Agent Components

Specialized intelligences, each perfected for a single purpose. Like UNIX tools—do one thing, do it perfectly. Not replacing humans, but eliminating the tedious, the repetitive, the beneath-human tasks that consume precious cognitive capacity.

Every agent handles what humans shouldn't waste time on. Pattern matching that takes hours becomes instant. Document parsing that numbs minds becomes automatic. Compliance checking that drains energy becomes continuous. Human intelligence freed for human problems.

Document Processing

pdf_extract
Text from PDF
ocr_scan
Image to text
handwrite_read
Cursive OCR
table_parse
Tables to CSV
form_extract
Form fields
clause_find
Legal patterns
sig_detect
Signatures
stamp_verify
Stamp auth
watermark_id
Watermarks
header_extract
Headers
footer_parse
Footers
margin_note
Annotations
bookmark_nav
Bookmarks
toc_build
TOC extract
page_split
Page divider
doc_merge
Combiner
format_conv
Converter
compress_opt
Optimizer
encrypt_doc
Encryptor
redact_pii
PII remover
lang_detect
Language ID
translate_doc
Translator
summary_gen
Summarizer
keyword_ext
Keywords
entity_rec
Entities
sentiment_an
Sentiment
version_track
Versions
change_detect
Changes
quality_check
Quality
duplicate_find
Duplicates

Data Connectors

sql_query
SQL runner
api_call
API client
ftp_fetch
FTP getter
sftp_sync
SFTP sync
s3_access
S3 bucket
azure_blob
Azure store
gcs_read
Google Cloud
dropbox_link
Dropbox
box_connect
Box.com
onedrive_sync
OneDrive
sharepoint_get
SharePoint
salesforce_api
Salesforce
sap_extract
SAP data
oracle_query
Oracle DB
postgres_read
PostgreSQL
mysql_fetch
MySQL
mongo_find
MongoDB
redis_get
Redis cache
elastic_search
Elasticsearch
kafka_consume
Kafka stream
rabbit_listen
RabbitMQ
graphql_query
GraphQL
rest_consume
REST API
soap_call
SOAP service
grpc_client
gRPC call
webhook_recv
Webhook
email_fetch
Email IMAP
calendar_sync
Calendar
ldap_query
LDAP/AD
oauth_flow
OAuth2
jwt_validate
JWT auth
csv_import
CSV reader
excel_parse
Excel reader
json_parse
JSON parser
xml_extract
XML parser
yaml_load
YAML reader
parquet_read
Parquet
avro_decode
Avro format
protobuf_parse
Protocol buf
msgpack_read
MessagePack
hdf5_access
HDF5 data
netcdf_read
NetCDF
fits_parse
FITS astro

Validation & Compliance

gdpr_scan
GDPR check
hipaa_audit
HIPAA verify
pci_validate
PCI-DSS
sox_comply
SOX audit
iso27001_check
ISO 27001
data_quality
Quality score
schema_valid
Schema check
format_check
Format verify
range_validate
Range check
null_detect
Null finder
duplicate_check
Duplicate ID
consistency
Consistency
ref_integrity
References
business_rule
Biz rules
threshold_mon
Thresholds
anomaly_detect
Anomalies
outlier_find
Outliers
pattern_match
Patterns
regex_validate
Regex test
checksum_verify
Checksums
hash_validate
Hash verify
signature_check
Digital sig
cert_validate
Certificates
timestamp_verify
Timestamps
version_check
Versions
dependency_scan
Dependencies
license_check
Licenses
vulnerability
Vuln scan
pen_test
Penetration
access_audit
Access log
permission_check
Permissions
encryption_verify
Encryption
backup_validate
Backups
disaster_ready
DR ready
compliance_score
Score calc
audit_trail
Audit log
change_control
Changes
approval_flow
Approvals
exception_handle
Exceptions
remediation
Fix suggest

Financial Operations

invoice_process
Invoice scan
receipt_extract
Receipt OCR
expense_cat
Categorize
tax_calc
Tax compute
vat_process
VAT handle
payment_match
Pay match
reconcile_acc
Reconcile
ledger_post
GL posting
journal_entry
Journal
trial_balance
Trial bal
balance_sheet
Balance
income_stmt
P&L stmt
cashflow_calc
Cash flow
budget_track
Budget
forecast_gen
Forecast
variance_anal
Variance
cost_alloc
Cost alloc
profit_center
Profit ctr
consolidate
Consolidate
forex_convert
FX rates
hedge_account
Hedging
risk_assess
Risk score
credit_check
Credit
collect_manage
Collections
age_analysis
Aging
provision_calc
Provisions
asset_deprec
Depreciate
inventory_val
Inventory
costing_method
Costing
transfer_price
Transfer
intercompany
Interco
audit_prep
Audit prep
sox_control
SOX ctrl
fraud_detect
Fraud
expense_audit
Expense
vendor_verify
Vendor
purchase_order
PO match
contract_mgmt
Contracts
billing_auto
Billing
revenue_rec
Rev rec
commission_calc
Commission
payroll_proc
Payroll
reimburse_proc
Reimburse

Pattern Recognition

trend_identify
Trends
seasonality
Seasonal
cycle_detect
Cycles
correlation_find
Correlate
regression_fit
Regression
cluster_group
Clustering
classify_item
Classify
segment_data
Segment
anomaly_spot
Anomaly
outlier_detect
Outlier
pattern_mine
Mining
sequence_find
Sequences
association_rule
Associate
time_series
Time series
forecast_trend
Forecast
predict_value
Predict
similarity_match
Similar
distance_calc
Distance
nearest_neighbor
Nearest
centroid_find
Centroid
boundary_detect
Boundary
edge_identify
Edges
shape_recognize
Shapes
object_detect
Objects
face_identify
Faces
emotion_read
Emotion
gesture_track
Gestures
motion_detect
Motion
behavior_analyze
Behavior
intent_predict
Intent
sentiment_gauge
Sentiment
tone_analyze
Tone
topic_model
Topics
theme_extract
Themes
keyword_cluster
Keywords
entity_link
Entities
relation_map
Relations
network_analyze
Networks
graph_traverse
Graphs
path_find
Pathfind
flow_optimize
Flow opt

Communication Interfaces

email_send
Email out
email_parse
Email in
sms_dispatch
SMS send
sms_receive
SMS recv
whatsapp_msg
WhatsApp
telegram_bot
Telegram
slack_post
Slack
teams_notify
MS Teams
discord_send
Discord
twilio_call
Voice call
voip_connect
VoIP
fax_send
Fax out
fax_receive
Fax in
push_notify
Push note
webhook_send
Webhook
api_respond
API resp
rss_publish
RSS feed
mqtt_publish
MQTT pub
mqtt_subscribe
MQTT sub
websocket_send
WebSocket
sse_stream
SSE stream
graphql_sub
GraphQL
grpc_stream
gRPC
smtp_relay
SMTP
imap_monitor
IMAP
pop3_fetch
POP3
calendar_invite
Calendar
meeting_schedule
Meeting
video_conf
Video
screen_share
Screen
file_transfer
File xfer
doc_share
Doc share
collab_edit
Collab
comment_thread
Comments
mention_alert
Mentions
status_update
Status
presence_track
Presence
typing_indicate
Typing
read_receipt
Read
delivery_confirm
Delivered
bounce_handle
Bounces
unsub_manage
Unsub

Automation Primitives

schedule_cron
Cron job
timer_delay
Timer
wait_condition
Wait for
retry_logic
Retry
backoff_exp
Backoff
circuit_break
Circuit
rate_limit
Rate limit
throttle_req
Throttle
queue_manage
Queue
batch_process
Batch
parallel_run
Parallel
sequential_exec
Sequential
fork_join
Fork/join
map_reduce
MapReduce
scatter_gather
Scatter
pipeline_flow
Pipeline
workflow_orchestrate
Workflow
state_machine
State FSM
event_trigger
Events
condition_check
If/then
switch_case
Switch
loop_iterate
Loop
foreach_item
For each
while_condition
While
until_done
Until
recurse_call
Recursive
cache_result
Cache
memoize_func
Memoize
debounce_input
Debounce
sample_data
Sample
filter_criteria
Filter
transform_data
Transform
aggregate_sum
Aggregate
reduce_combine
Reduce
sort_order
Sort
group_by
Group by
join_data
Join
union_sets
Union
intersect_sets
Intersect
diff_sets
Difference
distinct_unique
Distinct

System Operations

file_watch
File watch
dir_monitor
Dir monitor
log_parse
Log parse
metric_collect
Metrics
health_check
Health
status_poll
Status
resource_monitor
Resources
cpu_track
CPU usage
memory_watch
Memory
disk_usage
Disk space
network_monitor
Network
process_manage
Process
service_control
Services
container_orchestrate
Container
k8s_manage
Kubernetes
docker_control
Docker
vm_provision
VM create
cloud_deploy
Cloud
serverless_invoke
Lambda
function_trigger
Function
backup_create
Backup
restore_data
Restore
replicate_sync
Replicate
failover_switch
Failover
load_balance
Load bal
scale_auto
Autoscale
dns_manage
DNS
ssl_cert
SSL/TLS
firewall_rule
Firewall
vpn_connect
VPN
proxy_route
Proxy
cdn_cache
CDN
ddos_protect
DDoS
intrusion_detect
IDS
log_aggregate
Log agg
alert_trigger
Alerts
incident_create
Incident
ticket_raise
Ticket
notify_team
Notify
escalate_issue
Escalate
remediate_auto
Auto-fix

Text Processing

tokenize_text
Tokenize
stem_word
Stemming
lemmatize
Lemmatize
pos_tag
POS tag
ner_extract
NER
parse_syntax
Parse tree
depend_parse
Dependency
chunk_phrase
Chunking
segment_sent
Sentences
split_paragraph
Paragraphs
extract_quote
Quotes
find_citation
Citations
detect_plagiarism
Plagiarism
grammar_check
Grammar
spell_correct
Spelling
style_analyze
Style
readability_score
Readable
summarize_text
Summary
paraphrase_gen
Paraphrase
translate_lang
Translate
transliterate
Translit
detect_language
Lang detect
encode_text
Encoding
decode_text
Decoding
normalize_unicode
Unicode
clean_html
Strip HTML
markdown_parse
Markdown
latex_render
LaTeX
code_highlight
Syntax HL
diff_compare
Diff
merge_conflict
Merge
template_fill
Template
regex_extract
Regex
pattern_replace
Replace
case_convert
Case
trim_whitespace
Trim
pad_align
Padding
wrap_text
Word wrap
truncate_ellipsis
Truncate
expand_abbrev
Expand
compress_text
Compress

Meta Agents

orchestrate_flow
Orchestrator
coordinate_agents
Coordinator
route_request
Router
dispatch_task
Dispatcher
schedule_agent
Scheduler
monitor_agent
Monitor
health_agent
Health check
restart_failed
Restarter
scale_agents
Scaler
balance_load
Balancer
fallback_handle
Fallback
error_recover
Recovery
retry_manage
Retry mgr
timeout_handle
Timeout
cancel_task
Canceller
pause_resume
Pause/resume
checkpoint_save
Checkpoint
rollback_state
Rollback
version_control
Version
config_manage
Config mgr
secret_vault
Secrets
permission_check
Permissions
audit_action
Auditor
log_activity
Logger
trace_execution
Tracer
profile_perf
Profiler
optimize_flow
Optimizer
learn_pattern
Learner
adapt_behavior
Adapter
predict_need
Predictor
recommend_action
Recommender
explain_decision
Explainer
validate_output
Validator
test_agent
Tester
benchmark_perf
Benchmark
compare_result
Comparator
rank_option
Ranker
select_best
Selector
merge_result
Merger
chain_agent
Chainer
compose_function
Composer
abstract_pattern
Abstractor

Machine Learning & AI

train_model
Model train
evaluate_model
Evaluate
tune_hyperparam
Tune params
cross_validate
Cross-val
feature_engineer
Features
feature_select
Selection
dimensionality_reduce
Dim reduce
pca_transform
PCA
tsne_embed
t-SNE
umap_project
UMAP
autoencoder
Autoencoder
gan_generate
GAN
vae_encode
VAE
bert_embed
BERT
gpt_generate
GPT
transformer_model
Transformer
attention_mechanism
Attention
lstm_sequence
LSTM
gru_process
GRU
cnn_convolve
CNN
rnn_recurrent
RNN
reinforcement_learn
RL agent
q_learning
Q-learning
policy_gradient
Policy
actor_critic
Actor-critic
transfer_learn
Transfer
few_shot
Few-shot
zero_shot
Zero-shot
meta_learn
Meta-learn
federated_train
Federated
active_learn
Active
online_learn
Online
continual_learn
Continual
ensemble_combine
Ensemble
boost_gradient
Gradient boost
random_forest
Random forest
neural_architect
NAS
automl_pipeline
AutoML
explain_ai
XAI
interpret_model
Interpret
fairness_check
Fairness
bias_detect
Bias

Prolog Expert Systems

rule_engine
Rule engine
inference_backward
Backward chain
inference_forward
Forward chain
unify_terms
Unification
resolve_clause
Resolution
prolog_query
Query engine
fact_assert
Assert facts
fact_retract
Retract facts
knowledge_base
KB manage
ontology_reason
Ontology
semantic_web
Semantic
owl_process
OWL
rdf_triple
RDF
sparql_query
SPARQL
datalog_compute
Datalog
answer_set
ASP
constraint_solve
Constraints
sat_solve
SAT solver
smt_solve
SMT solver
theorem_prove
Theorem
logic_program
Logic prog
expert_diagnose
Diagnosis
expert_plan
Planning
expert_schedule
Scheduling
expert_config
Config
expert_design
Design
expert_monitor
Monitoring
expert_control
Control
expert_predict
Prediction
expert_classify
Classification
expert_recommend
Recommend
case_reason
Case-based
fuzzy_logic
Fuzzy
bayesian_network
Bayesian
decision_tree
Decision
rule_learn
Rule learn
ilp_induce
ILP
abduction_reason
Abductive
nonmonotonic
Nonmonotonic
temporal_reason
Temporal
spatial_reason
Spatial
causal_reason
Causal

The UNIX Philosophy, Reimagined

Each agent does exactly one thing. No more, no less. Like pipes in UNIX, they connect to form workflows of arbitrary complexity. The pdf_extract doesn't know about compliance—it just extracts text. The gdpr_scan doesn't parse PDFs—it just finds PII. Together, they solve problems neither could handle alone.

This isn't about replacing human judgment with artificial intelligence. It's about removing friction from human work. The tedious vanishes. The repetitive disappears. What remains is the work that actually requires human intelligence—strategy, creativity, empathy, wisdom. The work that matters.

Your Automation Toolkit

Ready to deploy. Pipe together. Build workflows. Eliminate friction.

Explore Agent Library