parallel-data-enrichment

Name: parallel-data-enrichment
Author: parallel-web

11kinstalls6forks

How to install parallel-data-enrichment?

parallel-web/parallel-agent-skills/parallel-data-enrichment

$npx -y skills add parallel-web/parallel-agent-skills --skill parallel-data-enrichment

Installs into the current project.

Summary

Bulk data enrichment. Adds web-sourced fields (CEO names, funding, contact info) to lists of companies, people, or products. Use for enriching CSV files or inline data. Supports multi-turn: pass --previous-interaction-id from a prior research task to carry context forward.

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SKILL.md

1	# Data Enrichment
2
3	Enrich: $ARGUMENTS
4
5	## Before starting
6
7	Inform the user that enrichment may take several minutes depending on the number of rows and fields requested.
8
9	## Optional: Suggest output columns
10
11	If the user gave a vague intent ("enrich these companies with useful info") and you're not sure what columns to add, ask the API for a suggestion before kicking off the run:
12
13	```bash
14	parallel-cli enrich suggest "Find CEO and recent funding info" --json
15	```
16
17	The response is an envelope: `{title, processor, enriched_columns, warnings}`. Extract just the `enriched_columns` array (not the whole envelope) and pass it as the value of `--enriched-columns` on `enrich run`, in place of `--intent` — the two flags are alternative ways to specify what to enrich, not combined. If `suggest` returned a `processor`, pass it through explicitly via `--processor` on the `run` call (it's a tuned recommendation for the schema). Skip this whole section if the user already specified the fields they want.
18
19	> `enrich suggest` requires `parallel-cli` ≥ 0.3.0. If it errors with anything resembling `no such command` / `No such command` / `unknown command`, do not bail — skip the suggestion step, fall through to step 1 with `--intent`, complete the run, and mention `parallel-cli update` (or `pipx upgrade parallel-web-tools`) in the final response so the user picks up the feature next time.
20
21	## Step 1: Start the enrichment
22
23	Use ONE of these command patterns (substitute user's actual data):
24
25	For inline data:
26
27	```bash
28	parallel-cli enrich run --data '[{"company": "Google"}, {"company": "Microsoft"}]' --intent "CEO name and founding year" --target "output.csv" --no-wait --json
29	```
30
31	For CSV file:
32
33	```bash
34	parallel-cli enrich run --source-type csv --source "input.csv" --target "output.csv" --source-columns '[{"name": "company", "description": "Company name"}]' --intent "CEO name and founding year" --no-wait --json
35	```
36
37	If this is a follow-up to a previous research task and you have its `interaction_id`, add context chaining:
38
39	```bash
40	parallel-cli enrich run --data '...' --intent "..." --target "output.csv" --no-wait --json --previous-interaction-id "$INTERACTION_ID"
41	```
42
43	The enrichment will run with the full context of that prior research — so you can enrich entities discovered earlier without restating what was already found. Note: enrichment does not itself produce a new `interaction_id`, so you cannot chain a further follow-up off of an enrichment.
44
45	IMPORTANT: Always include `--no-wait` so the command returns immediately instead of blocking.
46
47	Parse the `--json` output to extract `taskgroup_id` and `url`. The output is `{taskgroup_id, url, num_runs}` — there is no `interaction_id` field, do not look for one. Immediately tell the user:
48
49	- Enrichment has been kicked off
50	- The monitoring URL where they can track progress
51
52	Tell them they can background the polling step to continue working while it runs.
53
54	## Step 2: Poll for results
55
56	Pick a concrete output path (e.g., `/tmp/enrichment-acme.json`). Note: the file is JSON regardless of the extension you choose — it's an array of `{input, output}` objects, not a CSV. Name it `.json` to avoid confusing yourself or the user.
57
58	```bash
59	parallel-cli enrich poll "$TASKGROUP_ID" --timeout 540 --output "/tmp/enrichment-<descriptive-name>.json"
60	```
61
62	Important:
63
64	- Use `--timeout 540` (9 minutes) to stay within tool execution limits
65	- The `--target` from step 1 is unused in `--no-wait` mode — only `--output` here determines where results are saved, and the file is always JSON
66
67	### If the poll times out
68
69	Enrichment of large datasets can take longer than 9 minutes. If the poll exits without completing:
70
71	1. Tell the user the enrichment is still running server-side
72	2. Re-run the same `parallel-cli enrich poll` command to continue waiting
73
74	## Response format
75
76	After step 1: Share the monitoring URL (for tracking progress).
77
78	After step 2:
79
80	1. Report number of rows enriched
81	2. Preview first few rows from the output file (it's a JSON array of `{input, output}` objects)
82	3. Tell the user the full path to the output file
83
84	Do NOT re-share the monitoring URL after completion — the results are in the output file.
85
86	## Setup
87
88	If `parallel-cli` is not found, install and authenticate:
89
90	```bash
91	/parallel:parallel-cli-setup
92	```
93
94	If any `parallel-cli enrich` command returns `403`, tell the user balance is likely required. Offer to run `parallel-cli balance get`, and if needed a

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parallel-data-enrichment

11kinstalls6forks

View on GitHub

How to install parallel-data-enrichment?

parallel-web/parallel-agent-skills/parallel-data-enrichment

$npx -y skills add parallel-web/parallel-agent-skills --skill parallel-data-enrichment

Installs into the current project.

Summary

Files · 1

View on GitHub

SKILL.md

1	# Data Enrichment
2
3	Enrich: $ARGUMENTS
4
5	## Before starting
6
7	Inform the user that enrichment may take several minutes depending on the number of rows and fields requested.
8
9	## Optional: Suggest output columns
10
11	If the user gave a vague intent ("enrich these companies with useful info") and you're not sure what columns to add, ask the API for a suggestion before kicking off the run:
12
13	```bash
14	parallel-cli enrich suggest "Find CEO and recent funding info" --json
15	```
16
17	The response is an envelope: `{title, processor, enriched_columns, warnings}`. Extract just the `enriched_columns` array (not the whole envelope) and pass it as the value of `--enriched-columns` on `enrich run`, in place of `--intent` — the two flags are alternative ways to specify what to enrich, not combined. If `suggest` returned a `processor`, pass it through explicitly via `--processor` on the `run` call (it's a tuned recommendation for the schema). Skip this whole section if the user already specified the fields they want.
18
19	> `enrich suggest` requires `parallel-cli` ≥ 0.3.0. If it errors with anything resembling `no such command` / `No such command` / `unknown command`, do not bail — skip the suggestion step, fall through to step 1 with `--intent`, complete the run, and mention `parallel-cli update` (or `pipx upgrade parallel-web-tools`) in the final response so the user picks up the feature next time.
20
21	## Step 1: Start the enrichment
22
23	Use ONE of these command patterns (substitute user's actual data):
24
25	For inline data:
26
27	```bash
28	parallel-cli enrich run --data '[{"company": "Google"}, {"company": "Microsoft"}]' --intent "CEO name and founding year" --target "output.csv" --no-wait --json
29	```
30
31	For CSV file:
32
33	```bash
34	parallel-cli enrich run --source-type csv --source "input.csv" --target "output.csv" --source-columns '[{"name": "company", "description": "Company name"}]' --intent "CEO name and founding year" --no-wait --json
35	```
36
37	If this is a follow-up to a previous research task and you have its `interaction_id`, add context chaining:
38
39	```bash
40	parallel-cli enrich run --data '...' --intent "..." --target "output.csv" --no-wait --json --previous-interaction-id "$INTERACTION_ID"
41	```
42
43	The enrichment will run with the full context of that prior research — so you can enrich entities discovered earlier without restating what was already found. Note: enrichment does not itself produce a new `interaction_id`, so you cannot chain a further follow-up off of an enrichment.
44
45	IMPORTANT: Always include `--no-wait` so the command returns immediately instead of blocking.
46
47	Parse the `--json` output to extract `taskgroup_id` and `url`. The output is `{taskgroup_id, url, num_runs}` — there is no `interaction_id` field, do not look for one. Immediately tell the user:
48
49	- Enrichment has been kicked off
50	- The monitoring URL where they can track progress
51
52	Tell them they can background the polling step to continue working while it runs.
53
54	## Step 2: Poll for results
55
56	Pick a concrete output path (e.g., `/tmp/enrichment-acme.json`). Note: the file is JSON regardless of the extension you choose — it's an array of `{input, output}` objects, not a CSV. Name it `.json` to avoid confusing yourself or the user.
57
58	```bash
59	parallel-cli enrich poll "$TASKGROUP_ID" --timeout 540 --output "/tmp/enrichment-<descriptive-name>.json"
60	```
61
62	Important:
63
64	- Use `--timeout 540` (9 minutes) to stay within tool execution limits
65	- The `--target` from step 1 is unused in `--no-wait` mode — only `--output` here determines where results are saved, and the file is always JSON
66
67	### If the poll times out
68
69	Enrichment of large datasets can take longer than 9 minutes. If the poll exits without completing:
70
71	1. Tell the user the enrichment is still running server-side
72	2. Re-run the same `parallel-cli enrich poll` command to continue waiting
73
74	## Response format
75
76	After step 1: Share the monitoring URL (for tracking progress).
77
78	After step 2:
79
80	1. Report number of rows enriched
81	2. Preview first few rows from the output file (it's a JSON array of `{input, output}` objects)
82	3. Tell the user the full path to the output file
83
84	Do NOT re-share the monitoring URL after completion — the results are in the output file.
85
86	## Setup
87
88	If `parallel-cli` is not found, install and authenticate:
89
90	```bash
91	/parallel:parallel-cli-setup
92	```
93
94	If any `parallel-cli enrich` command returns `403`, tell the user balance is likely required. Offer to run `parallel-cli balance get`, and if needed a

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6 picks

Type