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_read
Official stamps
watermark_get
Hidden marks
page_split
Page segments
lang_detect
Language ID
header_parse
Doc headers
footer_strip
Remove footers
margin_note
Margin text
redact_find
Hidden text
barcode_scan
1D/2D codes
qr_decode
QR codes
cite_check
Citations
footnote_map
Footnotes
index_build
Index terms
toc_extract
Table contents
metadata_get
Doc metadata
version_track
Doc versions
change_diff
Track changes
comment_pull
Comments
highlight_get
Highlights
bookmark_list
Bookmarks
link_extract
Hyperlinks
image_pull
Extract images
font_analyze
Font info
layout_map
Page layout
column_split
Multi-column
equation_ocr
Math formulas
diagram_parse
Flowcharts
chart_data
Chart values
invoice_read
Invoice data

Data Connectors

sql_query
SQL databases
nosql_fetch
NoSQL stores
rest_call
REST APIs
graphql_get
GraphQL
soap_invoke
SOAP/WSDL
grpc_stream
gRPC calls
mqtt_sub
MQTT broker
kafka_consume
Kafka streams
rabbit_read
RabbitMQ
redis_get
Redis cache
elastic_search
Elasticsearch
s3_fetch
S3 buckets
azure_blob
Azure storage
gcs_read
Google Cloud
ftp_get
FTP/SFTP
smb_mount
Network shares
ldap_query
LDAP/AD
snmp_poll
SNMP devices
opc_read
OPC UA/DA
modbus_poll
Modbus TCP
websocket_listen
WebSockets
sse_stream
Server events
webhook_recv
Webhooks
email_imap
Email fetch
syslog_tail
Syslog stream
eventlog_read
Windows logs
splunk_query
Splunk data
datadog_fetch
Datadog metrics
prometheus_scrape
Prometheus
influx_query
InfluxDB
clickhouse_sql
ClickHouse
druid_query
Apache Druid
cassandra_cql
Cassandra
dynamo_get
DynamoDB
cosmos_query
CosmosDB

Validation & Compliance

vat_check
VAT valid
vies_verify
EU VIES
ein_validate
US EIN
ssn_check
SSN format
nino_verify
UK NINO
iban_valid
IBAN check
swift_check
SWIFT/BIC
routing_verify
ABA routing
sort_code
UK sort code
lei_lookup
Legal entity
duns_check
D-U-N-S
cusip_valid
CUSIP code
isin_verify
ISIN check
sedol_check
SEDOL code
ticker_lookup
Stock ticker
sanction_scan
OFAC check
pep_screen
PEP lists
aml_check
AML patterns
kyc_verify
KYC docs
gdpr_scan
PII detect
ccpa_check
CCPA data
hipaa_audit
PHI scan
pci_scan
Card data
sox_check
SOX audit
iso_comply
ISO 27001
nist_verify
NIST controls
cis_bench
CIS benchmark
fedramp_check
FedRAMP
basel_calc
Basel III
mifid_check
MiFID II
fatca_report
FATCA data
crs_comply
CRS exchange

Financial Operations

fx_rate
FX rates
currency_convert
Convert
hedge_calc
Hedging
var_compute
VaR calc
cvar_calc
CVaR
sharpe_ratio
Sharpe
invoice_match
3-way match
po_validate
PO check
receipt_scan
Receipts
expense_cat
Categorize
mileage_calc
Mileage
per_diem
Per diem
tax_calc
Tax compute
vat_calc
VAT calc
gst_compute
GST/HST
sales_tax
Sales tax
withhold_calc
Withholding
payroll_run
Payroll
benefits_calc
Benefits
401k_match
401k calc
pension_calc
Pension
bank_rec
Bank rec
cash_flow
Cash flow
aging_report
AR aging
collection_score
Collection
credit_check
Credit
dunning_gen
Dunning
journal_post
Journal
trial_balance
Trial bal
gl_close
Month end
consolidate
Consolidate
eliminate
Interco
allocate_cost
Cost alloc
overhead_calc
Overhead
transfer_price
Transfer
budget_track
Budget
variance_calc
Variance
forecast_gen
Forecast
scenario_model
Scenarios
sensitivity
Sensitivity
monte_carlo
Monte Carlo
dcf_calc
DCF model
npv_compute
NPV calc
irr_calc
IRR calc
payback_calc
Payback
roi_compute
ROI calc

Pattern Recognition

anomaly_detect
Outliers
trend_find
Trends
season_detect
Seasonal
cycle_find
Cycles
spike_detect
Spikes
dip_find
Dips
pattern_match
Patterns
sequence_find
Sequences
cluster_group
Clusters
segment_split
Segments
cohort_track
Cohorts
funnel_analyze
Funnels
path_trace
User paths
flow_map
Process flow
bottleneck_find
Bottlenecks
duplicate_find
Duplicates
fuzzy_match
Fuzzy match
similarity_calc
Similarity
distance_calc
Distance
correlation_find
Correlate
causation_test
Causation
regression_fit
Regression
classify_item
Classify
predict_value
Predict
recommend_item
Recommend
rank_order
Rank
score_calc
Score
weight_assign
Weight
optimize_param
Optimize
simulate_run
Simulate
backtest_run
Backtest
validate_model
Validate

Communication Interfaces

email_send
Send email
email_recv
Read email
email_parse
Parse email
email_filter
Filter mail
calendar_book
Book meeting
calendar_check
Check avail
calendar_sync
Sync cal
sms_send
Send SMS
sms_recv
Receive SMS
mms_send
Send MMS
whatsapp_send
WhatsApp
telegram_bot
Telegram
signal_send
Signal msg
slack_post
Slack post
teams_post
Teams post
discord_bot
Discord
zoom_schedule
Zoom meet
webex_start
Webex
meet_create
Google Meet
voice_call
Make call
voice_answer
Answer call
voice_transcribe
Transcribe
voice_synth
Text2speech
ivr_menu
IVR menu
pbx_route
PBX route
fax_send
Send fax
fax_recv
Receive fax

Automation Primitives

click
Mouse click
dblclick
Double click
rightclick
Right click
hover
Mouse hover
drag
Drag drop
type
Type text
paste
Paste text
copy
Copy text
select
Select text
keypress
Press key
hotkey
Shortcut
scroll
Scroll page
screenshot
Capture
ocr_screen
Screen OCR
find_image
Find image
find_text
Find text
wait
Wait time
wait_element
Wait elem
wait_text
Wait text
if_exists
Conditional
loop
Loop
foreach
For each
while
While loop
try_catch
Error handle
retry
Retry logic
parallel
Run parallel
schedule
Schedule
cron
Cron job
trigger
Event trigger
watch_file
File watch
watch_folder
Dir watch
log_write
Write log

System Operations

file_read
Read file
file_write
Write file
file_copy
Copy file
file_move
Move file
file_delete
Delete file
file_rename
Rename
file_zip
Compress
file_unzip
Extract
file_encrypt
Encrypt
file_decrypt
Decrypt
file_hash
Hash file
file_sign
Sign file
dir_create
Make dir
dir_list
List dir
dir_tree
Dir tree
dir_size
Dir size
disk_usage
Disk use
cpu_usage
CPU use
mem_usage
Memory
network_stat
Network
process_list
List proc
process_kill
Kill proc
service_start
Start svc
service_stop
Stop svc
service_restart
Restart
reg_read
Registry
env_get
Env var
cmd_exec
Run cmd
shell_run
Shell
ssh_exec
SSH cmd
rdp_connect
RDP
vnc_connect
VNC

Text Processing

grep
Search text
sed
Replace
awk
Process
cut
Extract col
sort
Sort lines
uniq
Unique
diff
Compare
patch
Apply diff
split
Split file
join
Join files
head
First lines
tail
Last lines
wc
Word count
tr
Translate
fmt
Format
fold
Wrap lines
expand
Tabs2space
compress_text
Compress
encode_b64
Base64
decode_b64
Un-base64
url_encode
URL enc
html_escape
HTML esc
json_parse
Parse JSON
xml_parse
Parse XML
csv_parse
Parse CSV
yaml_parse
Parse YAML
regex_match
Regex
template_fill
Template
translate
Translate
sentiment
Sentiment
summarize
Summary
extract_entity
Entities

Meta Agents

orchestrate
Coordinate
pipeline
Chain agents
dispatch
Route work
balance
Load balance
monitor
Watch agents
heal
Self-repair
scale
Auto-scale
optimize
Tune perf
cache
Cache results
queue
Queue work
throttle
Rate limit
circuit_break
Circuit break
rollback
Undo changes
checkpoint
Save state
replay
Replay events
audit
Log actions
trace
Trace exec
profile
Profile perf
benchmark
Benchmark
test
Test agents
validate
Validate
certify
Certify
evolve
Self-evolve

Machine Learning & AI

anomaly_detect
Statistical
time_forecast
ARIMA/LSTM
cluster_kmeans
K-means
classify_xgb
XGBoost
regression_rf
Random Forest
svm_classify
Support Vector
pca_reduce
Dimension
dbscan_cluster
DBSCAN
prophet_series
Prophet
neural_net
Deep NN
gradient_boost
GBM
naive_bayes
Bayesian
knn_classify
K-Nearest
isolation_forest
Outliers
auto_encoder
Autoencoder
decision_tree
CART
elastic_net
Elastic Net
lda_topic
Topic Model
word2vec
Embeddings
cnn_image
Conv Net
rnn_sequence
Recurrent
gan_generate
Generative
reinforcement
RL Agent
bert_embed
BERT
transformer
Attention
vae_generate
VAE
genetic_algo
Evolution
particle_swarm
PSO
simulated_anneal
SA Optimize
markov_chain
Markov
hmm_model
Hidden Markov
crf_sequence
CRF
spectral_cluster
Spectral
mean_shift
Mean Shift
gaussian_mix
GMM
lightgbm
LightGBM
catboost
CatBoost
adaboost
AdaBoost
extra_trees
ExtraTrees
logistic_reg
Logistic
ridge_reg
Ridge
lasso_reg
Lasso

Prolog Expert Systems

legal_reason
Case law
medical_diag
Diagnosis
tax_rules
Tax code
compliance_check
Regulations
insurance_calc
Actuarial
contract_logic
Contracts
audit_trail
Audit rules
risk_assess
Risk logic
credit_score
Credit rules
fraud_rules
Fraud logic
pharma_interact
Drug rules
supply_chain
Logistics
schedule_opt
Constraints
patent_check
IP rules
trade_rules
Trading
hr_policy
HR rules
safety_proto
Safety
quality_ctrl
QA rules
pricing_rules
Pricing
eligibility
Qualify
benefits_calc
Benefits
underwrite
Underwrit
claim_proc
Claims
permit_check
Permits
license_verify
Licenses
zoning_rules
Zoning
building_code
Building
environ_reg
EPA rules
customs_class
Customs
export_ctrl
Export
import_duty
Import
warranty_terms
Warranty
sla_comply
SLA rules
service_level
Service
escalation
Escalate
approval_flow
Approvals
delegation
Delegate
succession
Succession
knowledge_base
KB reason
inference_eng
Inference
backward_chain
Goal seek
forward_chain
Deduction

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.

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