Evaluator that detects timing side channels using fixed-vs-random test
swarmauri_evaluator_anyusage
An evaluator component that detects and penalizes usage of the `Any` type in Python code
swarmauri_evaluator_abstractmethods
An evaluator that verifies all methods in abstract base classes are properly marked as abstract
swarmauri_workflow_statedriven
Swarmauri's StateDrivenWorkflow
swarmauri_keyprovider_pkcs11
PKCS#11 hardware-backed key provider for Swarmauri
swarmauri_tests_loc_tersity
Pytest plugin enforcing line count limits
swarmauri_tests_readme_examples
Pytest plugin that executes README code examples.
swarmauri_publisher_webhook
A Webhook publisher implementation for Swarmauri.
swarmauri_transport_h2mux
Core HTTP/2 multiplexer transport for Swarmauri agents.
swarmauri_transport_h2
HTTP/2 transport adapter built on the Swarmauri H2 mux.
swarmauri_tests_pylicense
Pytest plugin reporting dependency licenses
swarmauri_publisher_redis
A Redis publisher implementation for Swarmauri.
swarmauri_embedding_nmf
NMF Embedding for Swarmauri.
swarmauri_embedding_doc2vec
A Doc2Vec based Embedding Model.
swarmauri_transport_asgi
ASGI transport runner for Swarmauri components using Uvicorn.
swarmauri_publisher_rabbitmq
A RabbitMQ publisher implementation for Swarmauri.
swarmauri_tool_httploaded
Load components from a YAML manifest over HTTP.
swarmauri_parser_asn1
Grammar-driven ASN.1 (X.680/X.690 DER subset) parser plugin for swarmauri-sdk using Lark Earley.
swarmauri_toolkit_containertoolkit
Toolkit bundling container management tools.
swarmauri_toolkit_runtime
Runtime toolkit for explicit-parameter registration, inspection, replacement, listing, and removal of Swarmauri tools during agent execution.
swarmauri_tool_matplotlib
Matplotlib tool for Swarmauri.
swarmauri_certs_pkcs11
PKCS#11-backed certificate service for Swarmauri
swarmauri_parser_keywordextractor
Keyword Extractor Parser for Swarmauri.
monotone-ops
Research-oriented monotone operator catalog for deterministic aggregation, CRDTs, fixpoints, and algebraic dataflow.
swarmauri_pop_x509
X.509 mutual TLS proof-of-possession verifier for Swarmauri
swarmauri_prompt_j2prompttemplate
Jinja2 Prompt Template for Swarmauri.
mto
Planning-stage placeholder reservation for monotone operators.
swarmauri_pop_dpop
DPoP proof-of-possession tooling for Swarmauri services
swarmauri_vectorstore_mlm
Swarmauri MLM Vector Store
swarmauri_vectorstore_git
Swarmauri Git Vector Store
swarmauri_vectorstore_fs
Swarmauri filesystem-aware BM25F vector store
swarmauri_parser_pypdf2
Page-by-page PDF text parser for Swarmauri using PyPDF2 with path and bytes input support.
swarmauri_vectorstore_duckdb
A DuckDB based Vector Store
swarmauri_parser_fitzpdf
High-performance PDF text parser for Swarmauri using PyMuPDF with aggregated whole-document output.
swarmauri_parser_entityrecognition
spaCy-based named-entity recognition parser for Swarmauri with structured entity document output.
swarmauri_parser_bertembedding
BERT-based dense embedding parser for Swarmauri with batch text encoding and document metadata vectors.
swarmauri_vectorstore_annoy
Swarmauri Annoy Vector Store
swarmauri_vectorstore_cloudweaviate
Swarmauri Weaviate Vector Store
swarmauri_ocr_pytesseract
Local Tesseract OCR adapter for Swarmauri with sync, async, and batch image-to-text workflows.
swarmauri_toolkit_jupytertoolkit
A unified toolkit for aggregating standalone jupyter notebook tools.
swarmauri_toolkit_github
Github Toolkit
swarmauri_middleware_ratepolicy
Synchronous retry-policy middleware for Swarmauri with bounded attempts and exponential backoff.
swarmauri_tool_zapierhook
Swarmauri integration tool for posting payloads to Zapier catch-hook webhooks.
swarmauri_middleware_circuitbreaker
Async circuit-breaker middleware for Swarmauri and FastAPI request flows backed by pybreaker.
swarmauri_metric_hamming
Hamming-distance metric for Swarmauri with raw mismatch counts, batched comparisons, and metric-axiom helpers.
swarmauri_tool_webscraping
Swarmauri web-content extraction tool for scraping HTML pages with CSS selectors.
swarmauri_measurement_mutualinformation
Mutual-information feature screening measurement for Swarmauri classification datasets using scikit-learn.
swarmauri_tool_textlength
NLTK-powered Swarmauri text-analysis tool for counting characters, words, and sentences.
swarmauri_measurement_tokencountestimator
Token-budget estimation measurement for Swarmauri using tiktoken encodings and prompt-length preflight checks.
swarmauri_tool_smogindex
Swarmauri readability-analysis tool for calculating SMOG Index scores across text and documentation.
swarmauri_tool_sentimentanalysis
Transformer-based sentiment analysis tool for Swarmauri with compact label-only dictionary output.
swarmauri_matrix_hamming74
Swarmauri Hamming (7,4) matrix community package.
swarmauri_tool_sentencecomplexity
NLTK-powered Swarmauri writing-analysis tool for estimating sentence length and clause complexity.
swarmauri_llm_whisper
Provider-specific Swarmauri import package for Whisper transcription, translation, async, and batch speech-to-text workflows.
swarmauri_llm_playht
Provider-specific Swarmauri import package for PlayHT text-to-speech, voice management, async, and batch audio generation workflows.
swarmauri_tool_searchword
Case-insensitive Swarmauri file-search tool for counting and highlighting word or phrase matches.
swarmauri_llm_perplexity
Provider-specific Swarmauri import package for Perplexity chat, streaming, async, batch, and citation-aware LLM workflows.
swarmauri_llm_openai
Provider-specific Swarmauri import package for OpenAI chat, reasoning, tool-calling, transcription, and text-to-speech workflows.
swarmauri_tool_qrcodegenerator
Swarmauri utility tool for generating QR codes and returning base64-encoded image bytes.
swarmauri_tool_psutil
Swarmauri operations tool for retrieving CPU, memory, disk, network, and sensor telemetry via psutil.
swarmauri_tool_lexicaldensity
NLTK-powered Swarmauri NLP tool for measuring lexical density across prompts, documents, and corpora.
swarmauri_llm_mistral
Provider-specific Swarmauri import package for Mistral chat, tool-calling, streaming, async, and batch LLM workflows.
swarmauri_tool_jupyterwritenotebook
Swarmauri notebook-output tool for writing Jupyter notebook data to disk with read-back verification.
swarmauri_llm_llamacpp
Provider-specific Swarmauri import package for local llama.cpp OpenAI-compatible chat, streaming, async, and batch LLM workflows.
swarmauri_llm_groq
Provider-specific Swarmauri import package for Groq OpenAI-compatible chat, tool use, vision-language, streaming, and audio transcription workflows.
swarmauri_llm_leptonai
Provider-specific Swarmauri import package for Lepton AI hosted chat models, streaming workflows, and SDXL image generation.
swarmauri_llm_hyperbolic
Provider-specific Swarmauri import package for Hyperbolic OpenAI-compatible chat, vision-language inference, streaming, and text-to-speech workflows.
swarmauri_tool_jupytervalidatenotebook
Swarmauri notebook-governance tool for validating Jupyter notebook objects against nbformat schema rules.
swarmauri_tool_jupyterstartkernel
Swarmauri notebook-orchestration tool for starting Jupyter kernels programmatically with jupyter_client.
swarmauri_tool_jupytershutdownkernel
Swarmauri notebook-lifecycle tool for shutting down Jupyter kernels programmatically with jupyter_client.
swarmauri_tool_jupyterruncell
Swarmauri IPython-execution tool for running code cells in an active interactive shell with captured output.
swarmauri_llm_gemini
Provider-specific Swarmauri import package for Google Gemini generateContent, streaming, function calling, tool use, and async LLM workflows.
swarmauri_tool_jupyterreadnotebook
Swarmauri notebook-ingestion tool for reading and validating Jupyter notebooks with nbformat.
swarmauri_llm_falai
Provider-specific Swarmauri import package for fal.ai queue-backed vision-language inference, OCR, image captioning, and visual question answering.
swarmauri_llm_deepseek
Provider-specific Swarmauri import package for DeepSeek OpenAI-compatible chat completions, reasoning models, streaming, async, and batch LLM workflows.
swarmauri_llm_cohere
Provider-specific Swarmauri imports for Cohere Command chat, streaming, async, batch, preamble, and tool-use workflows.
swarmauri_tool_jupytergetshellmessage
A tool designed to retrieve shell messages from a running Jupyter kernel using jupyter_client, useful for debugging execution responses.
swarmauri_llm_deepinfra
Provider-specific Swarmauri import package for DeepInfra OpenAI-compatible chat completions with sync, async, streaming, batch, and JSON workflows.
swarmauri_tool_jupyterfromdict
Swarmauri notebook-construction tool for converting Python dictionaries into validated Jupyter NotebookNode objects.
swarmauri_tool_jupytergetiopubmessage
A tool designed to retrieve messages from the IOPub channel of a Jupyter kernel using jupyter_client, capturing cell outputs and logs.
swarmauri_tool_jupyterexportpython
Swarmauri code-extraction tool for converting Jupyter notebooks into Python scripts with nbconvert.
swarmauri_llm_cerebras
Provider-specific Swarmauri import package for Cerebras Inference chat completions with sync, async, streaming, batch, and JSON workflows.
swarmauri_llm_ai21
Provider-specific Swarmauri import package for AI21 Studio Jamba chat completions with sync, async, streaming, batch, and usage workflows.
swarmauri_llm_anthropic
Provider-specific Swarmauri imports for Anthropic Claude Messages API chat, streaming, async, batch, and tool-use workflows.
swarmauri_tool_jupyterexportmarkdown
Swarmauri Markdown publishing tool for converting Jupyter notebooks into documentation-ready Markdown.
swarmauri_keyprovider_vaulttransit
HashiCorp Vault Transit-backed Swarmauri key provider for non-exportable key lifecycle, public JWKS metadata, Vault RNG, and HKDF.
swarmauri_tool_jupyterexportlatex
Swarmauri publication-export tool for converting Jupyter notebooks into LaTeX and optional PDF artifacts.
swarmauri_keyprovider_gcpkms
Google Cloud KMS-backed Swarmauri key provider for key metadata, encryption, signing, wrapping, public JWKS, and HKDF workflows.
swarmauri_tool_jupyterexecutenotebookwithparameters
Swarmauri papermill tool for executing parameterized Jupyter notebooks and writing executed notebook outputs.
swarmauri_tool_jupyterexporthtml
Swarmauri HTML publishing tool for rendering Jupyter notebooks with nbconvert and optional inline presentation assets.
swarmauri_tool_jupyterexecutenotebook
Swarmauri notebook-execution tool for running Jupyter notebooks with nbclient and capturing cell outputs.
swarmauri_keyprovider_aws_kms
AWS KMS-backed Swarmauri key provider for non-exportable key creation, alias-based rotation, KeyRef metadata, and public JWKS publishing.
swarmauri_embedding_mlm
Trainable Swarmauri embedding component for Hugging Face masked language models, tokenizer adaptation, local fine-tuning, and Vector output.
swarmauri_tool_jupyterexecutecell
Swarmauri code-execution tool for running notebook cells in an active IPython environment with captured output.
swarmauri_certservice_scep
SCEP-oriented Swarmauri certificate service for PKCS#10 CSR creation, challenge-password enrollment requests, response capture, and X.509 parsing.
swarmauri_certservice_stepca
Asynchronous Swarmauri certificate service for smallstep step-ca CSR creation, one-time-token signing requests, and X.509 certificate parsing.
swarmauri_tool_jupyterexecuteandconvert
Swarmauri notebook publishing tool for executing Jupyter notebooks and converting them to rendered output formats.
swarmauri_certservice_ms_adcs
Microsoft AD CS oriented Swarmauri certificate service for PKCS#10 CSR creation, local self-signed certificates, verification, parsing, and auth setup.
swarmauri_tool_jupyterdisplayhtml
A tool designed to render HTML content within a Jupyter Notebook using IPython's HTML display method.
swarmauri_tool_jupyterdisplay
A tool designed to display rich media and object representations in a Jupyter Notebook using IPython's display functionality.
swarmauri_certservice_gcpkms
Google Cloud KMS oriented Swarmauri certificate service for CSR creation, CSR signing, self-signed certificates, verification, and X.509 parsing.
swarmauri_tool_gmail
example community package
swarmauri_tool_jupyterclearoutput
Swarmauri notebook-cleanup tool for clearing code-cell outputs and execution counts from Jupyter notebooks.
swarmauri_certs_csronly
CSR-only Swarmauri certificate service for PKCS#10 request generation with SANs, challenge passwords, and PEM or DER output.
swarmauri_certs_ocspverify
OCSP-based Swarmauri certificate verification service for RFC 6960 revocation checks, responder lookup, and X.509 metadata parsing.
swarmauri_certservice_aws_kms
AWS KMS backed Swarmauri certificate service for CSR signing, self-signed roots, X.509 parsing, and certificate verification.
swarmauri_tool_folium
This repository includes an example of a First Class Swarmauri Example.
swarmauri_certs_crlverifyservice
CRL-based Swarmauri certificate verification service for RFC 5280 revocation checks and X.509 metadata parsing.
swarmauri_tool_downloadpdf
Swarmauri document-ingestion tool for downloading PDFs and returning base64-encoded content.
swarmauri_tool_entityrecognition
Transformer-based named-entity recognition tool for Swarmauri with JSON-serialized grouped entity output.
swarmauri_certs_cfssl
CFSSL REST backed Swarmauri certificate service for CSR signing, bundle verification, PEM/DER conversion, and X.509 parsing.
swarmauri_tool_dalechallreadability
Swarmauri readability-analysis tool for computing Dale-Chall scores across prompts, documents, and educational content.
swarmauri_tests_griffe
Pytest plugin that turns Griffe inspection warnings into failing quality gates for Swarmauri packages.
swarmauri_billing_square
Square-backed Swarmauri billing provider for catalog items, payment links, payments, refunds, subscriptions, invoices, app fees, and webhooks.
swarmauri_tool_captchagenerator
Swarmauri Community Captcha Generator Tool
swarmauri_certs_azure
Azure Key Vault oriented Swarmauri certificate service for PKCS#10 CSR generation, PEM formatting, and certificate workflow helpers.
MediaSigner
Swarmauri signing facade plugin that aggregates registered SigningBase providers.
swamauri_metric_wasserstein
Wasserstein metric plugin for Swarmauri vector comparisons.
swm_example_package
This repository includes an example of a First Class Swarmauri Example.
swarmauri_certs_acme
ACME v2 certificate service for Swarmauri CSR creation, certificate issuance, PEM chain retrieval, and X.509 inspection.
zdx
Z Doc Builder Experience by Swarmauri
swarmauri_billing_razorpay
Razorpay-backed Swarmauri billing provider for payment links, orders, capture, refunds, subscriptions, invoices, transfers, and webhooks.
swarmauri_parser_pypdftk
PDF AcroForm field parser for Swarmauri using PyPDFTK and the native pdftk toolchain.
swarmauri_parser_textblob
Lightweight sentence and noun-phrase parsing package for Swarmauri built on TextBlob and NLTK.
swarmauri_parser_slate
Page-by-page PDF text parser for Swarmauri using slate3k over local file-path inputs.
swarmauri_billing_adyen
Adyen Checkout API backed Swarmauri billing provider for hosted sessions, payments, captures, cancels, refunds, and webhook validation.
swarmauri_experimental
This repository includes experimental components. (Inactive: experimental packages are now standalone.)
swarmauri_state_clipboard
Clipboard-backed Swarmauri state provider for transient desktop workflows and local automation.
swarmauri_signing_dsse
Composable DSSE envelope adapter that layers Pre-Authentication Encoding onto Swarmauri signing providers
swarmauri_billing_authorize_net
Authorize.Net JSON API backed Swarmauri billing provider for transactions, captures, voids, refunds, customer profiles, and webhook validation.
swm_example_community_package
example community package
swarmauri_billing_paystack
Paystack-backed Swarmauri billing provider for checkout, payment initialization, subscriptions, invoices, refunds, splits, and webhook verification.
swm_example_plugin
This repository includes an example of a Swarmauri Plugin.
swarmauri_billing_braintree
Braintree SDK backed Swarmauri billing provider for transactions, settlement, voids, refunds, subscriptions, customers, payment methods, disputes, and webhooks.
EmbeddedSigner
Embed XMP metadata and sign media assets using Swarmauri plugins.
swarmauri_billing_paypal
PayPal REST backed Swarmauri billing provider for products, plans, orders, captures, refunds, subscriptions, invoices, payouts, disputes, and webhooks.
EmbedXMP
Dynamic XMP embed/read/remove orchestration for Swarmauri handlers.
swarmauri_vectorstore_qdrant
Swarmauri Persistent Qdrant Vector Store
swarmauri_vectorstore_redis
Swarmauri Redis Vector Store
swarmauri_vectorstore_pinecone
Swarmauri Pinecone Vector Store
swarmauri_vectorstore_persistentchromadb
A Persistent ChromaDB based Vector Store
swarmauri_vectorstore_neo4j
Swarmauri Neo4j Vector Store
ssot-registry
Umbrella distribution for SSOT that installs the core runtime and primary CLI together.
ssot-cli
Primary CLI distribution for ssot-registry.
ssot-mcp
MCP server for optional SSOT pull-worker control-plane coordination.
ssot-tui
Terminal UI package for ssot-registry workflows.
ssot-conformance
Reusable SSOT conformance harness, pytest plugin, and scaffold helpers.
ssot-codegen
Generators for SSOT contract, CLI, and TUI artifacts.
ssot-core
Core Python runtime, registry model, validation, and release workflow APIs for SSOT.
ssot-views
Derived projections, reports, and graph exports for SSOT.
ssot-contracts
Canonical schemas, templates, manifests, and generated Python contract artifacts for SSOT.
tigrbl_engine_pyspark
PySpark engine plugin for distributed DataFrame integration, analytics workloads, and Tigrbl data workflows.
tigrbl_engine_memdedupe
In-memory dedupe engine plugin for idempotency tracking, duplicate suppression, and Tigrbl workflow coordination.
tigrbl_engine_rediscachethrough
Redis cache-through engine plugin for Redis, PostgreSQL, and Tigrbl data-access acceleration workflows.
tigrbl_engine_bigquery
BigQuery engine plugin for Google BigQuery warehouse sessions, analytics workloads, and Tigrbl engine registration.
tigrbl-kernel
Kernel orchestration for composing Tigrbl runtime plans, bindings, operation dispatch, and optimized ASGI execution.
tigrbl_engine_postgres
PostgreSQL engine plugin for SQLAlchemy sessions, async database workflows, and Tigrbl application persistence.
tigrbl-canon
Deprecated legacy compatibility package for Tigrbl canonical mapping, router binding, schema attachment, RPC and REST exposure, and column inference utilities.
tigrbl_engine_snowflake
Snowflake engine plugin for warehouse sessions, analytical workloads, and Tigrbl engine registration.
tigrbl_engine_memkv
In-memory key-value engine plugin for process-local KV storage, cache workflows, and lightweight Tigrbl services.
tigrbl_engine_redis
Redis engine plugin for cache, data structures, and Tigrbl engine workflows backed by Redis.
tigrbl_engine_dataframe
DataFrame engine plugin for transactional pandas sessions and in-process Tigrbl analytics workloads.
tigrbl_engine_sqlite
SQLite engine plugin for SQLAlchemy sessions, local transactional storage, and Tigrbl application persistence.
tigrbl-ops-webtransport
WebTransport control-plane operation handlers for Tigrbl stream and session coordination.
tigrbl_engine_mempubsub
In-memory pub/sub engine plugin for process-local publish-subscribe channels, events, and Tigrbl realtime workflows.
tigrbl_engine_memqueue
In-memory queue engine plugin for process-local tasks, message workflows, and Tigrbl runtime coordination.
tigrbl-base
Base contract package for Tigrbl apps, routers, tables, sessions, middleware, requests, responses, bindings, and engine interfaces.
tigrbl_engine_csv
CSV engine plugin for file-backed tables, pandas DataFrames, and lightweight Tigrbl data workflows.
tigrbl_engine_memlru
In-memory LRU engine plugin for least-recently-used cache behavior and process-local Tigrbl data workflows.
tigrbl_engine_xlsx
XLSX engine plugin for Excel workbook-backed tables, worksheet data access, and Tigrbl tabular workflows.
tigrbl_engine_pgsqli_wal
PostgreSQL and SQLite WAL engine plugin for transactional Tigrbl workflows and database-backed engine registration.
tigrbl
Schema-first ASGI framework for REST, JSON-RPC, streaming, SSE, WebSocket, runtime plans, hooks, diagnostics, and engine plugins.
tigrbl-ops-oltp
Transactional OLTP operation handlers for Tigrbl CRUD, bulk, REST, JSON-RPC, and database-backed workloads.
tigrbl_engine_inmemcache
In-memory cache engine plugin for process-local TTL, LRU, and fast Tigrbl cache workflows.
tigrbl_engine_inmemory
In-memory database engine plugin for process-local transactional storage, copy-on-write snapshots, and Tigrbl testing.
tigrbl_engine_numpy
NumPy engine plugin for array-to-table helpers, analytical workflows, and Tigrbl data integration.
tigrbl_engine_membloom
In-memory Bloom filter engine plugin for membership checks, rotating TTL windows, and Tigrbl API workflows.
tigrbl_engine_pandas
Pandas engine plugin for transactional DataFrame sessions, tabular workflows, and Tigrbl data integration.
tigrbl_engine_memrate
In-memory rate-limit engine plugin for API quotas, counters, windows, and Tigrbl governance workflows.
tigrbl_engine_clickhouse
ClickHouse engine plugin for analytical database sessions, warehouse workloads, and Tigrbl engine registration.
tigrbl-orm
SQLAlchemy ORM tables, mixins, columns, model helpers, and persistence primitives for Tigrbl applications.
tigrbl_spec
Shared Tigrbl interfaces, protocol definitions, compatibility targets, and specification artifacts for framework integration.
tigrbl-core
Core Tigrbl framework specifications, decorators, schemas, hooks, operations, and primitives for schema-first APIs.
tigrbl-runtime
Execution bridge for compiled Tigrbl kernel plans and narrow runtime context/carrier compatibility.
tigrbl_tests
Reusable Tigrbl pytest fixtures, conformance assertions, integration helpers, and package test utilities.
tigrbl_engine_duckdb
DuckDB engine plugin for embedded analytical database sessions, OLAP workloads, and Tigrbl engine registration.
tigrbl-concrete
Concrete Tigrbl implementations for reusable framework behavior, sessions, routes, responses, and base abstraction adapters.
tigrbl-typing
Typing protocols, aliases, generics, and shared type helpers for Tigrbl framework packages and extensions.
tigrbl-ops-realtime
Realtime, streaming, datagram, websocket, and event operation handlers for Tigrbl ASGI runtimes.
tigrbl-ops-olap
Analytical OLAP operation boundaries for Tigrbl workloads, query-oriented APIs, and engine integrations.
tigrbl_client
Typed Python client for Tigrbl REST and JSON-RPC APIs with sync and async calls, nested resource helpers, and optional Pydantic validation.
tigrbl-atoms
Runtime atom package for Tigrbl stages, phases, typed contexts, event anchors, protocol execution, and composable pipeline algebra.
tigr-asgi-contract-artifacts
Canonical contract artifacts for the Tigr ASGI contract
tigr-asgi-contract
Generated Python contract bindings for the Tigr ASGI contract
tigrcorn-static
Static file origin, file-send, validators, ranges, and cache-aware HTTP responses for the Tigrcorn ASGI server.
tigrcorn-security
TLS 1.3, mTLS, X.509, ALPN, OCSP, CRL, and certificate policy surfaces for the Tigrcorn Python web server.
tigrcorn-observability
Logging, metrics, tracing, DoS warning events, and release-evidence metadata for the Tigrcorn Python web server.
tigrcorn-asgi
ASGI3 scope, event, receive/send, and extension primitives for the Tigrcorn Python web server.
tigrcorn-core
Typed core primitives, errors, constants, and utilities shared by the Tigrcorn ASGI3 Python web server packages.
tigrcorn-transports
TCP, UDP, Unix socket, pipe, in-process, listener, and QUIC transport primitives for the Tigrcorn server stack.
tigrcorn-protocols
Protocol handlers for Tigrcorn HTTP/1.1, HTTP/2, HTTP/3, QUIC, WebSocket, WebTransport, lifespan, and ASGI3 traffic.
tigrcorn
ASGI3 Python web server with built-in HTTP/1.1, HTTP/2, HTTP/3, QUIC, WebSocket, WebTransport, TLS, and certification tooling.
tigrcorn-contract
tigr-asgi-contract adapters and runtime-boundary classification for Tigrcorn ASGI3, WebSocket, and WebTransport surfaces.
tigrcorn-http
HTTP utilities for Tigrcorn headers, entity tags, content coding, range requests, and Python web server responses.
tigrcorn-certification
Certification and release-gate tooling for Tigrcorn HTTP/3, QUIC, WebSocket, WebTransport, and ASGI conformance evidence.
tigrcorn-config
Typed configuration models, profiles, environment loading, and validation for the Tigrcorn ASGI/HTTP server stack.
tigrcorn-runtime
Server runner, app loading, lifecycle hooks, workers, reload, and embedded runtime for the Tigrcorn ASGI3 web server.
tigrcorn-compat
Compatibility and interoperability helpers for Tigrcorn ASGI3 conformance, external peers, and Python web server release gates.
attribution-campaign-context
Portable UTM and attribution telemetry primitives for Tigrbl apps.
ssot-pack-contracts
Shared governance-pack metadata, manifest, and packaged document contracts for SSOT.
seo-aeo-aieo-governance-pack
Installable ADR and SPEC extension pack for SEO, AEO, and AiEO governance.
cache-freshness-governance-pack
Installable ADR and SPEC extension pack for HTTP caching and freshness governance.
digital-signature-governance-pack
Installable ADR and SPEC extension pack for digital-signature and container governance.
url-query-attribution-foundations-governance-pack
Installable SSOT governance pack for URL query parameters, referrer context, UTM conventions, and campaign attribution capture.
tigrbl-identity-testkit
Test fixtures and conformance helpers for the Tigrbl identity package suite.
tigrbl-identity-storage
Storage adapters and Tigrbl/SQLAlchemy tables for the Tigrbl identity package suite.
tigrbl-identity-server
Tigrbl server composition for the Tigrbl identity package suite.
tigrbl-identity-runtime
Runtime assembly and runner profiles for the Tigrbl identity package suite.
tigrbl-identity-rp
Relying-party SDK for the Tigrbl identity package suite.
tigrbl-identity-resource-server
Protected API resource-server SDK for the Tigrbl identity package suite.
tigrbl-identity-principals
Principal and tenant identity models for the Tigrbl identity package suite.
tigrbl-identity-policy
Authorization policy surfaces for the Tigrbl identity package suite.
tigrbl-identity-operator
Operator CLI and evidence workflows for the Tigrbl identity package suite.
tigrbl-identity-oidc
OpenID Connect provider surfaces for the Tigrbl identity package suite.
tigrbl-identity-oauth
OAuth protocol surfaces for the Tigrbl identity package suite.
tigrbl-identity-jose
JOSE, JWT, JWK, JWS, and JWE surfaces for the Tigrbl identity package suite.
tigrbl-auth
Compatibility facade for the Tigrbl identity package suite.
tigrbl-identity-admin
Admin control-plane surfaces for the Tigrbl identity package suite.
tigrbl-identity-core
Core identity primitives for the Tigrbl identity package suite.
tigrbl-identity-credentials
Credential lifecycle and verification surfaces for the Tigrbl identity package suite.
tigrbl-identity-contracts
Public contracts for the Tigrbl identity package suite.
bucketwarden
Python binding surface for the BucketWarden Rust runtime, CLI, and governed operator APIs.
tigrbl_api_hpks
High-trust OpenPGP keyserver APIs built on the Tigrbl application engine.
tigrbl_api_cron
Cron job storage, execution, and result tracking built on the Tigrbl engine.
tigrbl_spiffe
SPIFFE and SPIRE identity app for Tigrbl with workload identity tables, UDS transport, and HTTP API surfaces.
tigrbl_acme_ca
ACME v2 certificate authority app for Tigrbl tables, certificate automation, TLS workflows, and API surfaces.
npmctl-route53
AWS Route 53 DNS provider extension for npmctl.
npmctl-namecheap
Namecheap DNS provider extension for npmctl.
npmctl-godaddy
GoDaddy DNS provider extension for npmctl.
npmctl-digitalocean
DigitalOcean DNS provider extension for npmctl.
npmctl-cloudflare
Cloudflare DNS provider extension for npmctl.
npmctl
Owner-scoped plan/apply/adopt controller for Nginx Proxy Manager resources.
web-performance-rum-governance-pack
Installable SSOT governance pack for Navigation Timing, Resource Timing, User Timing, Performance Timeline, Reporting API, Beacon, and RUM evidence.
mobile-install-attribution-governance-pack
Installable SSOT governance pack for Apple and Android mobile install attribution, app campaign attribution, and privacy-preserving app measurement.
privacy-governance-records-governance-pack
Installable SSOT governance pack for privacy records, consent receipts, notices, DPV processing records, and audit evidence.
web-app-analytics-governance-pack
Installable SSOT governance pack for web analytics, app analytics, product analytics, CDP event specs, and browser lifecycle collection.
gs1-product-link-event-data-governance-pack
Installable SSOT governance pack for GS1 Digital Link, GS1 resolver behavior, EPCIS/CBV visibility events, product identifiers, and product master data.
marketing-attribution-conversion-governance-pack
Installable SSOT governance pack for attribution reporting, click IDs, tracking templates, offline conversions, conversion APIs, ECAPI, and ADMaP.
ga4-google-tagging-governance-pack
Installable SSOT governance pack for GA4 Measurement Protocol, Google tag, Google Tag Manager, GA4 event parameters, and BigQuery exports.
data-catalog-lineage-contracts-governance-pack
Installable SSOT governance pack for data catalogs, analytics schemas, dataset metadata, lineage, export schemas, and evidence traceability.
event-behavioral-telemetry-governance-pack
Installable SSOT governance pack for event envelopes, behavioral telemetry vocabularies, interaction events, and normalized event schemas.
customer-identity-profile-governance-pack
Installable SSOT governance pack for customer identity, profile claims, SCIM, OpenID Connect, verified credentials, and CDP profile concepts.
audience-data-transparency-governance-pack
Installable SSOT governance pack for audience-data transparency, audience taxonomy, content taxonomy, segment provenance, and recency disclosures.
consent-privacy-signals-governance-pack
Installable SSOT governance pack for GPC, GPP, TCF, Consent Mode, DNT, and consent-signal precedence.
customer-commerce-semantics-governance-pack
Installable SSOT governance pack for customer commerce semantics, products, offers, orders, invoices, reviews, ratings, and conversion actions.
ad-supply-chain-transparency-governance-pack
Installable SSOT governance pack for ads.txt, app-ads.txt, sellers.json, SupplyChain Object, buyers.json, DemandChain Object, and ads.cert.
ad-measurement-media-governance-pack
Installable SSOT governance pack for ad and media measurement, video ads, viewability, invalid traffic, podcast measurement, and MRC/IAB quality controls.
peagen-tables
Peagen table definitions, migrations, and Tigrbl table schemas.
peagen-core
Core Peagen orchestration, handlers, plugins, schemas, and template processing.
peagen-cli
Peagen command-line application.
peagen-tui
Peagen Textual dashboard application.
peagen-worker
Peagen worker service.
peagen-client
Peagen client transport contracts for JSON-RPC, HTTP, and Tigrbl clients.
peagen_templset_vue
A Swarmauri Peagen Template Set for Vue Atom
peagen-gateway
Peagen gateway service.
peagen
Swarmauri's Peagen convenience facade for the CLI-first Peagen distribution set.
peagen-plugin
Optional Peagen plugin dependency bundle for Redis, RabbitMQ, PostgreSQL, MinIO, GitHub VCS, and evaluators.
tigrbl_kms
A Tigrbl key management service for Swarmauri.
tigrbl_billing
Canonical billing models, lifecycle operations, and analytics for the Tigrbl platform.
wcag_pdf_pytest
Pytest plugin for WCAG 2.1 A/AA/AAA compliance checks on PDFs.
swarmauri_crypto_rust
Rust-backed crypto provider for Swarmauri using Maturin
genlms
A genlms package
cayaml
Swarmauri's Canon Yaml Handler
catoml
Swarmauri's Canon Toml
swarmauri_cert_ocspverify
OCSP certificate verification service for Swarmauri.
swarmauri_cert_acme
ACME certificate service for Swarmauri
swarmauri_cert_cfssl
CFSSL-backed certificate service for Swarmauri
crouton
A repository to enable API CRUD Routing
crouton-client
A client for Swarmauri's crouton.
f64
A f64 package
64
A 64 package
6w
A 6w package
sfw
A sfw package
jz
A jz package
s.f
A s.f package
9x
A 9x package
77
A 77 package
6z
A 6z package
6y
A 6y package
6x
A 6x package
snt
A HTTP1.1/2 compliant package
ymls
A parser of all things YAML
ye
A ye package
zr0
An zr0 package
g9
Swarmauri Framework
uvinert
Custom inert build backend for UV monorepo
swarmauri-monorepo
Monorepo for multiple interdependent Swarmauri Python packages
swarmauri_vectorstore_tfidf
A Tfidf based Vector Store and Tfidf Based Embedding Model.
swarmauri_embedding_tfidf
Tfidf Embedding for Swarmauri
soliloquy
A CLI for managing a monorepo.
swarmauri_llm_pytesseractimg2text
Swarmauri Tesseract Image to Text Model
swarmauri-community
This repository includes Swarmauri community components.
swarmauri_doc2vec_vectorstore
A Doc2Vec based Vector Store and Doc2Vec Based Embedding Model.
ragford
A Discord bot using Swarmauri LLM, RAG agent, and Hikari.
rag-assistant
This repository includes rag_assistant
swarmauri-api-crudrouter
A repository to enable API CRUD Routing
swarmauri-developer
The Swarmauri Developer Assistant is part of the swarmaURI framework and is designed to enable developers to rapidly develop with the Swarmauri Sdk.. This tool is designed to enhance software development workflows by integrating an advanced AI with pretrained vectorizers and document retrieval. The assistant features a web gui with chatbot, file explorer and editor, and code interpreter.
