The Index · Agent development

Agent development

Building the agent itself — tools, memory, orchestration, handoffs. tashan measures 100 capabilities for this work and ranks them by tashan score — a transparent composite of upkeep, freshness and real adoption. How we measure ›

#CapabilitytashanEvidenceHealth
1
Mem0 server
Productivity
81
62k ★active
2
Atomic Agents server
Dev Tools & CI
79
6k ★active
3
Harness server solid
Dev Tools & CI
78
9k ★active
4
Outputai server solid
Dev Tools & CI
73
426 ★active
5
Motus server solid
Dev Tools & CI
71
482 ★active
6
Agentforce Adlc server solid
Dev Tools & CI
70
93 ★active
7
Skill Optimizer server
Productivity
70
700 ★active
8
Agent Optimizer server thin
AI & Agents
70
700 ★active
9
Hermes Qq server thin
Productivity
70
700 ★active
10
Agenticmail server thin
Productivity
69
180 ★active
11
Cc10x Router Owned Harness server thin
AI & Agents
69
158 ★active
12
Youdotcom Agent Skills server
Dev Tools & CI
67
50 ★active
13
AI Team OS server thin
Dev Tools & CI
67
326 ★active
14
Claude Code Hermit server solid
Productivity
67
68 ★active
15
Clawcode server solid
Productivity
66
61 ★active
16
Network AI server solid
Productivity
65
70 ★active
17
Adcp Client server deep
Security
64
18 ★active
18
Gangsta server solid
Dev Tools & CI
64
67 ★active
19
Equilateral Agents Open Core server solid
Dev Tools & CI
64
59 ★active
20
Darkroom server solid
Productivity
64
40 ★active
21
Inkbox server deep
Dev Tools & CI
63
33 ★active
22
Statsclaw server deep
Dev Tools & CI
60
87 ★active
23
Forge server solid
Dev Tools & CI
60
149 ★active
24
Nexus Agents server thin
Productivity
59
16 ★active
25
Claude Relay server deep
Productivity
57
62 ★active
26
LLM Gateway server solid
Productivity
57
10 ★active
27
Composio server solid
Communication
56
7 ★active
28
Claude Session Driver server
Productivity
56
101 ★active
29
Atelier Pipeline server solid
Dev Tools & CI
55
23 ★active
30
Agent Social server solid
Search
55
14 ★active
31
Twining server deep
Productivity
55
7 ★active
32
Agent Eval Harness server thin
Dev Tools & CI
54
5 ★active
33
Praxis server deep
Productivity
54
27 ★active
34
Project With Reflect server solid
Productivity
53
13 ★active
35
Concordia Protocol server solid
Dev Tools & CI
52
3 ★active
36
Claudelance Worker server
Dev Tools & CI
52
4 ★active
37
Skill Creator skill ✓ Anthropic
Dev Tools & CI
51
164k ★active
38
Artel server
Productivity
51
7 ★active
39
Jetty server
Dev Tools & CI
51
3 ★active
40
Sema server
Dev Tools & CI
51
9 ★active
41
Triflux server
Productivity
51
7 ★active
42
Guild server
Productivity
50
6 ★active
43
Mnemopay server
Dev Tools & CI
50
6 ★active
44
Sanctuary Framework server
Dev Tools & CI
50
6 ★active
45
Tap server
Productivity
50
23 ★active
46
Mistral server
Productivity
49
14 ★active
47
Sym Mesh Channel server
Productivity
49
1 ★active
48
Fable Baton server
Productivity
49
21 ★active
49
Apps server ✓ Anthropic
Dev Tools & CI
48
2 marketplacesactive
50
Karimo Harness Engineering Agent Orchestration server
Dev Tools & CI
48
267 ★active
51
Tycono server
Dev Tools & CI
48
49 ★active
52
Fianu Skills server
Security
48
1 ★active
53
Superpipelines server
Productivity
47
4 ★active
54
AWS Agents server
Dev Tools & CI
46
2 marketplaces—
55
Pydantic AI server
Dev Tools & CI
46
2 marketplaces—
56
Formal Agent Contracts server
Dev Tools & CI
46
1 ★active
57
Swarmwage server
Dev Tools & CI
46
3 ★active
58
Apps Plugin server ✓ Anthropic
Dev Tools & CI
45
1 marketplacesactive
59
Wmux Orchestrator server
Productivity
45
9 ★active
60
Hydra Swarm server
Productivity
45
2 ★active
61
Acp Find server
Dev Tools & CI
44
1 ★active
62
Waterfall server
Dev Tools & CI
44
2 ★active
63
Roost server
Productivity
44
1 ★active
64
Agent Memory Galaxy server
Productivity
44
1 ★active
65
Cc Orchestrador Subagents server
Productivity
43
0 ★active
66
Agent SDK Dev server
Dev Tools & CI
42
1 marketplaces—
67
Dev server
Dev Tools & CI
42
1 marketplaces—
68
Building Multiagent Systems server
Dev Tools & CI
42
1 marketplaces—
69
Sap Cloud SDK AI server
AI & Agents
42
1 marketplaces—
70
Baime server
Productivity
41
6 ★active
71
Ecc server
Productivity
40
0 ★active
72
Ecc · MaTo8888 server
Productivity
40
0 ★active
73
Athena Dev Plugin server
Dev Tools & CI
40
0 ★active
74
Claude Swarm server
Productivity
34
0 ★active
75
Harness · kamilseghrouchni server
Dev Tools & CI
31
0 ★active
76
Sapling server
Productivity
29
0 ★active
77
Splinter server
Dev Tools & CI
28
1 marketplaces—
·
Build Mcp App skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Build · anthropics skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Build Mcpb skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Agent Development skill ✓ Anthropic
Dev Tools & CI
not scored yet
33k ★active
·
Claude API skill ✓ Anthropic
Productivity
not scored yet
164k ★active
·
Builder skill ✓ Anthropic
Dev Tools & CI
not scored yet
164k ★active
·
Dispatching Parallel Agents skill
Productivity
not scored yet
261k ★active
·
Subagent Driven Development skill
Productivity
not scored yet
261k ★active
·
Agent Protocol skill
Productivity
not scored yet
23k ★active
·
Extract skill
Productivity
not scored yet
23k ★active
·
Agent Harness skill
Productivity
not scored yet
23k ★active
·
Agenthub skill
Dev Tools & CI
not scored yet
23k ★active
·
Board skill
Productivity
not scored yet
23k ★active
·
Merge skill
Productivity
not scored yet
23k ★active
·
Spawn skill
Productivity
not scored yet
23k ★active
·
Status skill
Productivity
not scored yet
23k ★active
·
Autoresearch Agent skill
Dev Tools & CI
not scored yet
23k ★active
·
Agent Designer skill
Productivity
not scored yet
23k ★active
·
Agent Workflow Designer skill
Dev Tools & CI
not scored yet
23k ★active
·
Builder · alirezarezvani skill
Dev Tools & CI
not scored yet
23k ★active
·
Workflow Builder skill
Dev Tools & CI
not scored yet
23k ★active
·
Loop Library skill
Productivity
not scored yet
23k ★active
·
Composio Automation skill
Productivity
not scored yet
70k ★active

Who does this work

O*NET has no process step for this yet — its software occupations were surveyed before agentic tooling existed. We list it because the corpus plainly shows people doing it, and we say so rather than forcing it onto an unrelated step.

Other work

Agent configurationAnimation and generated imageryApplication developmentAttributionBookkeepingBrowser automationCode reviewContent marketingContract reviewCopy editingCopywritingDashboards and reportingData pipelinesData qualityDatabase accessDebuggingDesign critiqueDocument productionExploratory data analysisFinancial modellingIncident responseInfrastructure and deploymentKnowledge managementLiterature reviewMarket analysisMessaging and emailModel evaluationObservabilityPRDs and specsProcess automationProduct strategyProject managementPrompt engineeringQuery optimisationRegulatory complianceRetrieval systemsRisk assessmentSEOSales pipelineScientific researchSecurity reviewSoftware architectureStatistical modellingTechnical documentationTest automationTraining materialUser researchVideo editingVisual designWeb developmentWeb researchWeb scraping

Occupational data from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration, used under CC BY 4.0. tashan consolidated its process steps into the terms practitioners use; O*NET does not endorse this site.

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